{"meta": {"headToHead": [{"a": "claude-code", "b": "codex", "posts": 1770, "ties": 593, "aAhead": 527, "bAhead": 650, "aShare": 44.8, "aShareCi95": [42.0, 47.6], "where": {"claude-code": {"aAhead": 306, "bAhead": 522}, "codex": {"aAhead": 178, "bAhead": 86}, "elsewhere": {"aAhead": 43, "bAhead": 42}}}, {"a": "codex", "b": "cursor", "posts": 349, "ties": 116, "aAhead": 110, "bAhead": 123, "aShare": 47.2, "aShareCi95": [40.9, 53.6], "where": {"codex": {"aAhead": 14, "bAhead": 44}, "cursor": {"aAhead": 89, "bAhead": 66}, "elsewhere": {"aAhead": 7, "bAhead": 13}}}, {"a": "codex", "b": "antigravity", "posts": 251, "ties": 52, "aAhead": 121, "bAhead": 78, "aShare": 60.8, "aShareCi95": [53.9, 67.3], "where": {"codex": {"aAhead": 8, "bAhead": 30}, "antigravity": {"aAhead": 102, "bAhead": 36}, "elsewhere": {"aAhead": 11, "bAhead": 12}}}, {"a": "codex", "b": "opencode", "posts": 319, "ties": 131, "aAhead": 63, "bAhead": 125, "aShare": 33.5, "aShareCi95": [27.2, 40.5], "where": {"codex": {"aAhead": 19, "bAhead": 74}, "opencode": {"aAhead": 33, "bAhead": 28}, "elsewhere": {"aAhead": 11, "bAhead": 23}}}, {"a": "claude-code", "b": "cursor", "posts": 237, "ties": 69, "aAhead": 88, "bAhead": 80, "aShare": 52.4, "aShareCi95": [44.9, 59.8], "where": {"claude-code": {"aAhead": 17, "bAhead": 36}, "cursor": {"aAhead": 59, "bAhead": 31}, "elsewhere": {"aAhead": 12, "bAhead": 13}}}, {"a": "claude-code", "b": "opencode", "posts": 158, "ties": 52, "aAhead": 28, "bAhead": 78, "aShare": 26.4, "aShareCi95": [19.0, 35.5], "where": {"claude-code": {"aAhead": 7, "bAhead": 43}, "opencode": {"aAhead": 15, "bAhead": 19}, "elsewhere": {"aAhead": 6, "bAhead": 16}}}, {"a": "claude-code", "b": "antigravity", "posts": 108, "ties": 20, "aAhead": 61, "bAhead": 27, "aShare": 69.3, "aShareCi95": [59.0, 78.0], "where": {"claude-code": {"aAhead": 6, "bAhead": 6}, "antigravity": {"aAhead": 52, "bAhead": 16}, "elsewhere": {"aAhead": 3, "bAhead": 5}}}, {"a": "codex", "b": "copilot", "posts": 113, "ties": 42, "aAhead": 48, "bAhead": 23, "aShare": 67.6, "aShareCi95": [56.1, 77.3], "where": {"codex": {"aAhead": 8, "bAhead": 13}, "copilot": {"aAhead": 35, "bAhead": 7}, "elsewhere": {"aAhead": 5, "bAhead": 3}}}, {"a": "claude-code", "b": "copilot", "posts": 80, "ties": 22, "aAhead": 36, "bAhead": 22, "aShare": 62.1, "aShareCi95": [49.2, 73.4], "where": {"claude-code": {"aAhead": 15, "bAhead": 16}, "copilot": {"aAhead": 16, "bAhead": 4}, "elsewhere": {"aAhead": 5, "bAhead": 2}}}, {"a": "opencode", "b": "cursor", "posts": 63, "ties": 19, "aAhead": 31, "bAhead": 13, "aShare": 70.5, "aShareCi95": [55.8, 81.8], "where": {"opencode": {"aAhead": 3, "bAhead": 4}, "cursor": {"aAhead": 19, "bAhead": 6}, "elsewhere": {"aAhead": 9, "bAhead": 3}}}, {"a": "opencode", "b": "antigravity", "posts": 57, "ties": 14, "aAhead": 27, "bAhead": 16, "aShare": 62.8, "aShareCi95": [47.9, 75.6], "where": {"opencode": {"aAhead": 6, "bAhead": 5}, "antigravity": {"aAhead": 17, "bAhead": 7}, "elsewhere": {"aAhead": 4, "bAhead": 4}}}, {"a": "cursor", "b": "antigravity", "posts": 58, "ties": 19, "aAhead": 26, "bAhead": 13, "aShare": 66.7, "aShareCi95": [51.0, 79.4], "where": {"cursor": {"aAhead": 4, "bAhead": 5}, "antigravity": {"aAhead": 15, "bAhead": 5}, "elsewhere": {"aAhead": 7, "bAhead": 3}}}, {"a": "codex", "b": "pi", "posts": 46, "ties": 16, "aAhead": 15, "bAhead": 15, "aShare": 50.0, "aShareCi95": [33.2, 66.8], "where": {"codex": {"aAhead": 2, "bAhead": 3}, "pi": {"aAhead": 12, "bAhead": 11}, "elsewhere": {"aAhead": 1, "bAhead": 1}}}, {"a": "opencode", "b": "pi", "posts": 59, "ties": 29, "aAhead": 12, "bAhead": 18, "aShare": 40.0, "aShareCi95": [24.6, 57.7], "where": {"opencode": {"aAhead": 0, "bAhead": 2}, "pi": {"aAhead": 8, "bAhead": 9}, "elsewhere": {"aAhead": 4, "bAhead": 7}}}], "sample": false, "builtOn": "2026-10-01", "window": ["2026-08-31", "2026-09-27"], "category": "coding", "criteria": [{"code": "paying", "name": "Paying and limits", "question": "What do you pay, and how far does it get you?", "sub": [{"code": "limits.plan_value", "name": "How much use a plan's price buys", "question": "Whether a plan's weekly or monthly allowance covers the user's normal work, and how its price compares with other plans or agents for the use it gives.", "definition": "Whether a plan's weekly or monthly allowance covers the user's normal work, and how its price compares with other plans or agents for the use it gives. Covers running out days early, never hitting the cap, missing tiers and value per dollar.", "boundary": "Not this: see limits.window_interrupts_work when the short multi-hour window blocks work. Not this: see limits.burn_rate when one prompt, model or effort level drained the quota. Not this: see limits.allowance_change when price or allowance changed over time. Not this: see billing.pricing_clarity when the information itself is unclear.", "short": "Plan value"}, {"code": "limits.window_interrupts_work", "name": "Short rolling usage window blocks or interrupts work", "question": "The short rolling usage window (a cap of a few hours) blocks the user mid-task or mid-session: forced waits, killed sessions, or a long allowance left unused because the short window ran out.", "definition": "The short rolling usage window (a cap of a few hours) blocks the user mid-task or mid-session: forced waits, killed sessions, or a long allowance left unused because the short window ran out. The post is about the window itself, not about what consumed it.", "boundary": "Not this: see limits.burn_rate when the point is that one prompt, model or effort level used a large share. Not this: see limits.plan_value for the weekly or monthly total.", "short": "Usage window blocks"}, {"code": "limits.burn_rate", "name": "Single prompt, model or effort level consumes disproportionate quota", "question": "How much quota a specific prompt, task, model version, effort level or feature consumes for the work done.", "definition": "How much quota a specific prompt, task, model version, effort level or feature consumes for the work done. Includes new versions using more than earlier ones and praise for efficient ones. The post names what consumed the quota.", "boundary": "Not this: see limits.window_interrupts_work when the post is about being blocked by the short window, not about the consumer. Not this: see limits.prompt_cache for cache misses. Not this: see work.multi_agent_orchestration when runaway subagents cause the burn.", "short": "Quota burn rate"}, {"code": "limits.allowance_change", "name": "Price, allowance or plan terms changed", "question": "The vendor changes a plan's price, quota, multipliers, included models or tiers over time: cuts, raises, removals, silent changes and changes that differ from what was announced.", "definition": "The vendor changes a plan's price, quota, multipliers, included models or tiers over time: cuts, raises, removals, silent changes and changes that differ from what was announced.", "boundary": "Not this: see limits.plan_value for the current level with no change named. Not this: see limits.reset_schedule for when resets happen.", "short": "Terms changed"}, {"code": "limits.reset_schedule", "name": "Quota reset timing and bonus or banked resets", "question": "When and how usage resets happen: scheduled reset dates, surprise or bonus resets, banked resets, and paid resets.", "definition": "When and how usage resets happen: scheduled reset dates, surprise or bonus resets, banked resets, and paid resets. Covers resets that wipe saved allowance or land uselessly close to the normal reset.", "boundary": "Not this: see limits.allowance_change for changes to quota size. Not this: see limits.usage_meter when the reset is only displayed wrongly.", "short": "Reset timing"}, {"code": "limits.usage_meter", "name": "Usage meter visibility and accuracy", "question": "Whether the product shows how much quota and tokens were used and how much remains, per task and per model, and whether that figure is accurate.", "definition": "Whether the product shows how much quota and tokens were used and how much remains, per task and per model, and whether that figure is accurate. Covers meters that climb while idle and hidden token counts.", "boundary": "Not this: see billing.overage_charges for money actually charged. Not this: see limits.burn_rate when the meter is believed and the complaint is the amount consumed.", "short": "Usage meter"}, {"code": "limits.prompt_cache", "name": "Prompt cache hits, misses and invalidation", "question": "Whether prompt caching is kept across turns, resumes and provider routing, and how cache reads are priced.", "definition": "Whether prompt caching is kept across turns, resumes and provider routing, and how cache reads are priced. Covers cache drops that inflate usage.", "boundary": "Not this: see limits.burn_rate for consumption not attributed to caching.", "short": "Prompt cache"}, {"code": "billing.overage_charges", "name": "Pay-as-you-go overage, fallback billing and spend caps", "question": "Usage spills from the plan into metered, on-demand or API billing, and whether spend caps and alerts work.", "definition": "Usage spills from the plan into metered, on-demand or API billing, and whether spend caps and alerts work. Covers overage turning on silently and credit top-ups.", "boundary": "Not this: see account.billing_errors for wrong charges on the subscription itself. Not this: see models.routing_auto when the cause is auto-selection of a pricier model.", "short": "Overage billing"}, {"code": "billing.pricing_clarity", "name": "Pricing and plan terms stated clearly and consistently", "question": "Whether pricing pages, docs and plan descriptions clearly and consistently state costs, limits and what 'unlimited' means.", "definition": "Whether pricing pages, docs and plan descriptions clearly and consistently state costs, limits and what 'unlimited' means.", "boundary": "Not this: see limits.allowance_change when terms actually changed. Not this: see limits.usage_meter for in-product usage display.", "short": "Pricing clarity"}, {"code": "billing.free_tier", "name": "Free tier and free model availability and limits", "question": "Whether free models, free tiers and trial or promo access exist, how long they stay available, and whether their limits are usable.", "definition": "Whether free models, free tiers and trial or promo access exist, how long they stay available, and whether their limits are usable.", "boundary": "Not this: see models.catalog_access for paid model availability. Not this: see rel.service_errors when free models return errors.", "short": "Free tier"}, {"code": "billing.subscription_portability", "name": "Using an existing subscription across tools", "question": "Whether a paid subscription from one vendor can be used inside another agent or harness, or used as an API outside the vendor's own app.", "definition": "Whether a paid subscription from one vendor can be used inside another agent or harness, or used as an API outside the vendor's own app.", "boundary": "Not this: see setup.provider_byok_local for API keys, local models and custom endpoints.", "short": "Subscription portability"}], "short": "Paying"}, {"code": "setup", "name": "Setting up and connecting", "question": "How hard is it to install and connect?", "sub": [{"code": "setup.install_signin", "name": "Install, launch and sign-in", "question": "Getting the agent installed, started and signed in on the user's platform: installers, updates on first run, login flows, browser redirects and switching accounts.", "definition": "Getting the agent installed, started and signed in on the user's platform: installers, updates on first run, login flows, browser redirects and switching accounts.", "boundary": "Not this: see setup.provider_byok_local for connecting own keys or local models. Not this: see rel.update_breakage when a later update breaks a working setup.", "short": "Install and sign-in"}, {"code": "setup.provider_byok_local", "name": "Connecting own API keys, local models and custom endpoints", "question": "Whether user-supplied providers work: bring-your-own-key, OpenAI-compatible endpoints, OpenRouter, and local servers such as Ollama or LM Studio.", "definition": "Whether user-supplied providers work: bring-your-own-key, OpenAI-compatible endpoints, OpenRouter, and local servers such as Ollama or LM Studio.", "boundary": "Not this: see billing.subscription_portability for reusing a paid subscription. Not this: see rel.tool_call_errors for tool-format failures once connected.", "short": "Own keys, local models"}, {"code": "setup.extensions_mcp", "name": "MCP servers, plugins, skills and hooks", "question": "Whether external tools and extension points load, authenticate and refresh correctly: MCP servers, plugins, skills, hooks and third-party integrations.", "definition": "Whether external tools and extension points load, authenticate and refresh correctly: MCP servers, plugins, skills, hooks and third-party integrations.", "boundary": "Not this: see setup.ide_integration for editor extensions. Not this: see context.instruction_files for rules files.", "short": "MCP, plugins, hooks"}, {"code": "setup.onboarding_docs", "name": "Onboarding, discoverability and documentation", "question": "How easily a new user learns the product: quick-start guides, docs explaining features and modes, and how findable features are.", "definition": "How easily a new user learns the product: quick-start guides, docs explaining features and modes, and how findable features are.", "boundary": "Not this: see billing.pricing_clarity for pricing docs. Not this: see ui.customization for settings complexity.", "short": "Onboarding and docs"}, {"code": "setup.ide_integration", "name": "IDE and editor integration", "question": "How the agent works inside an editor or IDE, including extension support, editor-native features, autocomplete and feature parity across IDEs.", "definition": "How the agent works inside an editor or IDE, including extension support, editor-native features, autocomplete and feature parity across IDEs.", "boundary": "Not this: see verify.change_review_ui for diff and approval views. Not this: see ui.terminal_display for CLI rendering.", "short": "IDE integration"}], "short": "Setup"}, {"code": "models", "name": "Choosing models", "question": "Which models do you get, and do they hold up?", "sub": [{"code": "models.catalog_access", "name": "Which models are offered on a plan and when", "question": "Whether models are available on the user's plan: same-day support for new releases, deprecations and removals, multi-provider choice, and models missing from a surface.", "definition": "Whether models are available on the user's plan: same-day support for new releases, deprecations and removals, multi-provider choice, and models missing from a surface.", "boundary": "Not this: see billing.free_tier for free-model availability. Not this: see models.routing_auto for which model actually runs.", "short": "Model catalog"}, {"code": "models.routing_auto", "name": "Automatic model routing and fallback", "question": "Auto mode, routers or fallbacks pick, switch or hide the model used.", "definition": "Auto mode, routers or fallbacks pick, switch or hide the model used. This includes subagents running on a model other than the one requested, silent downgrades, and inability to exclude models.", "boundary": "Not this: see models.effort_control for reasoning level. Not this: see billing.overage_charges for the resulting charge alone.", "short": "Auto model routing"}, {"code": "models.effort_control", "name": "Reasoning effort setting and its defaults", "question": "How the reasoning or effort level can be set, whether it stays set, and how outcomes differ by level, such as overthinking at high effort or failing at low effort.", "definition": "How the reasoning or effort level can be set, whether it stays set, and how outcomes differ by level, such as overthinking at high effort or failing at low effort.", "boundary": "Not this: see limits.burn_rate when the point is the quota share an effort level consumed. Not this: see work.scope_overreach for over-engineered output.", "short": "Effort setting"}, {"code": "models.quality_drift", "name": "Quality got worse or better over time", "question": "The post compares the agent or one of its models with an earlier time and says it got worse or better: 'nerfed', 'dumber since last week', 'better than at launch'.", "definition": "The post compares the agent or one of its models with an earlier time and says it got worse or better: 'nerfed', 'dumber since last week', 'better than at launch'. An explicit comparison with the past is required.", "boundary": "Not this: see general.unspecific for a verdict with no comparison over time. Not this: see work.capability for what it can do now. Not this: see limits.allowance_change for changed quotas or prices.", "short": "Got worse over time"}], "short": "Models"}, {"code": "context", "name": "Instructing and context", "question": "Does it follow your instructions and keep the right context?", "sub": [{"code": "context.instruction_files", "name": "Persistent project rules files are read and obeyed", "question": "Whether the agent reads and follows persistent project instruction files (rules or agent markdown files) across turns.", "definition": "Whether the agent reads and follows persistent project instruction files (rules or agent markdown files) across turns.", "boundary": "Not this: see context.instruction_following for instructions in the current prompt. Not this: see context.session_memory for auto-written memory.", "short": "Project rules files"}, {"code": "context.instruction_following", "name": "Direct in-prompt instructions and caps are followed", "question": "Whether the agent executes explicit instructions, prohibitions and budgets given in the prompt, such as iteration caps and token caps.", "definition": "Whether the agent executes explicit instructions, prohibitions and budgets given in the prompt, such as iteration caps and token caps.", "boundary": "Not this: see context.instruction_files for rules files. Not this: see work.sycophancy_pushback for evaluating the user's claims or opinions. Not this: see work.scope_overreach for unrequested extras.", "short": "Follows instructions"}, {"code": "context.clarifying_questions", "name": "Asks the user versus guessing", "question": "Whether the agent stops to ask clarifying questions when it is blocked or the request is ambiguous, instead of inventing assumptions or workarounds.", "definition": "Whether the agent stops to ask clarifying questions when it is blocked or the request is ambiguous, instead of inventing assumptions or workarounds.", "boundary": "Not this: see work.stuck_loops for repetitive failure without any question.", "short": "Asks vs guesses"}, {"code": "context.long_context_decay", "name": "Output degrades as the context window fills", "question": "The agent forgets details, rules or its own statements as the session grows long.", "definition": "The agent forgets details, rules or its own statements as the session grows long.", "boundary": "Not this: see context.compaction for losses caused by summarisation. Not this: see context.session_memory for loss across separate sessions.", "short": "Long-context decay"}, {"code": "context.compaction", "name": "Context compaction keeps what matters, cheaply and quickly", "question": "How automatic or manual compaction summarises history: what it drops, how long it takes, what it costs, and whether it is visible.", "definition": "How automatic or manual compaction summarises history: what it drops, how long it takes, what it costs, and whether it is visible.", "boundary": "Not this: see context.long_context_decay for degradation without compaction.", "short": "Compaction"}, {"code": "context.session_memory", "name": "Memory and state carried across sessions", "question": "Whether knowledge persists correctly between sessions: memory files, re-discovery cost at session start, stale memories, and leakage between sessions.", "definition": "Whether knowledge persists correctly between sessions: memory files, re-discovery cost at session start, stale memories, and leakage between sessions.", "boundary": "Not this: see ui.session_history for saving and resuming chat transcripts. Not this: see context.instruction_files for user-written rules.", "short": "Memory across sessions"}, {"code": "context.codebase_retrieval", "name": "Finding the right files in the codebase", "question": "How the agent searches and indexes a repository and pulls in relevant files.", "definition": "How the agent searches and indexes a repository and pulls in relevant files. Covers over-reading on trivial edits and missing files in large or multi-repo codebases.", "boundary": "Not this: see limits.burn_rate for consumption not tied to file reading.", "short": "Finds the right files"}, {"code": "context.attachments", "name": "Images, PDFs and file attachments as input", "question": "Whether attached images, screenshots, PDFs and other files are accepted and read.", "definition": "Whether attached images, screenshots, PDFs and other files are accepted and read.", "boundary": "Not this: see work.computer_browser_use for screen control.", "short": "Images and files"}], "short": "Context"}, {"code": "work", "name": "Doing the work", "question": "How does it behave while it works?", "sub": [{"code": "work.capability", "name": "Can do the user's kind of task", "question": "Whether the agent, with its models, succeeds at the user's kind of task: its size, complexity, language or domain, including building a whole feature in one go or failing at it.", "definition": "Whether the agent, with its models, succeeds at the user's kind of task: its size, complexity, language or domain, including building a whole feature in one go or failing at it. The post names the task or its size but no narrower failure behaviour.", "boundary": "Not this: see work.frontend_ui for visual UI work and work.bug_diagnosis for fixing a reported bug. Not this: see models.quality_drift for a change over time. Not this: see the other work.* and verify.* leaves when a specific behaviour (looping, scope, false claims, breaking code) is named. Not this: see general.unspecific when no task is named.", "short": "Can do the task"}, {"code": "work.frontend_ui", "name": "Frontend and visual UI output", "question": "How the agent handles UI design, layout, visual taste and front-end component wiring.", "definition": "How the agent handles UI design, layout, visual taste and front-end component wiring.", "boundary": "Not this: see work.regressions_introduced for UI bugs reintroduced after fixes.", "short": "Frontend UI"}, {"code": "work.bug_diagnosis", "name": "Diagnosing and fixing reported bugs", "question": "Whether the agent finds the root cause of a failing behaviour and fixes it without step-by-step guidance.", "definition": "Whether the agent finds the root cause of a failing behaviour and fixes it without step-by-step guidance.", "boundary": "Not this: see verify.agent_code_review for reviewing code to find unknown issues.", "short": "Bug diagnosis"}, {"code": "work.regressions_introduced", "name": "Breaks existing code or reintroduces bugs", "question": "Edits break previously working code, reintroduce fixed bugs, or cycle between introducing and fixing bugs.", "definition": "Edits break previously working code, reintroduce fixed bugs, or cycle between introducing and fixing bugs.", "boundary": "Not this: see work.stuck_loops for repetition without code damage. Not this: see work.reward_hacking for deliberately gaming checks.", "short": "Breaks working code"}, {"code": "work.scope_overreach", "name": "Does unrequested work or over-engineers", "question": "The agent edits outside the requested scope, adds unasked features, tests or runs, or builds overly complex solutions.", "definition": "The agent edits outside the requested scope, adds unasked features, tests or runs, or builds overly complex solutions.", "boundary": "Not this: see work.destructive_actions for risky irreversible actions. Not this: see work.response_verbosity for padded text or comments.", "short": "Scope overreach"}, {"code": "work.stuck_loops", "name": "Spins, loops or gets stuck without progress", "question": "The agent repeats attempts, loops endlessly or spirals on a problem without converging.", "definition": "The agent repeats attempts, loops endlessly or spirals on a problem without converging.", "boundary": "Not this: see work.premature_stop for stopping early. Not this: see context.clarifying_questions when the fix was to ask the user.", "short": "Stuck loops"}, {"code": "work.premature_stop", "name": "Stops mid-task or answers instead of acting", "question": "The agent halts before finishing, or replies with explanation or a summary instead of performing the action.", "definition": "The agent halts before finishing, or replies with explanation or a summary instead of performing the action.", "boundary": "Not this: see verify.false_completion for stopping while claiming the work is done. Not this: see limits.window_interrupts_work for stops caused by quota.", "short": "Stops early"}, {"code": "work.long_running_autonomy", "name": "Long unattended runs and goal/loop mode", "question": "Whether the agent sustains hours-long autonomous work toward a goal, and whether a goal or loop mode exists.", "definition": "Whether the agent sustains hours-long autonomous work toward a goal, and whether a goal or loop mode exists.", "boundary": "Not this: see work.multi_agent_orchestration for coordination between agents. Not this: see surfaces.cloud_sessions for where the run executes.", "short": "Long unattended runs"}, {"code": "work.multi_agent_orchestration", "name": "Subagents, parallel agents and orchestrators", "question": "How the agent spawns, delegates to, monitors and coordinates subagents or parallel sessions.", "definition": "How the agent spawns, delegates to, monitors and coordinates subagents or parallel sessions. Covers polling loops and the wrong choice of subagents.", "boundary": "Not this: see models.routing_auto for the model a subagent runs on. Not this: see work.git_workflow for merge conflicts between sessions.", "short": "Subagents"}, {"code": "work.reward_hacking", "name": "Games checks instead of fixing the problem", "question": "The agent disables linters, hardcodes for tests, edits benchmarks or defends bugs with tests so that checks pass without a real fix.", "definition": "The agent disables linters, hardcodes for tests, edits benchmarks or defends bugs with tests so that checks pass without a real fix.", "boundary": "Not this: see verify.false_completion for plain false claims without manipulated checks.", "short": "Games the checks"}, {"code": "work.destructive_actions", "name": "Risky or irreversible actions without confirmation", "question": "The agent pushes, merges, deletes or wipes changes, or acts on the host outside its sandbox, without asking.", "definition": "The agent pushes, merges, deletes or wipes changes, or acts on the host outside its sandbox, without asking. Also covers praise for staying in bounds.", "boundary": "Not this: see work.permission_prompts for approval prompt frequency. Not this: see work.scope_overreach for harmless extra work.", "short": "Destructive actions"}, {"code": "work.git_workflow", "name": "Git commits, branches and sync", "question": "How the agent handles commits, attribution, branches, pulls and pushes, and merge conflicts between concurrent agents or teammates.", "definition": "How the agent handles commits, attribution, branches, pulls and pushes, and merge conflicts between concurrent agents or teammates.", "boundary": "Not this: see work.destructive_actions for data-destroying git commands.", "short": "Git workflow"}, {"code": "work.computer_browser_use", "name": "Computer use and browser control", "question": "Whether the agent operates desktop apps and browsers well, without taking over the user's windows.", "definition": "Whether the agent operates desktop apps and browsers well, without taking over the user's windows.", "boundary": "Not this: see context.attachments for reading screenshots.", "short": "Browser and computer use"}, {"code": "work.safety_refusals", "name": "Safety filters block legitimate coding tasks", "question": "Refusals or safety classifiers stop benign or security-remediation work.", "definition": "Refusals or safety classifiers stop benign or security-remediation work.", "boundary": "Not this: see work.permission_prompts for tool approval prompts. Not this: see models.routing_auto for safety-triggered model downgrades.", "short": "Safety refusals"}, {"code": "work.permission_prompts", "name": "Tool approval prompts and autonomy modes", "question": "How often and when the agent asks permission to run tools or commands, and whether auto or bypass modes behave as configured.", "definition": "How often and when the agent asks permission to run tools or commands, and whether auto or bypass modes behave as configured.", "boundary": "Not this: see work.destructive_actions for acting without permission. Not this: see work.safety_refusals for content blocks.", "short": "Permission prompts"}, {"code": "work.plan_mode", "name": "Plan-before-edit mode", "question": "Whether a read-only planning phase exists, produces useful plans, and actually prevents edits.", "definition": "Whether a read-only planning phase exists, produces useful plans, and actually prevents edits.", "boundary": "Not this: see work.task_completion for how well an approved plan is executed.", "short": "Plan mode"}, {"code": "work.response_verbosity", "name": "Length and clarity of replies, summaries and comments", "question": "How long and how readable the agent's prose and summaries are, and how many code comments and doc notes it writes.", "definition": "How long and how readable the agent's prose and summaries are, and how many code comments and doc notes it writes.", "boundary": "Not this: see verify.change_review_ui for the volume of code changes. Not this: see work.scope_overreach for extra code features.", "short": "Verbosity"}, {"code": "work.sycophancy_pushback", "name": "Caves to or argues with the user's judgement", "question": "How the agent handles disagreement: agreeing with everything, reversing correct findings when challenged, failing to push back on wrong claims, or arguing when corrected.", "definition": "How the agent handles disagreement: agreeing with everything, reversing correct findings when challenged, failing to push back on wrong claims, or arguing when corrected.", "boundary": "Not this: see context.instruction_following for refusing a clear instruction.", "short": "Sycophancy"}], "short": "Work"}, {"code": "checking", "name": "Checking and finishing", "question": "Can you trust that the work is done?", "sub": [{"code": "verify.false_completion", "name": "Claims work is done or fixed when it is not", "question": "The agent reports success, completion or a finished todo list that turns out to be untrue.", "definition": "The agent reports success, completion or a finished todo list that turns out to be untrue.", "boundary": "Not this: see work.reward_hacking when checks were manipulated. Not this: see verify.self_testing for whether checks were run at all.", "short": "False 'done'"}, {"code": "verify.self_testing", "name": "Builds, tests or runs its own changes", "question": "The post says whether the agent built, tested, ran or checked its own change before handing it back: it ran the test suite, skipped tests, did not run the app, or verified in proportion to the change.", "definition": "The post says whether the agent built, tested, ran or checked its own change before handing it back: it ran the test suite, skipped tests, did not run the app, or verified in proportion to the change.", "boundary": "Not this: see verify.false_completion when the agent claims success that did not happen. Not this: see verify.agent_code_review for a separate review mode or review agent.", "short": "Tests its own work"}, {"code": "verify.agent_code_review", "name": "Agent-performed code review finds real issues", "question": "A review mode or review agent finds real defects in code or PRs, without re-flagging code that already passed or producing noise.", "definition": "A review mode or review agent finds real defects in code or PRs, without re-flagging code that already passed or producing noise.", "boundary": "Not this: see work.bug_diagnosis for fixing a known symptom. Not this: see work.sycophancy_pushback for reversing findings under pressure.", "short": "Code review"}, {"code": "verify.change_review_ui", "name": "Reviewing and approving the agent's changes", "question": "Diff views, per-file approval, edit-acceptance prompts, and how manageable the amount of change is for a human reviewer.", "definition": "Diff views, per-file approval, edit-acceptance prompts, and how manageable the amount of change is for a human reviewer.", "boundary": "Not this: see setup.ide_integration for general editor features. Not this: see work.response_verbosity for prose length.", "short": "Reviewing changes"}], "short": "Checks"}, {"code": "interface", "name": "Interface and sessions", "question": "How do you operate and steer it?", "sub": [{"code": "ui.display_settings", "name": "How the interface shows work, and what the user can configure", "question": "How the CLI, TUI, IDE panel or app shows the agent's activity (tool calls, diffs, logs, subagent progress, scrolling, fonts, layout) and which settings, keybindings, themes and presets the user can change.", "definition": "How the CLI, TUI, IDE panel or app shows the agent's activity (tool calls, diffs, logs, subagent progress, scrolling, fonts, layout) and which settings, keybindings, themes and presets the user can change.", "boundary": "Not this: see limits.usage_meter for usage displays. Not this: see ui.session_history for saving and resuming sessions. Not this: see models.effort_control for reasoning-effort settings.", "short": "Display and settings"}, {"code": "ui.session_history", "name": "Saving, switching, resuming and rewinding sessions", "question": "Whether chats and threads persist, can be switched and resumed with their state intact, and can be rewound or reverted.", "definition": "Whether chats and threads persist, can be switched and resumed with their state intact, and can be rewound or reverted.", "boundary": "Not this: see context.session_memory for knowledge carried into a new session.", "short": "Session history"}, {"code": "ui.interrupt_steer", "name": "Stopping and steering a running agent", "question": "Whether the user can stop, interrupt or send guidance mid-run and have the agent respect it and continue.", "definition": "Whether the user can stop, interrupt or send guidance mid-run and have the agent respect it and continue.", "boundary": "Not this: see work.premature_stop for the agent stopping on its own.", "short": "Interrupt and steer"}, {"code": "surfaces.remote_mobile", "name": "Mobile, remote-control and voice access", "question": "Driving or monitoring agents from a phone, another device or by voice, including approvals from the mobile client.", "definition": "Driving or monitoring agents from a phone, another device or by voice, including approvals from the mobile client.", "boundary": "Not this: see surfaces.cloud_sessions for where the agent executes.", "short": "Mobile and remote"}, {"code": "surfaces.cloud_sessions", "name": "Cloud and remote sandbox execution", "question": "Agents run in hosted or remote environments.", "definition": "Agents run in hosted or remote environments. Covers persistence when the laptop closes, access to local files, session caps, and start or resume time.", "boundary": "Not this: see billing.overage_charges for how cloud runs are billed. Not this: see work.long_running_autonomy for run behaviour.", "short": "Cloud sessions"}], "short": "Interface"}, {"code": "reliability", "name": "Reliability and speed", "question": "Does it stay up and respond quickly?", "sub": [{"code": "rel.service_errors", "name": "Outages, server errors and capacity or rate errors", "question": "Backend unavailability, 5xx or connection errors, capacity errors, and transient 429 errors that do not reflect the user's quota.", "definition": "Backend unavailability, 5xx or connection errors, capacity errors, and transient 429 errors that do not reflect the user's quota.", "boundary": "Not this: see limits.window_interrupts_work and limits.allowance_size for plan quota being reached. Not this: see rel.tool_call_errors for harness tool failures.", "short": "Outages and errors"}, {"code": "rel.response_speed", "name": "Latency, throughput and fast mode", "question": "How quickly the agent responds and completes work, including paid or fast modes and whether they actually deliver speed.", "definition": "How quickly the agent responds and completes work, including paid or fast modes and whether they actually deliver speed.", "boundary": "Not this: see rel.service_errors for failures. Not this: see rel.client_crash_resources for local slowness from resource use.", "short": "Speed"}, {"code": "rel.client_failures", "name": "Client crashes, freezes and failed tool execution", "question": "The local app, CLI or extension crashes, freezes, leaks memory or uses too much CPU, or fails to execute the model's tool calls and shell commands.", "definition": "The local app, CLI or extension crashes, freezes, leaks memory or uses too much CPU, or fails to execute the model's tool calls and shell commands.", "boundary": "Not this: see rel.service_errors for backend outages and server errors. Not this: see rel.update_breakage when a specific update caused it.", "short": "Client crashes"}, {"code": "rel.update_breakage", "name": "Updates break working setups", "question": "New releases regress features, break compatibility or change behaviour unexpectedly.", "definition": "New releases regress features, break compatibility or change behaviour unexpectedly. Also covers praise for smooth migrations.", "boundary": "Not this: see limits.allowance_change for quota changes delivered in an update.", "short": "Updates break things"}], "short": "Reliability"}, {"code": "account", "name": "Account and support", "question": "How does the vendor treat your account?", "sub": [{"code": "account.support", "name": "Support, refunds and issue handling", "question": "Reaching a human, getting refunds and resolutions, and the vendor's responsiveness to bug reports and community issues.", "definition": "Reaching a human, getting refunds and resolutions, and the vendor's responsiveness to bug reports and community issues.", "boundary": "Not this: see account.billing_errors for the underlying wrong charge.", "short": "Support"}, {"code": "account.billing_errors", "name": "Wrong charges, failed payments and plan provisioning", "question": "Payments are charged incorrectly, plans are not provisioned after payment, proration errors occur, or payments fail.", "definition": "Payments are charged incorrectly, plans are not provisioned after payment, proration errors occur, or payments fail.", "boundary": "Not this: see billing.overage_charges for metered overage. Not this: see account.support for how the vendor handled the error.", "short": "Billing errors"}, {"code": "account.bans_restrictions", "name": "Account bans and access restrictions", "question": "The vendor suspends, bans or restricts accounts, for example for heavy usage or regional embargoes.", "definition": "The vendor suspends, bans or restricts accounts, for example for heavy usage or regional embargoes.", "boundary": "Not this: see limits.allowance_size for normal quota lockouts.", "short": "Bans"}, {"code": "account.data_privacy", "name": "Data retention, training use and deployment isolation", "question": "Whether prompts and code are retained or used for training, and whether private or air-gapped deployment is available.", "definition": "Whether prompts and code are retained or used for training, and whether private or air-gapped deployment is available.", "boundary": "Not this: see billing.free_tier for free-model availability itself.", "short": "Data privacy"}], "short": "Account"}], "weights": {"paying": 0.339, "setup": 0.053, "models": 0.112, "context": 0.059, "work": 0.23, "checking": 0.021, "interface": 0.058, "reliability": 0.091, "account": 0.037}, "baselines": {"paying": 23.9, "setup": 40.1, "models": 25.9, "context": 36.2, "work": 47.5, "checking": 44.0, "interface": 41.4, "reliability": 19.0, "account": 13.1, "limits.plan_value": 37.9, "limits.window_interrupts_work": 13.8, "limits.burn_rate": 16.2, "limits.allowance_change": 5.8, "limits.reset_schedule": 17.0, "limits.usage_meter": 7.8, "limits.prompt_cache": 36.1, "billing.overage_charges": 8.0, "billing.pricing_clarity": 6.3, "billing.free_tier": 57.4, "billing.subscription_portability": 38.5, "setup.install_signin": 20.0, "setup.provider_byok_local": 54.2, "setup.extensions_mcp": 50.4, "setup.onboarding_docs": 19.7, "setup.ide_integration": 45.6, "models.catalog_access": 28.1, "models.routing_auto": 24.6, "models.effort_control": 45.7, "models.quality_drift": 21.8, "context.instruction_files": 52.8, "context.instruction_following": 26.9, "context.clarifying_questions": 38.6, "context.long_context_decay": 15.5, "context.compaction": 33.3, "context.session_memory": 46.7, "context.codebase_retrieval": 44.3, "context.attachments": 38.8, "work.capability": 60.7, "work.frontend_ui": 44.4, "work.bug_diagnosis": 67.4, "work.regressions_introduced": 9.2, "work.scope_overreach": 6.0, "work.stuck_loops": 5.1, "work.premature_stop": 14.9, "work.long_running_autonomy": 74.2, "work.multi_agent_orchestration": 60.6, "work.reward_hacking": 2.5, "work.destructive_actions": 18.5, "work.git_workflow": 35.9, "work.computer_browser_use": 54.8, "work.safety_refusals": 11.9, "work.permission_prompts": 24.9, "work.plan_mode": 46.2, "work.response_verbosity": 21.4, "work.sycophancy_pushback": 16.7, "verify.false_completion": 5.6, "verify.self_testing": 54.5, "verify.agent_code_review": 73.3, "verify.change_review_ui": 37.8, "ui.display_settings": 34.6, "ui.session_history": 29.2, "ui.interrupt_steer": 38.9, "surfaces.remote_mobile": 52.5, "surfaces.cloud_sessions": 65.5, "rel.service_errors": 7.5, "rel.response_speed": 36.9, "rel.client_failures": 7.1, "rel.update_breakage": 15.3, "account.support": 16.3, "account.billing_errors": 2.4, "account.bans_restrictions": 6.4, "account.data_privacy": 20.1}, "parameters": {"S0": 0.005, "priorStrength": 200, "bootstrap": 1000, "seed": 20260927}, "rules": {"sources": "2026-08-31 to the Sunday before 2026-09-28. Four channels, collected the same way for every agent: (1) the agent's official subreddits, posts and comments; (2) Reddit posts and comments whose own text names the agent, from any subreddit we collect and from a Reddit search per agent; (3) posts on X that mention the agent's official handles (for OpenAI Codex, which has no product handle, an X search for \"OpenAI Codex\", \"Codex CLI\" and \"Codex app\"); (4) G2 and Trustpilot reviews of the product. Parent-brand review pages and staff handles are excluded. Each post counts once per agent.", "attribution": "A post in an agent's own subreddit counts for that agent. Any other post counts for an agent only when the classifier confirms it is about that agent; a post can count for several agents.", "labels": "Every post is labelled by Claude Sonnet 5 with the criteria codebook v1.0 (63 criteria in 9 areas): whether it is about the agent, whether it judges it, which criteria its stance names, and praise, complaint or mixed for each. On a pilot of 308 posts, Claude Opus 5.5 labelling independently agreed at kappa 0.75 on whether a post judges the agent, 0.73 overlap on its criteria, 0.78 on its areas, and 98% on polarity. Human annotators have not yet validated v1.0. 2 post(s) the classifier declined to label are left out.", "unit": "An author-week: one author on one platform, about one agent, in one week. For each criterion it is positive if that author's praise outweighs their complaints that week, negative if the reverse. On Reddit, AutoModerator, [deleted] and names ending in 'bot' are not counted. Each review counts as its own author when the platform gives no name.", "reach": "Share of voice = the agent's distinct authors across all four channels / the sum over all agents. Popularity = log(1 + share / 0.005) / log(1 + leader's share / 0.005). Popularity counts every author in the window, so it has no sampling interval.", "criterionRegard": "For each criterion: the category baseline is (positive + 1) / (positive + negative + 2) author-weeks across all agents. Channels differ in tone, so each agent is compared with its own channel mix: its expected share is the category baseline of each channel (Reddit, X, G2, Trustpilot), weighted by the agent's author-weeks on that channel. The agent's positive share is shrunk toward that expected share with 200 imaginary author-weeks and compared with it on the log-odds scale. 0.5 is the category norm.", "regard": "Customer love = the customer love scores of the 9 areas, averaged on the log-odds scale with weights equal to each area's share of the category's rated author-weeks.", "score": "Feedback Score = 100 × sqrt(Popularity × Customer love).", "interval": "95% intervals and rank ranges from 1000 bootstrap resamples of authors.", "eligibility": "Every measured agent is ranked. Popularity keeps agents with few authors low; shrinkage keeps their customer love near the norm.", "receipts": "The 5 most recent praise and complaint posts per area (first 700 characters) and 3 per criterion (first 450 characters).", "caveat": "A subreddit is a proxy for the product. X volume is capped at 1,000 posts a day per feed; no feed in the window reached it on its median day. Labels are automatic. Criteria seen in few posts have wide intervals; those under 30 author-weeks for an agent are shown as too few posts.", "headToHead": "Posts that judge two agents. In each post, the agent whose stance (praise minus complaint across its criteria) is higher is ahead; ties are left out. Shares count the posts where one is ahead, with a 95% Wilson interval. Where: the agent's own subreddit, the other's, or anywhere else. Pairs with at least 30 such posts are shown.", "requests": "A separate pass by Claude Sonnet 5 reads every counted post and extracts what the author asks the agent or its vendor to add or change, with the criteria it maps to and a short normalised wording; it does not touch the labels or the Feedback Score. Claude Opus 5.5 groups the wordings within each criterion (the first criterion the request maps to) into themes; code counts them. A theme counts distinct author-weeks that ask for it, per agent; across agents, one author-week per agent. Themes asked in fewer than 2 author-weeks, and requests that share no theme, are not shown. Examples: up to 3 posts per theme from different authors, without slurs, preferring posts of 60 to 450 characters, most recent first.", "facts": "Agent facts come from web research dated 2026-09-24 and are not all verified against vendor pages."}}, "agents": [{"id": "claude-code", "name": "Claude Code", "maker": "Anthropic", "facts": {"version": "Claude Opus 5.5 (flagship model), Claude Sonnet 5", "released": "Opus 5.5: 2026-09-22", "price": "Pro ~$17-20/mo, Max from $100/mo, Team $20-100/seat/mo, Enterprise from $20/seat + usage-based API overage", "model": "Claude Opus 5.5 ($4/$20 per 1M tokens API; Fast mode $8/$40)", "surface": "CLI, IDE extensions"}, "sources": [{"channel": "Reddit", "selector": "r/ClaudeCode", "posts": 66057}, {"channel": "X", "selector": "@ClaudeDevs", "posts": 11217}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 2747}, {"channel": "X", "selector": "@claude_code", "posts": 103}, {"channel": "G2", "selector": "G2", "posts": 4}], "records": 80128, "judgingPosts": 31596, "authors": 28126, "authorWeeks": 37176, "reach": {"shareOfVoice": 28.56, "value": 0.986}, "regard": {"positiveAuthorWeeks": 6568, "negativeAuthorWeeks": 11519, "rawPositiveShare": 36.3, "rawCi95": [35.6, 37.0], "value": 0.503, "ci95": [0.496, 0.51]}, "score": {"value": 70.4, "ci95": [69.9, 70.9]}, "ranking": {"rank": 1, "rankRange": [1, 1]}, "criteria": {"paying": {"praise": 1744, "complaint": 6154, "n": 7898, "praiseShare": 22.1, "ci95": [21.2, 23.0], "regard": 0.471, "regardCi95": [0.459, 0.482], "salience": 43.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve been using the shit out of opus lately. i always use sonnet as my interface, interactive sessions are always sonnet 5 on medium. i’ve been having sonnet spin up an opus 5.5 subagent in plan mode as an advisor.\nin plan mode, opus can’t call tools and blot its context window and my usage ($20/mo), sonnet has to feed it all the context and prompt it. it delivers amazing value an just sips usage. has made my sessions way more effective", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9uw06/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "anyone, the use of opus is ultra efficient.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9v7v1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "are you seriously asking how people afford like 4-6 hours worth of wages per month to get like 500 hours worth of mid tier developer time?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pca1f65/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "max plan for me, the added cost is worth more than time wasted juggling between two accounts", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5yr4/pro_plan/pca1u0h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the efficiency gains are insane. it's opus 5.5 medium is more efficient than sonnet 5 high. it's honesty become my daily use because the quality is so much better lol.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woe3lo/is_opus_55_really_better_than_fable_in_your/pca63pb/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "or you can avoid all of this complexity by validating prompts and building a scripted runner that connects them all, hands them only specific tools you want to give them and do it all in a sandboxed environment for that particular application. you can validate each model that you pin and can break the problem into small pieces even allowing smaller models to do them. then you can run hundreds of concurrent processes in parallel without bankrupting yourself instead of being limited by the subscriptions which don't allow you to do that. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4uat/if_your_prompts_skills_have_grown_into_an_entire/pc9sv2f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't really use sonnet for anything. i switched to opus because i kept running out of usage - i found i use more with sonnet even though it's cheaper because it kept getting stuck and making mistakes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9u4xg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "amen, i did one prompt with fast on, opus low and it took 149.89 or something like that. i also did a different prompt on opus low to test the api xd 80 usd. never again. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pc9v95n/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "usage been an issue for like 2 months now. it started dropping like ages ago, but it was within reason with how much you got...lately? not so much, and astra is incapable of implementation. 3d, visual stuff still pretty ok for me", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqvwry/just_resubscribed_to_max_after_a_long_time_and/pc9zp61/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is really disheartening news. they've established this really scuzzy pattern they need to stop.\nyou have the most useful and best product ever, and you feel the need to engage in this type of asshole, lying business practices?\nit's even particularly bad in this ai realm due to the issues surrounding the tremendous \"theft\" from the public domain now in private hands, and the alignment issue where you really are trusting the creators of this ai product with a power that should not belong to any one person. and they act like this? how can we trust you with ai if you act like this when it really doesn't cost you anything to be honest?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pc9zvld/"}]}}, "setup": {"praise": 419, "complaint": 444, "n": 863, "praiseShare": 48.6, "ci95": [45.2, 51.9], "regard": 0.565, "regardCi95": [0.543, 0.589], "salience": 4.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "skills has been really useful for me to inject business related knowledge into the context.\n/handoff really good for managing context\n/grill-me has been really useful to get the model to write the exact specifications i am looking for. people are not very precise when speaking to an agent, and often underspecify their requirements and end up getting upset when the agent end up doing something else.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pcb8zwi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use the code tab in windows desktop and it has been fine... \ni used to use cli but now the harness is just convenient.. not as good as codex but still", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcckc6o/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it runs bash commands effortlessly instead of searching for whether it should execute commands in windows or wsl shells. mind you, i'm running my cli on linux where it all just works seamlessly..", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccrvoc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "oh nice, bookmarked. ffmpeg flags are the one thing i can never keep in my head, so a skill for it makes a lot of sense", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4yjz/wanted_to_edit_some_footage_of_a_game_i_was/pcde6qo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the two reasons you listed are not the ones that matter. claude code is my daily driver because it is a process you can compose: pipe it into a script, run claude -p headless from a git hook or cron, ssh into a box and drive it there. a desktop app needs a person sitting in front of it.\nthat is where the extension surface lives too. skills, hooks, subagents and claude.md sit in the repo and travel with the checkout, so the setup moves with the project. desktop code mode already gets the shell and the filesystem, so capability is not the gap.\nfaster or lighter on ram? i have not measured it against desktop, so i won't guess.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcese2a/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "living off the land. it comes preinstalled on most linux distros and macos. uninstall it and watch it being confused every other session.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqwi4h/why_claude_code_uses_python_for_everything_and/pc9z0kz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "and that’s right, because there are no skills or prompts included :-)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4uat/if_your_prompts_skills_have_grown_into_an_entire/pc9zqq0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i just don't update external skills. the only ones i auto update are anthropic official ones, and our in-house skills. everything else is a snapshot.\nthe security risks aren't worth whatever incremental improvement they might have made.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr874k/has_anyone_found_a_reliable_way_to_scan_agent/pcb521b/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "it is the same situation for me. i use claude on macos tahoe. today it prompted to add a passkey and i did, and i received an email titled \"security alert: new passkey added to your claude account\". however, i find no clue about the passkey anywhere, neither in claude nor in macos passwords app.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1v1jot3/passkey_for_claude_desktop/pcbwgib/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i never like doing dev work in the terminal. but i didn't consider vibe coding/agentic engineering as \"dev work\", at least not in the traditional sense, so who knows- maybe i won't hate it as much.\ni've been using the desktop client for the other harness and haven't had any problems with it. i've tried claude code when it first came out, but didn't find anything special about it. it's been a while, so maybe things have changed. maybe i'm missing something, since many people seem to prefer cc over the desktop client", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcczqcb/"}]}}, "models": {"praise": 639, "complaint": 1592, "n": 2231, "praiseShare": 28.6, "ci95": [26.8, 30.6], "regard": 0.538, "regardCi95": [0.519, 0.556], "salience": 12.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "for review and debug i trust either astra or grok. for development for sure is opus 5.5.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pc9z120/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the efficiency gains are insane. it's opus 5.5 medium is more efficient than sonnet 5 high. it's honesty become my daily use because the quality is so much better lol.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woe3lo/is_opus_55_really_better_than_fable_in_your/pca63pb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it is truly vastly different from opus 5. the cost and response speed are also completely different. that helps me stay better focused.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pcb4klf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i had a web app floating around 700mg - now sub 100. 5.5 is base level ‘working’ now.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquop8/i_dont_think_anyone_has_ever_seen_this_before/pcbfafp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i think perhaps keeping a broader context but i dunno either…fable 5.1 already crazy capable but it really feels like we jumped yet another level in many ways with opus 5.5 and with so much less use cost - this model is just incredible.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcyz1/so_if_fable_51_was_a_stopgap_for_opus_55_then/pcbiuu0/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same feel with yesterday as well. still very good, but i am noticing slips and slightly worse tool calls then before. so it seems to less capable in identifying knowletge gaps also", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqy8rp/am_i_to_understand_the_nerf_has_begun_or_theres/pc9zd6p/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same. that model was unreal until they took it out back.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqu9f1/opus_55_nerf_inevitable/pca1qle/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yea. noticed yesterday too. still very good, but missing gaps, taking more turns on execution and worse tool handling. but yea, stiil fine so far...but we will see", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pca1vld/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "50% of what? they don't give the actual numbers. they fiddle with the actual token use. the overall value in a year is steadily down down down.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjb89/i_ran_out_of_codex_on_chatgpt_pro_with_4_days/pca7gi1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "not sure what you’re referencing, and claude works in my auth later all the time. \nare you maybe thinking of safeguards downgrading the model? that does happen often enough when i’m working on auth, but that’s not an account ban at all- just a lower level model for a few minutes. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wodtfg/how_to_implement_web_app_authentication_with/pca9gi6/"}]}}, "context": {"praise": 703, "complaint": 1239, "n": 1942, "praiseShare": 36.2, "ci95": [34.1, 38.4], "regard": 0.506, "regardCi95": [0.488, 0.522], "salience": 10.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah thats pretty much how i have it setup too. its been a week or so but im loving it. it takes longer to get stuff done but all my work is a lot of process and rules driven so definitely shows in final result.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqxbto/opus_55_fable_51_as_automatic_advisor/pca0r0e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i have the opposite problem. i don't lose track of anything. it's a really clear communicator. but i also work piece by piece (habit of when opus was sucking up usage rate) because i don't want shit rolling and not knowing how to stop it.\nnow i end up having *way too much quota left* due to trying to be diligent with everything...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr91sx/i_lose_track_with_opus_55/pcast85/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "biggest win for me was pushing exploration into subagents. the grep and read churn happens in their context and the main session only gets the answer back. second was a where-things-live table in claude.md with real paths, it kills the grep-for-a-name dance. and you can tell it not to re-read after an edit, the edit tool already fails if the old string didn't match", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqaw75/how_much_of_a_claude_code_session_goes_to_reading/pcavvno/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the two i use most are boring. a deploy skill with the exact steps and checks so it stops improvising them, and a review skill that makes it read the diff like a stranger before i commit. both came from correcting the same few mistakes by hand one too many times", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqgyaa/what_skills_do_you_use_on_a_daily_basis/pcb063y/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "skills has been really useful for me to inject business related knowledge into the context.\n/handoff really good for managing context\n/grill-me has been really useful to get the model to write the exact specifications i am looking for. people are not very precise when speaking to an agent, and often underspecify their requirements and end up getting upset when the agent end up doing something else.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pcb8zwi/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "agent workflow size config was set to small in my settings (<5 agents) +\nmy prompt said verbatim “do not create more than 3 subagents , not a large swarm”………….. \nmy result? ——-> ofc, no other than:🙃\nmy *entire* weekly pro20x \\~\\~ *sautéed* ***\\~***in front of me on day 1/7 🥲🫠🫠🙃🙃🙃😆😆😆", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqagzu/claude_added_graceful_stopping_point_in_new_update/pcagfdf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "check your instructions they may be out dated and causing your output to output well trash i had found out i had instructions from a year ago", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq375h/opus_55_built_this_cozy_3d_pixel_art_game/pcahvbx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "thank you, wish i had included this, the bit about using the tools allow list, that’s my long-term plan. i’ve only been using opus as an advisor for 2 weeks, plan mode was my quick and dirty way of removing tool calls (which accounts for most of my context bloat).\non your first paragraph, i think you’re right and that your way would be more effective. but i tend to run 6-10 interactive sessions at once, lol, which is another thing i need to fix. but definitely not feasible to do all of that for every session. but i agree it’s probably better/more precise.\nit just sounds like so much time!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pcai1py/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "most people don't know better than to use a lower end high temperature model to ask critical questions.\nsonnet 4.5 for instance has fucked me so many times at work when i first started deep diving with agentic ai, bros just smoking the peace pipe making shit up after a couple compactions. different story on opus and fable.\nthen there's blind trust and lack of knowledge on how language models behave and work, average joe wont know that info. but give it time and the models the masses typically use will be good enough to be above 99% accurate for info like you described.\nalso if you don't ask a.i to search crawl and source it's answers/data, you might as well deserve to blow your engine, that'", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pcb6bj9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same experience here. the one thing i still guard against is compaction on really long chats, the summary keeps the what and drops the why. i have the main session keep a short decisions file as it goes, so after a compact it can reread why something was done that way", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr889i/opus55_is_making_me_so_lazy_im_running_multiple/pcbm5tr/"}]}}, "work": {"praise": 2737, "complaint": 3094, "n": 5831, "praiseShare": 46.9, "ci95": [45.7, 48.2], "regard": 0.503, "regardCi95": [0.493, 0.514], "salience": 32.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "even pre-fable, this has worked well. i have a cable that connects my odb-ii port to a particle tracker one. i had claude write the message processor, filtering logic and charts and graphs. i’ve used it on a few cars and it basically backs out the dbc file and goes to town. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pc9u3qf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "homie get some sleep, claude can work while you recharge", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnh3q/me_after_opus_55_release/pc9w9xy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my engineering department is on a team plan. we also have tier 5 openai. we just run up bills like crazy but the productivity is fucking insane.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pca1jju/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "5.5 is really good but it does have the same flaws as all the other agents. i think one of the biggest appeals (any why most love it) is the huge reduction in its draw on subs (5x just became more like 30x if you set it on medium effort) and it speaks plain language for the most part, oh and its faster and less verbose, all while being a solid reasoning machine. its fast, cheap, and works. that makes for happy coders.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjuv2/am_i_the_only_one_who_doesnt_like_opus_55/pca70cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "shotcut if youre ever looking for a fleshed our free alternative. \nsimple editing i have claude do with ffmpeg", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4yjz/wanted_to_edit_some_footage_of_a_game_i_was/pcabeg2/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "every time i used sonnet it got something wrong, basically any type of agentic coding, like if u want it to write a single function and know what u are doing it's fine but otherwise it's ass", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9u33o/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't really use sonnet for anything. i switched to opus because i kept running out of usage - i found i use more with sonnet even though it's cheaper because it kept getting stuck and making mistakes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9u4xg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "pretty impossible as they have filter to not allow claude anything like this in first place.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pc9xh0g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i had opus 5.5 make mistakes and break things right after release, so i'm not sure \"broke a couple things\" is enough evidence. llms can make mistakes regardless of quantization.\nwhat you should do is have fable replay the last 20 or so prompts from before the degradation occurred with the now possibly weaker model in the exact same spot in your commit history, and have it judge the results. then come back with it's evaluation. your analysis is just vibes unless you're controlling for the exact prompt and exact context the prompt was executed in.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pca1k7u/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes, this is true -- but now it's 10x negative value given the amount of work that can be completed with a few prompts. they're only really useful if your entire workflow is heavily guarded and gated - and even then, it's still difficult. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr27zi/be_honest_do_we_still_offer_value/pca7f1w/"}]}}, "checking": {"praise": 308, "complaint": 412, "n": 720, "praiseShare": 42.8, "ci95": [39.2, 46.4], "regard": 0.499, "regardCi95": [0.477, 0.519], "salience": 4.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "if you have 3 accounts with 20$ plan then yes, it's enough for heavy coding. /code-review consumes a lot, and it's essential to find bugs , that people always miss ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcbysrl/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "lol. i use unit tests for red/green tdd. in combination with code quality hooks, they are *why* my projects build clean.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccuua3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my feeling as well.\nopus 5.5 is making vibe coding increadibly smooth even for non tech profiles.\nit opens so many possibilities i don’t even know where to start.\nin a couple days, my 9yo son now have his own hombrew spiderman 3d game based on our real town, with every feature he asked for implemented. \nhe also now have his own game based on fire emblem and several others, with the exact ergonomy he asked for, and already 10 maps, 8 unique heroes and about 12 different ennemies. and advanced mechanics such as pushing ennemies in the water, ability to switch wagons, etc. and not static, pretty much everything is animated. \nimages generated by codex, driven by claude code... and they are gorge", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquop8/i_dont_think_anyone_has_ever_seen_this_before/pcdsil9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "mine checks my backups. every morning it restores one random file from last night's backup, diffs it against the original and only messages me if something fails. a green backup log had fooled me once already, a restore that actually works is the only proof i trust now", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcduhxr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "mandatory tdd. red green all the things. pretty straightforward. hand coding this way always felt like such a chore.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pce5zkd/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "don’t worry they already started the downgrade of 5.5 this weekend. on max effort it is now dumb as shit and verifies nothing it says.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqtk1l/its_just_so_good/pcajpmh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "\"a speed bump you believe in is worse than no speed bump\" is the real takeaway honestly. and it passes every test you write for it, because you write the tests with the same mental model as the hook", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpq735/four_ways_an_agent_walked_past_my_command_hook/pcc4y7t/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same what's the point of speed if i can't trust it need to validate or rewrite stuff all the time.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wriidg/opus_55_vs_sol_in_terms_of_speed/pccp3qz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't understand the hate this post is getting. totally agree with you. on its own, claude seems to create a shadow re-implementation of the codebase in unit tests, which you then just have to drag with you as you modify the codebase. pointless. i created some rules around this which help a little, but it seems like an ingrained behavior.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccrphj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "but these take a lot of time to run and over time dev cycle takes long", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pcctma5/"}]}}, "interface": {"praise": 494, "complaint": 544, "n": 1038, "praiseShare": 47.6, "ci95": [44.6, 50.6], "regard": 0.56, "regardCi95": [0.538, 0.583], "salience": 5.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yah, i was the cli for a long time, then, recently, i switched to the desktop and i'm really happy with it, the simple dictation, easy to see running tasks, usage, and all the sessions for a specific project in one place has been really helpful. idk if you havent tried it lately, worth a shot again!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pca0gfu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "was surprised that this wasnt more common.\ndesktop app with /rc ftw", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq49gg/claude_code_cli_vs_vs_code_extension_which_do_you/pcbk5db/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "that face adds a personal touch to the interaction.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrd9yl/made_a_claude_code_plugin_that_gives_claude_a_face/pcbkwhw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "auto resume is pretty great ngl", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcbyv3r/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "realvnc works great to hook up to it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqpe3c/claude_code_on_a_raspberry_pi_4/pcc8b7u/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i do think claude is one of the best if not best but the harness is just not good to work with. lots of unnecessary bloat in the software as we.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr57vg/claude_code_harness/pcb6ynx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yeah that setting does need verbose output set to true which is a bit taxing. how do you do yours? do you have custom claude .md so that you get the learning style you want?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqk827/im_doing_agentic_development_all_wrong_im_writing/pcbq6lb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "claude desktop is crap. i wish they took care of their desktop app like openai with codex", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcckr78/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "desktop has better integration with visualization tools if you need to render diagrams and graphs while working. it’s tabs also makes it very easy to move around and track what sessions are still working if you’re ssh into multiple machines. the only downside is there’s no way (that i know of) to achieve the effect of using screen or whatever tool you like that keeps the terminal session open on the remote when you break the tunnel. makes working on a laptop and moving around during the day very annoying for long sessions.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccn27z/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "right. and it is dumb on purpose. it never tries to work out why the screen went quiet, so a session that finished, one stuck on a question and one thinking slowly all go red after ten seconds.\ni am fine with that trade. a false red costs me a glance. the watcher's guesses interrupted a session that was working fine three times in one day.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wprz2z/not_everything_in_your_ai_app_needs_an_ai_judge/pce2euf/"}]}}, "reliability": {"praise": 219, "complaint": 727, "n": 946, "praiseShare": 23.2, "ci95": [20.6, 25.9], "regard": 0.55, "regardCi95": [0.521, 0.576], "salience": 5.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i keep running out of session with opus55. much faster.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnh3q/me_after_opus_55_release/pca1d74/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "5.5 is really good but it does have the same flaws as all the other agents. i think one of the biggest appeals (any why most love it) is the huge reduction in its draw on subs (5x just became more like 30x if you set it on medium effort) and it speaks plain language for the most part, oh and its faster and less verbose, all while being a solid reasoning machine. its fast, cheap, and works. that makes for happy coders.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjuv2/am_i_the_only_one_who_doesnt_like_opus_55/pca70cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it is truly vastly different from opus 5. the cost and response speed are also completely different. that helps me stay better focused.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pcb4klf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it depends on the area. i’ve completely replaced it with opus 5.5 in my agent system at work and in web development. but opus 5.5 definitely has its quirks. you first have to adapt your system to it depending on how complex it is and what dependencies are involved. but it saves me a lot of money and above all a lot of time. opus 5.5 is very fast. i use it in xhigh", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcyz1/so_if_fable_51_was_a_stopgap_for_opus_55_then/pcbjxvg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "not only is it the best model on intellectual level, it's somehow fast and inexpensive", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wre78w/opus_55_is_how_its_meant_to_be/pcbu9k1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "omg stop! i have it controlling a 6 axis robot arm and it says that all day after a crash", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pcanovv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the \"latest\" caveat hit me just now; gave the new go phrase, but then followed it up with something else before controller finished launching the authed workflow and it had to stop and say \"now that's the last typed message and it doesn't carry the right authorization\" 🫠\ntested the workflow provenance var - 0 and false definitely don't work. an empty-string theoretically would work, but even when my node and anthropic's bun setup were both registering the empty-string... the haiki probe i sent to test it still recorded both turns.\nhopefully anthropic gets around to fixing it. workaround is fine just annoying. i'll add my findings to the issue, send a note to anthropic about it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/pcbtb90/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes but if you use it for extensively watch for buildup of processes tying up your pc/ laptop and overheating it! i walked in and heard my fan seriously working overtime and cpu at 125%. apparently it kept spinning up more and more helper processes ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wls9ul/would_you_actually_use_claude_code_from_your/pcc2733/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "that is helpful, thanks. i have noticed that claude sessions - and claude accounts are now talking to each other and coordinating much more now without being prompted to do so, and this is taking away some of what i needed to do myself.\ni had a big system crash the other day - had three agents each running multiple sessions, and all my windows went blank and a bunch of my apps dropped out including all of the agent windows. then they started popping back into life. i asked the agents what had happened, and they said they had all been hammering my 10cores at 300% (not sure how that is possible) for 10hours straight and they had finally fallen over. interestingly they said that they have since", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wgutzu/orca_for_orchestration_anyone_using_it_here_with/pccif6t/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "um. around the same i think? opus 5.5 is like around 30 tokens/ a sec for me. but it warries quite a bit. 30 is properly on the lower end", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wriidg/opus_55_vs_sol_in_terms_of_speed/pccwa0e/"}]}}, "account": {"praise": 57, "complaint": 646, "n": 703, "praiseShare": 8.1, "ci95": [6.3, 10.4], "regard": 0.401, "regardCi95": [0.364, 0.439], "salience": 3.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "got reinstated this morning keep the faith everyone!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp9mxo/claude_account_suspended_for_suspicious_signals/pccnqyp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i stand corrected. i was just reinstated. anthropic is not evil after all! lol", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpg6sp/yet_another_account_suspension_post_prompts_and/pcco4mg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve been doing it for years in seperate emails. same card same name same billing address same computer. zero issues ever.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrnol4/are_multiple_20x_max_plans_allowed/pce26t4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i have 3 and have no issues", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrnol4/are_multiple_20x_max_plans_allowed/pce2ijj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it's not against the tos as far as i know?\n>anthropic employee thariq shihipar from the claude code team addressed the multiple accounts question directly:\n>\"we haven't changed anything here. it's not against terms of service to have multiple max accounts.\"anthropic employee thariq shihipar from the claude code team addressed the multiple accounts question directly:", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pcef369/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "they were going to enforce the agent sdk credits back in june w a separate billing for -p but from what i remember they backed down. ohmypi and other harnesses don't seem to have any issues (a friend of mine used to use opencode not sure if it was a plugin he used to login but he's been fine) \njust use what you prefer and don't do it on a fresh account cuz itll likely get you banned for \"suspicious\" behaviour. its against their tos to host ai services that uses their sub (as in a chatbot powered by your 20x), but as far as i know using your own sub in other harnesses is one of those grey areas i don't think they've really been clear on for now. i just made my own that n use it consistently (", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr57vg/claude_code_harness/pca07wr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "someone posted here a few days ago that they got banned and mentioned they were running multiple accounts. someone else posted that wasn’t allowed.\ni mean you could just as easily ask claude to look it up lol, just pointing out what i remember reading on reddit.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5yr4/pro_plan/pca5puj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "can i use claude if got suspended? further any guidance for 2nd appeal?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1ruyhmg/claude_banned_my_paid_account_right_after_i/pcainbu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "they making it easy to switch accounts for account logins so they clearly dont care", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcb2rck/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes, multiple 200$ coming in from one person is more than they can handle so will ban them.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcb65sq/"}]}}, "limits.plan_value": {"praise": 916, "complaint": 1957, "n": 2873, "praiseShare": 31.9, "ci95": [30.2, 33.6], "regard": 0.439, "regardCi95": [0.423, 0.457], "salience": 15.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "are you seriously asking how people afford like 4-6 hours worth of wages per month to get like 500 hours worth of mid tier developer time?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pca1f65/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "max plan for me, the added cost is worth more than time wasted juggling between two accounts", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5yr4/pro_plan/pca1u0h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah the value we get for $200 monthly is insane.\ni’m so happy i’ve been taking advantage of it while it’s here cause who knows, maybe it won’t get better than this. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcacr2r/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "or you can avoid all of this complexity by validating prompts and building a scripted runner that connects them all, hands them only specific tools you want to give them and do it all in a sandboxed environment for that particular application. you can validate each model that you pin and can break the problem into small pieces even allowing smaller models to do them. then you can run hundreds of concurrent processes in parallel without bankruptin", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4uat/if_your_prompts_skills_have_grown_into_an_entire/pc9sv2f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "usage been an issue for like 2 months now. it started dropping like ages ago, but it was within reason with how much you got...lately? not so much, and astra is incapable of implementation. 3d, visual stuff still pretty ok for me", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqvwry/just_resubscribed_to_max_after_a_long_time_and/pc9zp61/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "200 a month subscription is a lot of money, in 99% of the world, except for usa", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pca9mhc/"}]}}, "limits.window_interrupts_work": {"praise": 169, "complaint": 833, "n": 1002, "praiseShare": 16.9, "ci95": [14.7, 19.3], "regard": 0.543, "regardCi95": [0.518, 0.567], "salience": 5.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "think of the 5 hour window as a warning that you're not being efficient. i used to hit it all the time but never do nowadays.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcaketk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "still lasted you 5 hours that’s insane", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcamg2k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i stopped hitting 5 h limits. even with extreme effort for opus 5.5. 3-4 big refactor/review sessions in same time.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqagzu/claude_added_graceful_stopping_point_in_new_update/pcb6e74/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i keep running out of session with opus55. much faster.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnh3q/me_after_opus_55_release/pca1d74/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i use deepseek v4.1 flash and when claude limit is back, i have it review the work", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcite/i_started_a_coding_a_new_app_locally_and_moved_it/pcbjera/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is the sad truth. opus makes me wait for 5 hour window resets, but i would spend even more time with sonnet, just because after every task there was another task scheduled to fix mistakes of the previous one", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pcbqt41/"}]}}, "limits.burn_rate": {"praise": 467, "complaint": 2233, "n": 2700, "praiseShare": 17.3, "ci95": [15.9, 18.8], "regard": 0.517, "regardCi95": [0.497, 0.537], "salience": 14.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve been using the shit out of opus lately. i always use sonnet as my interface, interactive sessions are always sonnet 5 on medium. i’ve been having sonnet spin up an opus 5.5 subagent in plan mode as an advisor.\nin plan mode, opus can’t call tools and blot its context window and my usage ($20/mo), sonnet has to feed it all the context and prompt it. it delivers amazing value an just sips usage. has made my sessions way more effective", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9uw06/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "anyone, the use of opus is ultra efficient.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9v7v1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the efficiency gains are insane. it's opus 5.5 medium is more efficient than sonnet 5 high. it's honesty become my daily use because the quality is so much better lol.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woe3lo/is_opus_55_really_better_than_fable_in_your/pca63pb/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't really use sonnet for anything. i switched to opus because i kept running out of usage - i found i use more with sonnet even though it's cheaper because it kept getting stuck and making mistakes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9u4xg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "are you using opus 5.5 as your daily driver now? \nmy config is fable 5.1 is the agent i talk to, but all my subagents are opus 5.5. i got tired of slop so wanted to ensure quality. \nbut still burning through creits really fast. wondering if there is a better config i can adopt.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsz67/opus_55_has_absolutely_restored_value_to_the_200/pca8fx1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "agent workflow size config was set to small in my settings (<5 agents) +\nmy prompt said verbatim “do not create more than 3 subagents , not a large swarm”………….. \nmy result? ——-> ofc, no other than:🙃\nmy *entire* weekly pro20x \\~\\~ *sautéed* ***\\~***in front of me on day 1/7 🥲🫠🫠🙃🙃🙃😆😆😆", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqagzu/claude_added_graceful_stopping_point_in_new_update/pcagfdf/"}]}}, "limits.allowance_change": {"praise": 59, "complaint": 750, "n": 809, "praiseShare": 7.3, "ci95": [5.7, 9.3], "regard": 0.527, "regardCi95": [0.482, 0.567], "salience": 4.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "part of it is published and measurable: a cache hit on 5.5 costs 0.05x of base input, where every earlier model was 0.1x, and base input itself went from $5 to $4. for agentic coding that's most of the bill, because cache reads are the overwhelming majority of what a session sends - 97% of my tokens across eight weeks.\ni repriced those eight weeks of real transcripts at both rate cards: identical token counts came out 44% cheaper on 5.5, not the ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcgbjqu/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs finally, a much better way to handle limits.", "link": "https://twitter.com/2064739355420508160/status/2104132015264346337"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs it was always rude that claude did this earlier, it's glad it's fixing it.... being polite is not slapping us with limits.... this small fixes allowance is a elegant move.", "link": "https://twitter.com/1881642473539444736/status/2104165489207611830"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i find myself using luna a lot too because even 5.6 terra is getting out of reach for my $100 plan. plus the pro max plan is gonna come up and the lower tier plans are only gonna get worse.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf5fb/opus_55_vs_gpt_6_sol/pcc25rh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i noticed that limits are always particularly bad when new models are about to launch. it had been the same with opus5 and fable. after the release it's fine for a while and then gets worse again", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pccz1ka/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "gemini 4.0 came out this morning and many are already saying it’s better than opus 5.5, haven’t tried it myself but can’t wait to give it a try. tired of anthropic’s shadiness and rug pulls ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pcd1pqn/"}]}}, "limits.reset_schedule": {"praise": 283, "complaint": 858, "n": 1141, "praiseShare": 24.8, "ci95": [22.4, 27.4], "regard": 0.583, "regardCi95": [0.558, 0.607], "salience": 6.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "same, the only thing that saved me was the free reset.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pccxr5e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i get 2-3 days but i use opus 5.5 + fable 5.1, usually squeeze 3-4 5h sessions a day out. helps that some days at 5am claude updates some of the artifacts i have tracking my projects and fte, so often i get to the computer at 8 and my 5h resets in two hours ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrm570/did_max_20x_weekly_limits_just_get_cut_in_half/pcekgfv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah just start on pro. you can always upgrade your subscription if you need more usage. this also resets your usage limits as a nice little bonus", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrteof/is_pro_subscription_good_enough_for_unreal_engine/pcfkd25/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "true, now they will try to increase their subscriper for ipo. thats the reason for 100 usd d ollar cloud and one week reset, \n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpwud8/sonnet_55_beats_astra_in_3d_and_gpt_56_sol_in/pcbl7dk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i’ve been loving it at home! at work we have monthly resets, and i was out before it even dropped, so looking forward to oct 1! ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrxw6k/this_week_was_so_productive_with_opus_55/pcgwwqx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "weekly also - but it doesn’t reset your normal reset cycle day", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wryobg/does_the_get_extra_wiggle_room_to_explore_opus_55/pcgxtmg/"}]}}, "limits.usage_meter": {"praise": 60, "complaint": 374, "n": 434, "praiseShare": 13.8, "ci95": [10.9, 17.4], "regard": 0.593, "regardCi95": [0.552, 0.627], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the readme bit about not capping a rebuilt estimate at 100% caught my eye. a wrong number could make the agent stop halfway through a job, so having it say \"unknown, refresh the reading\" is useful. showing the snapshot’s age alongside the estimate also helps the user tell whether they’re looking at an old estimate or a fresh account reading", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrlvez/built_a_plugin_for_claude_code_that_lets_claude/pcf4jm7/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs nice, this makes the math easier to sanity-check.\ni usually assume savings get eaten by retries, but a calculator helps separate that from real task cost.\nwould love to see examples where the drop felt biggest.", "link": "https://twitter.com/1721322400237940736/status/2104051736596095092"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "i will not switch default on sticker price. i compare cost per finished task via /usage. if cache reads stay under half of input, i keep sonnet for short edits and use opus 5.5 only for supervised multi-file work. i also freeze the comparison after two full weeks of logged tasks before any default change.", "link": "https://twitter.com/1862041092352532480/status/2104194729223106703"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "2. llm reasoning summary is pointless. eventually llms will go-away from readable thinking processes (if they haven't already, like the astra model). all you'd be doing is allowing for distillation, with no benefit to the user. \n3. nobody knows what usage is based off. tokens? it's an internal magic value. all we know is you get a significantly better deal vs paying for tokens. if they specified the actual token usage exactly, then they'd might a", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pca00m4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "ok. my reset is on wed. i used it to 1% and reset it this morning using the free. i was at about 82-83% earlier. than when i was going to check usage, i notice it went down to 1%. also i double checked on website, its the same. i'm max 20x.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr9xke/i_think_we_just_got_a_reset/pcax64m/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the fact that you measure in \"number of prompts\" is very very telling. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wradi9/why_normal_discussions_has_so_many_haters/pcb2lvp/"}]}}, "limits.prompt_cache": {"praise": 135, "complaint": 215, "n": 350, "praiseShare": 38.6, "ci95": [33.6, 43.8], "regard": 0.513, "regardCi95": [0.489, 0.538], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve been on the 20$ for months, with 2 accounts with different billing users: never a problem. anyway, with opus 5.5 and the new usage window of anthropic, start with it: 5.5 usage has an an astonishing cache hit rate that won’t kill usage as opus class 4.x\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5yr4/pro_plan/pcadvzn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "oh for sure. i average 98% cache hit usually", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pcekoy5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "opencode, in my experience, always had a lot of cache misses with deepseek models. seems to be 95%+ consistently on claude code, pi, and ds harness.", "link": "https://www.reddit.com/r/opencode/comments/1wqbur6/why_am_i_getting_so_many_cache_misses_with/pcc633q/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "ok. so i just went through something similar using claude & kimi.\n(besides from some bugs i found with how claude uses 3rd party apis & caches the following should be useful).\nwhen your limit opens up again, get it to look at the last 24 hours of your session history. see if it can break down by something meaningful to you (i run the [assay.guide](<strict_link>) harness, and it runs 5 sessions at a time, each with different profiles). \nfor each t", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pcdgpig/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "update: i had claude (opus) dig through my local session logs, and i don't think the weekly limit was cut. the api-equivalent metric broke.\ntl;dr: on my account, cache reads used to count as \\~zero against the subscription quota, and they now count under the opus 5.5 model id. opus 5.5 also has much cheaper api pricing. put those together and \"api-equivalent $ per 100% of the week\" roughly halves, while the real quota looks unchanged.\nwhat we fou", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrm570/did_max_20x_weekly_limits_just_get_cut_in_half/pcdpiq9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "if you run a lot of sessions in parallel to work on multiple projects you are very likely to have your cache for each of these sessions go cold on a frequent basis. all it takes is 60 mins of inactivity and boom, you will have to pay like 125% for a new cache write. (for everything that is in the context window of that session) this while a warm cache only costs you like 10%... (and for fable 5.1and opus 5.5 they made this even 60% cheaper then t", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pcefkmq/"}]}}, "billing.overage_charges": {"praise": 17, "complaint": 194, "n": 211, "praiseShare": 8.1, "ci95": [5.1, 12.5], "regard": 0.5, "regardCi95": [0.446, 0.537], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "as others said, api is for business use. i built an internal application at work that needed an api key and oh boy does it chew money fast. but boss doesn’t care because the amount of work it’s doing for $4-$5 a run is way cheaper than a human doing it. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pc8uvu1/"}, {"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs charging for blocked requests makes sense if it stops abuse without hurting real users.", "link": "https://twitter.com/2058874736470327296/status/2103393794762711213"}, {"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs \"billable blocks\" is a brilliant economic deterrent for coordinated api attacks. if bad actors are going to spam your system trying to bypass safeguards, taxing them for the wasted compute is the ultimate uno reverse card.", "link": "https://twitter.com/1980209095815917568/status/2103452540989735205"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "amen, i did one prompt with fast on, opus low and it took 149.89 or something like that. i also did a different prompt on opus low to test the api xd 80 usd. never again. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pc9v95n/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't use claude regularly enough to require a subscription, but i blew through $6 yesterday in 3 hours of work.\ncould be worth it if you have a big task. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcciefx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i am on pro / $20 month....was just charged $28 for just today on fable 5 usage. wow, that's never happened before.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1vzucc8/did_claude_usage_suddenly_get_way_more_expensive/pcf9a8g/"}]}}, "billing.pricing_clarity": {"praise": 36, "complaint": 393, "n": 429, "praiseShare": 8.4, "ci95": [6.1, 11.4], "regard": 0.547, "regardCi95": [0.496, 0.59], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "1:1\n1$ credit is 1$.\nmakes sense, i would say.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqppig/dollar_price_of_usage_credits/pc5ulaw/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs this is really helpful. developers can plan costs in advance and avoid overspending later.", "link": "https://twitter.com/45582017/status/2103642140735869286"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs smart cost breakdown and very practical calculator", "link": "https://twitter.com/1640928038954336258/status/2103783458367807587"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is really disheartening news. they've established this really scuzzy pattern they need to stop.\nyou have the most useful and best product ever, and you feel the need to engage in this type of asshole, lying business practices?\nit's even particularly bad in this ai realm due to the issues surrounding the tremendous \"theft\" from the public domain now in private hands, and the alignment issue where you really are trusting the creators of this a", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pc9zvld/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i think the real issue is that anthropic's terms haven't actually clarified this, so nobody can give you a confident answer. have you tried reaching out to their support directly instead of relying on what people remember hearing?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrnol4/are_multiple_20x_max_plans_allowed/pcdylyw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "assume max 5x limits are:\n5-hour session = x \nweekly = y\nwith max 20 you will have \n5-hour session = 2x \nweekly = y\ncalculations are based on my own usage and experiments, same was recorded at friends accounts. i chose 2 max 5x subscriptions so i still have 2x - 5 hour sessions with simple re-login while having 2y - weekly for the same price\ni guess they also misleading with pro and max 5x but i haven't tested it, probably you can have just 5 pro", "link": "https://www.reddit.com/r/ClaudeCode/comments/1sn3k8g/for_heavy_claude_users_better_to_get_2_max_5x/pcek8nz/"}]}}, "billing.free_tier": {"praise": 40, "complaint": 55, "n": 95, "praiseShare": 42.1, "ci95": [32.7, 52.2], "regard": 0.448, "regardCi95": [0.417, 0.478], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah, probably using free models or paying a few bucks is the way to go for hobby stuff. same goes for animations.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrteof/is_pro_subscription_good_enough_for_unreal_engine/pcfkzu9/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "thanks @claudedevs @claudeai opus 5.5 has been awesome ! and the cloud credit was sweet", "link": "https://twitter.com/1791414206660517888/status/2103642738348507565"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "claude code users are getting up to $250 in free credit\ndon't forget to claim it guys!", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqnn5x/claude_code_users_are_getting_up_to_250_in_free/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "hello guys i need your help please\nhello everyone, \nactually, i need your inputs regarding different agents which are free for certain amount of time so if u guys have any such agents in your mind please tell me because \npreviously i used to go with agent router+ claude code but it is now not working that properly they are releasing models in batched , \nmy codex is the free one so it recharges next month \ncurrently i am using qoder which has qwen", "link": "https://www.reddit.com/r/AI_Agents/comments/1wrmju9/hello_guys_i_need_your_help_please/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "already used the free reset in 2 days!!!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnh3q/me_after_opus_55_release/pc5cjgd/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same here i used the entire free reset in abit over a day", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsz67/opus_55_has_absolutely_restored_value_to_the_200/pc6pcml/"}]}}, "billing.subscription_portability": {"praise": 29, "complaint": 94, "n": 123, "praiseShare": 23.6, "ci95": [16.9, 31.8], "regard": 0.42, "regardCi95": [0.392, 0.446], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "they officially confirmed it is fine, and have made it easier to switch between multiple subs. it helps them too lol, they get to count 2 or 3 paying customers.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcckeuo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "if you want to use 3rd party harnesses, you might need api. with claude code, cc in visual studio code and other ides you won't and can use subs. i use a 100$ max 5x daily in cc with almost exclusively agentic workflows.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pcckhfn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "i built \"aita\" - autonomous triage agent for my homelab. it holds my homelab context and reacts on alerts from grafana, troubleshoots (read only) and proposes a remediation plan for execution for urgent issues, or writes an issue in the homelab backlog. been running for half a year, should release but it's too much tied into my homelab framing instead of generic conventions. the best part is that it's running as a harness for claude code so you n", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrckhp/what_tool_have_you_built_for_yourself_with_claude/pcco9zc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "that is not price effective and annoying to switch.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcc9mw8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "most of this maps to what i've set up. stealing the one-line reports and touched-tests-only. the cli flags don't help me since headless runs bill api-rate on my setup, so i get the same effect from tool allowlists on agent-tool subagents.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pceh3ow/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "here's a problem - i don't know your workflow? also whatever answer i give you will be probably no longer relevant in 2 months anyway. or faster really, i imagine anthropic is currently focused on updating their smaller models as we speak.\nstill...\nif you are on anthropic plan then you really only use one model right now - opus 5.5. haiku is garbage, sonnet is the most inefficient model in existence, fable is good but it eats tokens like crazy. s", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca79vi/"}]}}, "setup.install_signin": {"praise": 30, "complaint": 103, "n": 133, "praiseShare": 22.6, "ci95": [16.3, 30.4], "regard": 0.513, "regardCi95": [0.476, 0.549], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it runs bash commands effortlessly instead of searching for whether it should execute commands in windows or wsl shells. mind you, i'm running my cli on linux where it all just works seamlessly..", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccrvoc/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "claude code has a desktop version too, even on linux.", "link": "https://www.reddit.com/r/codex/comments/1wqw0dj/resets_are_rolling_out/pc7qaw9/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use it both on mac and linux, see no difference", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wppsdk/is_the_claude_code_desktop_app_for_linux_good_its/pbymnbw/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "living off the land. it comes preinstalled on most linux distros and macos. uninstall it and watch it being confused every other session.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqwi4h/why_claude_code_uses_python_for_everything_and/pc9z0kz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "it is the same situation for me. i use claude on macos tahoe. today it prompted to add a passkey and i did, and i received an email titled \"security alert: new passkey added to your claude account\". however, i find no clue about the passkey anywhere, neither in claude nor in macos passwords app.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1v1jot3/passkey_for_claude_desktop/pcbwgib/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "desktop app is not very friendly for local file storage and access", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq49gg/claude_code_cli_vs_vs_code_extension_which_do_you/pcdpaq9/"}]}}, "setup.provider_byok_local": {"praise": 53, "complaint": 39, "n": 92, "praiseShare": 57.6, "ci95": [47.4, 67.2], "regard": 0.507, "regardCi95": [0.48, 0.54], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "holy moly, i didn’t wanna get that deep into it, but yeah. i was just giving the cliff’s notes i created an llm panel using openrouter and a few other things where i reach out to other free tier api llms and i run ollama locally. then i have claude delegate out appropriate work based on the model capabilities and the token count/speed that the specific llm can withstand/sustain/etc.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wj51jg/man_what_are_these_limits/pc31vkn/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "true, but extracting the skill module was a quick one-shot and now works completely local.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpczby/superpowers_skill_is_so_bad_now/pbxmm15/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my chinese local claude setup would disagree", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq2905/saw_this_harness_tier_list_online_putting_claude/pc0feac/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs i don't get the point, what kind of developer wants to use ai inference to develop on infrastructure they don't personally entirely control? like, make it make sense, how this is a service i would ever want to pay for?", "link": "https://twitter.com/1716937866058874880/status/2104018994294661473"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": " provider env is a lot of secrets to babysit, feels like you found a tool and then wrote it a review", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqrq8l/quick_setting_switcher_for_claude_code_multiple/pc6dbih/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "not being able to efficiently run other models is what makes it b, otherwise it might’ve deserved an a", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq2905/saw_this_harness_tier_list_online_putting_claude/pc0eaq5/"}]}}, "setup.extensions_mcp": {"praise": 270, "complaint": 184, "n": 454, "praiseShare": 59.5, "ci95": [54.9, 63.9], "regard": 0.563, "regardCi95": [0.537, 0.59], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "skills has been really useful for me to inject business related knowledge into the context.\n/handoff really good for managing context\n/grill-me has been really useful to get the model to write the exact specifications i am looking for. people are not very precise when speaking to an agent, and often underspecify their requirements and end up getting upset when the agent end up doing something else.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pcb8zwi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "oh nice, bookmarked. ffmpeg flags are the one thing i can never keep in my head, so a skill for it makes a lot of sense", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4yjz/wanted_to_edit_some_footage_of_a_game_i_was/pcde6qo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the two reasons you listed are not the ones that matter. claude code is my daily driver because it is a process you can compose: pipe it into a script, run claude -p headless from a git hook or cron, ssh into a box and drive it there. a desktop app needs a person sitting in front of it.\nthat is where the extension surface lives too. skills, hooks, subagents and claude.md sit in the repo and travel with the checkout, so the setup moves with the pr", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcese2a/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "and that’s right, because there are no skills or prompts included :-)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4uat/if_your_prompts_skills_have_grown_into_an_entire/pc9zqq0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i just don't update external skills. the only ones i auto update are anthropic official ones, and our in-house skills. everything else is a snapshot.\nthe security risks aren't worth whatever incremental improvement they might have made.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr874k/has_anyone_found_a_reliable_way_to_scan_agent/pcb521b/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "you dont. frankly i dont install any plugins pushed by these randos. their slops will not be maintained\ntoken optimization comes from understanding context, caching, prompts, and choosing the right model for the job", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrqhc9/how_do_you_actually_verify_tokensavingplugin/pcethvd/"}]}}, "setup.onboarding_docs": {"praise": 19, "complaint": 73, "n": 92, "praiseShare": 20.7, "ci95": [13.6, 30.0], "regard": 0.505, "regardCi95": [0.471, 0.539], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "read the docs. they’re excellent ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpnyw2/how_is_opus_55_even_real_incredible_efficiency/pbz2vf4/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "thanks for circling back! putting --fail-if-missing right in the copy-paste commands is exactly what i was hoping for. glad to see it merged.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh6rpd/new_skill_to_run_adversarial_static_analysis_on/pc0q0z4/"}, {"date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs who was confused? it was very clear the first time.", "link": "https://twitter.com/1130867319201292289/status/2102959615218696529"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the readme gives conflicting guidance for people using multiple agents. the architecture section says clients share a broker and each session gets its own tab group, but “honest limits” still says only one client can be active and a second gets a port-in-use error.\nif the shared broker is the current behavior, i'd update that older limitation so people don't set up separate ports unnecessarily. i'd also spell out the remaining rule about two sess", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmjcu/built_pawbrowse_with_claude_code_an_mcp_server/pcdzyjh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "it doesn't make sense, perhaps, for the solo dev. larger orgs have intertia, and tbh, if i were working on an easier project right now, i'd probably not deal with the hassle of re-learning claude code (gpt has been my daily since around the claude 4.6 or 4.7 days). \nthat said, i have a lot of credit/resets built up, i have other small projects to knock out, so zero reason to kill my chatgpt acct. i do get a lot of value out of the pro model on we", "link": "https://www.reddit.com/r/codex/comments/1wqc44m/reset_confirmed/pcdgqy7/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs fix rtl in claude docs", "link": "https://twitter.com/1836209560689799168/status/2103707840322081179"}]}}, "setup.ide_integration": {"praise": 55, "complaint": 53, "n": 108, "praiseShare": 50.9, "ci95": [41.6, 60.2], "regard": 0.515, "regardCi95": [0.486, 0.546], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use the code tab in windows desktop and it has been fine... \ni used to use cli but now the harness is just convenient.. not as good as codex but still", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcckc6o/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "with opus 5.5 out now and sonnet 5.5 and haiku 5.5 not far behind, a claude pro subscription is way better value. not to mention the claude code plugin in vs code is faster and less buggy than github copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbmqn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "my two cents on both from data science product development pov:\nclaude code: \ni have been using claude code since it's first release. i must say it has improved a lot from different modes to harness improvements.\nthe follow up questions which it asks you in plan mode is similar to plan mode in kiro. while claude code earlier was on cli only on windows later it got major upgrade to better ui as well integrated in vs code.\ni honestly feel like it r", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc2obm/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i never like doing dev work in the terminal. but i didn't consider vibe coding/agentic engineering as \"dev work\", at least not in the traditional sense, so who knows- maybe i won't hate it as much.\ni've been using the desktop client for the other harness and haven't had any problems with it. i've tried claude code when it first came out, but didn't find anything special about it. it's been a while, so maybe things have changed. maybe i'm missing ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcczqcb/"}, {"date": "2026-09-27", "source": "X", "community": "@claude_code", "polarity": "complaint", "text": "thats insane a trillion dollar company @claudeai @claude_code @claudedevs brings projects to claude code and we cant even open terminal natively in projects sections????????????? :d", "link": "https://twitter.com/1894061993687973890/status/2104206436918321463"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "can we please have claude fm inside claude desktop app? @claudedevs", "link": "https://twitter.com/290751372/status/2104193397930315935"}]}}, "models.catalog_access": {"praise": 32, "complaint": 145, "n": 177, "praiseShare": 18.1, "ci95": [13.1, 24.4], "regard": 0.443, "regardCi95": [0.406, 0.478], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "for review and debug i trust either astra or grok. for development for sure is opus 5.5.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pc9z120/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i'm about to switch to claude code pro from codex for opus 5.5 - with fable 5.5 expected shortly too it's going to be fun", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfr8p/fable_51_or_opus_55/pcc3krz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yep i went from claude to gpt when astra came out. now astra is super good but you cant use it, opus 5.5 has it all, tuesday gpt will roll something out.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjzc9/you_guys_are_creating_fomo/pcd1vud/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same. that model was unreal until they took it out back.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqu9f1/opus_55_nerf_inevitable/pca1qle/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i use both. \nin the previous generation, gpt5.6 was smashing claude across all models except fable (where id say astra was a tie, although benchmarks say astra won).\ngpt6 has been a sideways move, some even feel it's a slight step backwards.\nthe only reason i'd say gpt over cc is that anthropic are again basically a single model company. \nas a swe.. i find myself using luna a lot, and anthropic basically only have opus..\ni still find sol6 to be d", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf5fb/opus_55_vs_gpt_6_sol/pcbzdx2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the real pros are on the control side. hooks (pretooluse, posttooluse, stop) run shell commands around every tool call, so blocking edits to protected paths or formatting after each change is enforced policy, not a polite request in a prompt. subagents in .claude/agents run a task in a separate context window with their own tool allowlist, so big refactors stop polluting the main session. the setup travels with the repo, claude.md plus slash comm", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgtzy/comparison_with_copilot_cli/pcccy5f/"}]}}, "models.routing_auto": {"praise": 79, "complaint": 215, "n": 294, "praiseShare": 26.9, "ci95": [22.1, 32.2], "regard": 0.526, "regardCi95": [0.491, 0.559], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "god, you kid's ever read claude code docu? you can configure most if not all of this behaviour.\nsubagent model, max concurrent subagents spawned, subagent spawning subagents self depth ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfxw6/slow_credit_burn/pcc579v/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "opus 5.5 definitely for the main brain, orchestration, architectural complexity. then i made a skill that launches codex exec when the task needs independent auditing or less heavy workers (luna models on max effort are not toys).", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfxtu/new_to_claude_code_how_do_i_maximize_usage/pccbwqn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "even with daybreak and the anthropic cybersec program, code analysis works for the most part, but sometimes both flag simple admin tasks. falling back to opus 4.8 and grok 4.7 will still work. on the bright side, we don't have to worry about umbrella's t-virus...yet", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pcetfdf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "not sure what you’re referencing, and claude works in my auth later all the time. \nare you maybe thinking of safeguards downgrading the model? that does happen often enough when i’m working on auth, but that’s not an account ban at all- just a lower level model for a few minutes. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wodtfg/how_to_implement_web_app_authentication_with/pca9gi6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "let’s put it this way, i’m building a cybersecurity/pentesting harness. opus5, 5.5, and fable, can’t so much as read the prd without tripping and downgrading to 4.8. i use hindsight as a memory system, they can’t read the description of the odin (name of my harness) bank without throwing a warning. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wppds2/is_it_safe_to_development_a_hacking_game_with/pcb4dzi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "too bad you aren't filthy rich. api you can pin the model. just what i've heard as i'm not rich enough to use api.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/pcbds4s/"}]}}, "models.effort_control": {"praise": 132, "complaint": 135, "n": 267, "praiseShare": 49.4, "ci95": [43.5, 55.4], "regard": 0.521, "regardCi95": [0.489, 0.548], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "this. i have a swarm concept and had a couple of them build out units in parallel with opus low vs sonnet medium. opus won on cost quality and speed. \nthen i switched my builder to opus low and my cost per pr plummeted by half bc i was spending less iterations on review ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfr8p/fable_51_or_opus_55/pccljkn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "medium as a good baseline. high will look at more edge cases, run more tests.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pcdrtii/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve been using extra high myself after i saw someone did a comparison video of results of the same prompts with extra high being noticeably better. it does seem like my results are noticeably better than when i first used medium and high and at least on a max 20 plan i’m having no issues with running out of use.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pcdtk46/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "max effort is just “i want to quit working burn my tokens please” mode.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqtk1l/its_just_so_good/pcdbf8h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "optimizing tokens this early is the wrong dial. the expensive thing is not turns, it's the day of work you throw away when the data model turns out wrong, and no effort setting saves you from that.\nget the feature described in a few plain sentences before you start. cheapest step in the whole workflow.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfxtu/new_to_claude_code_how_do_i_maximize_usage/pcdsh7i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "many people are thinking „coding is really difficult, therefore i must set reasoning as high as possible“. as senior developer with over 40 years of coding experience i have to admit … coding is really easy, if you know what you want. \nsetting reasoning to high on big models (or even qwen 3.8 😱) can totally ruin your code by overthinking and over engineering.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pcect5x/"}]}}, "models.quality_drift": {"praise": 442, "complaint": 1174, "n": 1616, "praiseShare": 27.4, "ci95": [25.2, 29.6], "regard": 0.563, "regardCi95": [0.544, 0.583], "salience": 8.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the efficiency gains are insane. it's opus 5.5 medium is more efficient than sonnet 5 high. it's honesty become my daily use because the quality is so much better lol.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woe3lo/is_opus_55_really_better_than_fable_in_your/pca63pb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it is truly vastly different from opus 5. the cost and response speed are also completely different. that helps me stay better focused.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pcb4klf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i had a web app floating around 700mg - now sub 100. 5.5 is base level ‘working’ now.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquop8/i_dont_think_anyone_has_ever_seen_this_before/pcbfafp/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same feel with yesterday as well. still very good, but i am noticing slips and slightly worse tool calls then before. so it seems to less capable in identifying knowletge gaps also", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqy8rp/am_i_to_understand_the_nerf_has_begun_or_theres/pc9zd6p/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yea. noticed yesterday too. still very good, but missing gaps, taking more turns on execution and worse tool handling. but yea, stiil fine so far...but we will see", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pca1vld/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "50% of what? they don't give the actual numbers. they fiddle with the actual token use. the overall value in a year is steadily down down down.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjb89/i_ran_out_of_codex_on_chatgpt_pro_with_4_days/pca7gi1/"}]}}, "context.instruction_files": {"praise": 233, "complaint": 206, "n": 439, "praiseShare": 53.1, "ci95": [48.4, 57.7], "regard": 0.501, "regardCi95": [0.479, 0.526], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah thats pretty much how i have it setup too. its been a week or so but im loving it. it takes longer to get stuff done but all my work is a lot of process and rules driven so definitely shows in final result.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqxbto/opus_55_fable_51_as_automatic_advisor/pca0r0e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "biggest win for me was pushing exploration into subagents. the grep and read churn happens in their context and the main session only gets the answer back. second was a where-things-live table in claude.md with real paths, it kills the grep-for-a-name dance. and you can tell it not to re-read after an edit, the edit tool already fails if the old string didn't match", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqaw75/how_much_of_a_claude_code_session_goes_to_reading/pcavvno/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the two i use most are boring. a deploy skill with the exact steps and checks so it stops improvising them, and a review skill that makes it read the diff like a stranger before i commit. both came from correcting the same few mistakes by hand one too many times", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqgyaa/what_skills_do_you_use_on_a_daily_basis/pcb063y/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "check your instructions they may be out dated and causing your output to output well trash i had found out i had instructions from a year ago", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq375h/opus_55_built_this_cozy_3d_pixel_art_game/pcahvbx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "lol thats hilarious. thats why you still have to check the outputs and put rules in the [agents.md](<strict_link>) files. otherwise stuff like this happens.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfmhf/is_this_how_agi_looks_like/pcc2iyj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i had this configured in my agents.md. the agent actually acknowledged that i told any subagents to be haiku agents for read only and grep type stuff and it apologized for not following those orders. it was a prompt in a fresh session so i guess it didn’t learn my entire agents.md. i guess i should also configgd to not spawn subagents unless i explicitly asked, thanks. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfxw6/slow_credit_burn/pcc93y0/"}]}}, "context.instruction_following": {"praise": 133, "complaint": 383, "n": 516, "praiseShare": 25.8, "ci95": [22.2, 29.7], "regard": 0.491, "regardCi95": [0.463, 0.519], "salience": 2.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i think your instructions of fakes over mocks is common instruction for the same mistake *humans* make when deciding between a fake and a mock, which is they don’t understand what mocks are for.\nmocks are supposed to be about setting expectations on the contract between a unit and its dependencies, *as defined in an api contract.* for example, if your contract specifies that an api on the dependency will be called exactly once with data of a cert", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccyiaf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i cloned your repo and have been playing this for hours this weekend. first off, this is the most fun i've had in a video game in decades. i feel like this is everything i loved about old infocom games, but so much better.\nsecond, i think i've found a weird glitch or at least a way to warp reality in the game. i can hint about ideas for the game, like \"my character wonders if anybody in the tavern knows anything about ...\" and then the dm usually", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq5yd8/llm_running_text_rpg_as_dungeon_master/pce25hy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "some details about how it works - i actually check if model didn't change any files that it is considered just conversation and i do not require model response to be tool call. otherwise in my harness if model tries to write prose instead of tool call, harness returns error (i saw this happening occasionally with muse model. weak models do it all the time.) within plugin opus 5.5 is quite good at making this work - almost never saw it fighting it", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrttht/claude_isnt_allowed_to_write_me_prose/pcfv0wn/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "agent workflow size config was set to small in my settings (<5 agents) +\nmy prompt said verbatim “do not create more than 3 subagents , not a large swarm”………….. \nmy result? ——-> ofc, no other than:🙃\nmy *entire* weekly pro20x \\~\\~ *sautéed* ***\\~***in front of me on day 1/7 🥲🫠🫠🙃🙃🙃😆😆😆", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqagzu/claude_added_graceful_stopping_point_in_new_update/pcagfdf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": ">i wrote \"new\\_test\\_checks: 11\" in that build log line without counting first. that's exactly the mistake we're fighting. counting now:\nthis kind of stuff is just constantly happening despite instructions injected every turn like these: \n \n \\[verify\\] before this action: name all the factors it depends on - each one seen in a tool output? every value in it (count, name, path, time, size, behavior) is read or looked up first. unsure what it touch", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqy8rp/am_i_to_understand_the_nerf_has_begun_or_theres/pcc6osr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "every ”do not” phrase is bad for 5.x models. your insturctuons are bad. they dont work properly", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pcctfya/"}]}}, "context.clarifying_questions": {"praise": 31, "complaint": 47, "n": 78, "praiseShare": 39.7, "ci95": [29.6, 50.8], "regard": 0.502, "regardCi95": [0.477, 0.53], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "skills has been really useful for me to inject business related knowledge into the context.\n/handoff really good for managing context\n/grill-me has been really useful to get the model to write the exact specifications i am looking for. people are not very precise when speaking to an agent, and often underspecify their requirements and end up getting upset when the agent end up doing something else.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pcb8zwi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "this is the move. i've been doing the same thing with claude code when planning out execution steps for my agent stack — letting it interrogate me about failure modes instead of me guessing upfront. the part that always gets me is it'll still end the interview with \"would you like me to provide a timeline?\" like it didn't just extract 40 minutes of context from my brain. that's on me, honestly.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrrl96/the_best_thing_i_do_all_week_is_have_it_interview/pcf8brh/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "#antrophic has cooked. 🔥🔥🔥..wow\ni tested #claudecode and #fable5 to see how well they perform in technical drawing when claude code is connected to autodesk fusion. i had fable 5 trace one of our products. it worked, and i was 50% satisfied, but it took a lot of effort. now opus 5.5 has done it flawlessly, all on its own, without me. it just asked four questions beforehand, and opus 5.5 then took the rest from the images on our website and, as a ", "link": "https://twitter.com/1690767898728431616/status/2103717367679222205"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "worth checking how many turns are just it asking you questions. a \"don't ask unless blocked\" rule in claude.md cuts a lot of that.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pceof2h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "both picked a different kind of project without asking - a coded workflow instead of the flow, and no file ever got created. whether it saw the choice and assumed, or never saw it, i didn't dig into the traces to tell.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqpedm/i_built_a_claude_code_plugin_that_uses/pcfmj1t/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "&#x200b;\nclaude code is very good at filling in missing requirements.\nsometimes too good.\nif i say:\n«fix exports that sometimes return old data.»\nclaude can inspect the repo and figure out that exports currently use a 15-minute cache.\nbut the code can't tell it whether i actually want:\n\\- manual exports to always be fresh\n\\- cached data to remain acceptable\n\\- scheduled exports to behave differently\n\\- stale data or an error when the source fails", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqpedm/i_built_a_claude_code_plugin_that_uses/"}]}}, "context.long_context_decay": {"praise": 46, "complaint": 273, "n": 319, "praiseShare": 14.4, "ci95": [11.0, 18.7], "regard": 0.485, "regardCi95": [0.446, 0.519], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i have the opposite problem. i don't lose track of anything. it's a really clear communicator. but i also work piece by piece (habit of when opus was sucking up usage rate) because i don't want shit rolling and not knowing how to stop it.\nnow i end up having *way too much quota left* due to trying to be diligent with everything...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr91sx/i_lose_track_with_opus_55/pcast85/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "eh, i don’t think this really applies anymore given how stable models have become over long context", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pcburnw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my experience has been that opus 5.5's mental space as you describe it has felt huge. i'm using it to orchestrate other opus agents for a large long-running project following a roadmap and haven't felt the need to switch to fable and incur the higher costs.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfr8p/fable_51_or_opus_55/pcci4ew/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "thank you, wish i had included this, the bit about using the tools allow list, that’s my long-term plan. i’ve only been using opus as an advisor for 2 weeks, plan mode was my quick and dirty way of removing tool calls (which accounts for most of my context bloat).\non your first paragraph, i think you’re right and that your way would be more effective. but i tend to run 6-10 interactive sessions at once, lol, which is another thing i need to fix. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pcai1py/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yep thats the reality of it, u gotta treat every prompt like a blank slate or ur gonna have a bad time. just my experience but adding a good summary of the previous state in the next prompt makes a huge difference for keeping things on track.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr9xke/i_think_we_just_got_a_reset/pccu93v/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "you should never use auto-compact. if it invokes you are well beyond the _smart_ zone. the models start to slowly degrade pretty early, 200k tokens. so you want to aggressively manage your context. `/compact ` helps but you need to give it a really good message about what to focus on. you risk stripping out important details and don't have good visibility into what the compacted context contains. handoffs are significantly better since you can re", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pcdxk5b/"}]}}, "context.compaction": {"praise": 117, "complaint": 262, "n": 379, "praiseShare": 30.9, "ci95": [26.4, 35.7], "regard": 0.486, "regardCi95": [0.457, 0.512], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "skills has been really useful for me to inject business related knowledge into the context.\n/handoff really good for managing context\n/grill-me has been really useful to get the model to write the exact specifications i am looking for. people are not very precise when speaking to an agent, and often underspecify their requirements and end up getting upset when the agent end up doing something else.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pcb8zwi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the things that made the biggest difference for me, roughly in order:\n1. **`/clear` between unrelated tasks.** the whole conversation is resent on every message, so an old task you're done with keeps costing you on every turn. this one habit beats most tweaks.\n2. **keep claude.md short.** it's loaded into every session. a long one quietly costs tokens on every turn. put the details in separate files and link to them from claude.md.\n3. **send big ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfxtu/new_to_claude_code_how_do_i_maximize_usage/pcc7j3n/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "didn’t say you should mate, just pointing out alt route if you want agressive compact or any other. it takes 2 seconds & also claude’s compact has been revised recently now it’s more like codex autocompact much smarter and less lobotomy clear-light. personally i always let claude wrap things up with routine and start new session for past 10 months of use or so around certain context fill bcuz i didn’t want to bloat it to full and the autocompact ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pce9pil/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "most people don't know better than to use a lower end high temperature model to ask critical questions.\nsonnet 4.5 for instance has fucked me so many times at work when i first started deep diving with agentic ai, bros just smoking the peace pipe making shit up after a couple compactions. different story on opus and fable.\nthen there's blind trust and lack of knowledge on how language models behave and work, average joe wont know that info. but g", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pcb6bj9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same experience here. the one thing i still guard against is compaction on really long chats, the summary keeps the what and drops the why. i have the main session keep a short decisions file as it goes, so after a compact it can reread why something was done that way", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr889i/opus55_is_making_me_so_lazy_im_running_multiple/pcbm5tr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "auto resume probably always runs into a stale cache and the window is full with 50% with only loading the context of the last session fully.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pccbbfh/"}]}}, "context.session_memory": {"praise": 183, "complaint": 207, "n": 390, "praiseShare": 46.9, "ci95": [42.0, 51.9], "regard": 0.51, "regardCi95": [0.485, 0.533], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "having a functional second brain that knows everything about me", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pccc21n/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs i love these kinda quality of life improvements updates. now i can reduce one thing from my initial prompt of having a fallback of resume_here.md", "link": "https://twitter.com/2017338954463268864/status/2104097913626579400"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "what worked for me is making the repo itself the source of truth instead of asking claude to remember: small commits with real messages, and a changelog.md plus a decisions.md that claude has to append to as the last step of every task. then at the start of a session i just have it run git log --oneline since the last checkpoint and read those two files, and it reconstructs state in seconds. if you're on claude code, putting \"update changelog.md ", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrm8by/dopus_55_am_i_right_fucking_so_dope/pce0949/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "check auto memory if you haven't already. mine accumulated about 150kb of nonsense over a two month period, something like 50k or 75k tokens right off the top in every single turn. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfuopt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "i'm using claude code on the web and my memories seem to have been turned on and are leaking between sessions too (i had it disabled).", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrr1z1/psa_for_anyone_using_claude_projects_to/pcfknd4/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "check your folder / git log for words. i found an exploit in a software and put it in a spec as something to design around and it found that. i had to rewrite commits and clear a bunch of claude folders where the conversation logs were stored before it would talk to me again.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc3o5aq/"}]}}, "context.codebase_retrieval": {"praise": 72, "complaint": 77, "n": 149, "praiseShare": 48.3, "ci95": [40.4, 56.3], "regard": 0.52, "regardCi95": [0.491, 0.549], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "most of that is native to claude code already, but the project-map idea is a good one. going to measure how many searches a session does before spending the 2k tokens on it.\"", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pcekif4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah, derived project-map is one of the biggest savers, i must admit.\ni analyzed hunderds of sessions across different projects and in 95% of them, each session by default in claude code started with \"where am i, what is it about, let's check readme's around\" and that was much more expensive than appending budgeted map.\ni don't see most of these mechanisms being part of claude code (if that was the case, i wouldn't add it, because [intentic.dev](", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pcenhhu/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "got it now. i never hit either the 5h or the weekly limit, and i usually end the week at about 10% to 20% of weekly. i'm at 12% today, switched to the new model yesterday so i'm not noticing significant increase in usage or reduction of my total available usage.\ni'd still say it would help to understand what kind of work you are doing. i run about 4 agents in parallel on average, hardly ever using teams unless it is really big tasks and then i ca", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wps8yx/limits_nerfed_drastically/pbynq7u/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "you need to have good project management skills, [agents.md](<strict_link>), [architecture.md](<strict_link>), etc. most of your tokens are probably being burnt from claude reading the codebase over and over again. i have been using the 10x plan all day on 3 codebases and i maybe get 15% of my weekly limit per day.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pcd0ejx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "it depends what you are doing but you can use claude on the big island too. there are issues but my current approach: i am letting codex burn its full week of tokens this morning. i have codex running now 21 tasks (chats) on behalf of my claude coordinator chat. the claude chat makes a markdown with instructions and codex does the work. then i have an opus 4.6 chat looping continuously doing work. i have to answer questions and tell claude what l", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrnol4/are_multiple_20x_max_plans_allowed/pceu84n/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i have moved from opencode to claude desktop for a while and i want something plugins to use that would remove the redundant reads and old calls and doesn't let the context flow , is there any good plugins for this in here ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfag9/is_there_any_pluginsextensions_that_maybe_work/"}]}}, "context.attachments": {"praise": 17, "complaint": 19, "n": 36, "praiseShare": 47.2, "ci95": [32.0, 63.0], "regard": 0.514, "regardCi95": [0.491, 0.536], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "yes. it can review, analyze and fix bugs - automously; both in code and graphics.\nin fact, as i type this, i am working with a claude code agent on a graphics bug. it can 'see' by taking and comparing screen shots. which is also where tools like dxvk, renderdoc etc come in. they can use them to visualize graphics and are able to 'see' whatever it is you see. e.g. one of my agents just used imagemagick to convert an entire folder of graphic images", "link": "https://twitter.com/12364172/status/2103335647905714686"}, {"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@noahzweben @claudedevs great now claude can read all the unhinged unsent drafts i left in google docs at 2am", "link": "https://twitter.com/1942411934055235584/status/2103565138188231157"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the thing that made the biggest difference for me was giving it a real visual reference instead of just describing the design. screenshot a site you like and tell it to match that vibe, and build one screen at a time instead of the whole app at once.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo85p3/am_i_crazy_or_has_front_end_been_terrible_as_of/pblchms/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "that sounds really useful. at the moment, i’m screen shotting and then airdropping to my mac because invariably handoff doesn’t work, then i resize and paste it in. any tips for getting it to work nicely?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcddmd5/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "opus 5.5 made me subscribe to claude but i'm a bit disappointed with claude desktop\ni've been a devoted codex user for the past 10 months but after seeing a lot of amazing posts about opus 5.5, and the amount of praise it's been getting, i decided to finally subscribe to a claude plan.\ni use the codex desktop app everyday, i only use the cli on my work laptop. i downloaded the claude desktop app and i am shocked at how limited it is compared to c", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq7hu5/opus_55_made_me_subscribe_to_claude_but_im_a_bit/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "selects image from my folder, then nothing at all happens. just the little dude walking.\nit was a soft stuck, killing the app and starting again allowed me to pick a different image.\nmy best guess would he unsupported image format.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp0fvl/made_a_trailer_for_my_game_using_opus_55_and_wow/pbsgp1h/"}]}}, "work.capability": {"praise": 1831, "complaint": 967, "n": 2798, "praiseShare": 65.4, "ci95": [63.7, 67.2], "regard": 0.558, "regardCi95": [0.543, 0.574], "salience": 15.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "even pre-fable, this has worked well. i have a cable that connects my odb-ii port to a particle tracker one. i had claude write the message processor, filtering logic and charts and graphs. i’ve used it on a few cars and it basically backs out the dbc file and goes to town. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pc9u3qf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my engineering department is on a team plan. we also have tier 5 openai. we just run up bills like crazy but the productivity is fucking insane.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pca1jju/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "shotcut if youre ever looking for a fleshed our free alternative. \nsimple editing i have claude do with ffmpeg", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr4yjz/wanted_to_edit_some_footage_of_a_game_i_was/pcabeg2/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "every time i used sonnet it got something wrong, basically any type of agentic coding, like if u want it to write a single function and know what u are doing it's fine but otherwise it's ass", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9u33o/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes, this is true -- but now it's 10x negative value given the amount of work that can be completed with a few prompts. they're only really useful if your entire workflow is heavily guarded and gated - and even then, it's still difficult. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr27zi/be_honest_do_we_still_offer_value/pca7f1w/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "minecraft is so often replicated, it's source code probably shows up in every single model's training data.\ni'm actually surprised it took you longer than 30 minutes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8pum/used_opus_55_to_recreate_minecraft_in_threejs/pcarqim/"}]}}, "work.frontend_ui": {"praise": 115, "complaint": 118, "n": 233, "praiseShare": 49.4, "ci95": [43.0, 55.7], "regard": 0.534, "regardCi95": [0.505, 0.559], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "fable is a big model and can be more thorough and ocasionally better at frontend. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcyz1/so_if_fable_51_was_a_stopgap_for_opus_55_then/pcbivz4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "way better at frontend.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcyz1/so_if_fable_51_was_a_stopgap_for_opus_55_then/pcblh1u/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it's fable for me all the way. i loved opus 4.6-4.8, but then it just wasn't the same. i use fable for reviews and project oversight. i spinned opus 5.5 a few days back but it gave me slop and felt weird. still, my primary model for doing the work is astra on xhigh. i was surprised by how good it is with ui/ux where opus failed miserably.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfr8p/fable_51_or_opus_55/pccclef/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "ok, but what has draw the ui? also claude? i am trying this but it is always giving me cartoon like lame graphics.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjamn/opus_55_is_about_to_crush_suno/pcd53a9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "from my experience so far, opus is far superior once you train it. what i did is gave it great examples, explained nuanced detailed on why they’re great, then have it build a “taste profile”. i do that for everything and so far it’s been masterful except for logo design. despite how much i trained it, it turns into a 4yr old on that request.\nalso, if you ever need to build brand case studies, hook it up to krea’s mcp. it can generate template moc", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pch3nkt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "hi all,\ni've been working on a side project called rustcoach (rustcoach.dev), a web app that teaches rust with an ai coach. claude does double duty here: i built it with claude code, and the coach itself runs on the claude api. some of what i learned might be useful here, and i'd like feedback from anyone who has done something similar.\n**what it does, briefly**\neach lesson is generated for one learner from the coach's notes on them. you write th", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgbxo/i_built_a_rust_tutor_with_claude_code_and_the/"}]}}, "work.bug_diagnosis": {"praise": 50, "complaint": 33, "n": 83, "praiseShare": 60.2, "ci95": [49.5, 70.1], "regard": 0.481, "regardCi95": [0.455, 0.509], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yeah, tbh, downloaded claude code yesterday and signed up for a 20 plan to check it out for the first time in 6+ months of pure codex use. really pleasantly surprised with opus 5.5. making great videos, marketing, copy, website improvements, game improvements, and finding bugs in code astra's been writing that astra, sol, and luna reviews didn't find, and i've only used 30% of my weekly limit. \nunfortunately, unless devday surprise is amazing, i'", "link": "https://www.reddit.com/r/codex/comments/1wre9dq/codex_usage_vs_claude/pcbycmo/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i'm on a meager $20 pro plan and experiencing extreme token efficiency gains. less chatty, finds/fixes bugs in transit on its own, and so much less iterating on the small annoying things than models like sonnet 5. cranking out code on medium effort has been the sweet spot for me. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pc8zntp/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "been using codex for a while and i genuinely liked astra. it's capable, but the usage it burns through is crazy, and its design taste is still horrendous. for some reason gpt models just can't make a nice ui no matter what skills you throw at them. \nto be fair, its 3d modeling is still really good, and image gen is a big plus. that said, claude can make some surprisingly good images procedurally and opus 5.5 is really good at low poly 3d assets a", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqo7cw/switched_from_codex_to_claude_code_as_my_main/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "in my c# code with just under 20 files it created error handling in one place but it missed one spot couple lines below. worst thing it even mentioned there is the issue but i needed to push it to to fix the other place. totally like junior dev lol. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wre78w/opus_55_is_how_its_meant_to_be/pcckj4i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "fable still.\n \ni tried getting opus to make a feature update today which looked good, but i got fable to do a code review before deploying it, and opus had missed significant bug.\n \ni also asked opus which was better last week, and its response included\n>*my practical suggestion is to use opus 5.5 as your day-to-day coding model. switch to fable 5.1 for security-sensitive code, novel or unusual problems, or whenever opus keeps missing something.*", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfr8p/fable_51_or_opus_55/pce65hd/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i ran over 6 optimization/ bug fix tour on a project and it finds several bugs every time. even i say \" do analyze all files do not miss even a code line \" it still struggles to catch in one shot.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pc5i4n5/"}]}}, "work.regressions_introduced": {"praise": 12, "complaint": 141, "n": 153, "praiseShare": 7.8, "ci95": [4.5, 13.2], "regard": 0.505, "regardCi95": [0.446, 0.556], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "this behavior is reduced by 80% after i install ponytail, but again my project is simple web app, i’m happy though ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pcf2db6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i have both x20 claude/codex \ni just did a test on 10 different repo parallel tasks. for a simple task. astra high to xhigh. codex burned around 15% of the weekly. too afraid to use sol 6 after so many mistakes since its release. \nsame task on opus 5.5 high/xhigh, it burned 4% and did it a lot faster than astra. \nhands down claude is the winner right now. \nalso on my usual workflow codex can last 1-2 days while being token costs efficient. claude", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjb89/i_ran_out_of_codex_on_chatgpt_pro_with_4_days/pc4ygoo/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "tbh who cares about token to solution as long as it's within the subscription limit.\nwhat's important is human time to a _properly implemented_ solution and amount of bugs/regressions.\ni don't use superpowers to save on upfront tokens, i use it for ease of mind knowing most stuff there won't cause troubles the moment it hit production.\nmaybe it is outdated and vanilla harness is exactly as good - but that's a totally different consideration.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpczby/superpowers_skill_is_so_bad_now/pc50vpi/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i had opus 5.5 make mistakes and break things right after release, so i'm not sure \"broke a couple things\" is enough evidence. llms can make mistakes regardless of quantization.\nwhat you should do is have fable replay the last 20 or so prompts from before the degradation occurred with the now possibly weaker model in the exact same spot in your commit history, and have it judge the results. then come back with it's evaluation. your analysis is ju", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pca1k7u/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes. i also find it over confident with its own decisions and doubling down, do a half ass job, then the problem i caught earlier came back biting its' ass.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pcbaxvx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is the sad truth. opus makes me wait for 5 hour window resets, but i would spend even more time with sonnet, just because after every task there was another task scheduled to fix mistakes of the previous one", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pcbqt41/"}]}}, "work.scope_overreach": {"praise": 12, "complaint": 299, "n": 311, "praiseShare": 3.9, "ci95": [2.2, 6.6], "regard": 0.437, "regardCi95": [0.366, 0.499], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "opus 5.5 with sol reviewing is slapping the fable + astra combo i was using mainly on cost per task but also on getting the right balance between over engineering and underengineering", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfr8p/fable_51_or_opus_55/pcc72g9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "exactly.. and i don't feel like it's just skipping the discovered bugs now either, it just seems to do a better job of folding them into the work it's already doing. it used to consider all of that \"out of scope\" and try to weasel out of it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrosog/opus_55_is_the_first_model_that_consistently/pcepi3o/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i disagree. i just mentioned this as a reply to another comment, but the difference i'm seeing is that it simply fixes the discovered bugs or missing test coverage or whatever else it might have found during the implementation, unless the issue is significant enough that it deserves separate consideration.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrosog/opus_55_is_the_first_model_that_consistently/pceqeud/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "not only weird speech, though. its insistance in seeing issues everywhere could lead to terrible detours.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr2b6y/on_the_leap_from_opus_5_to_opus_55/pcadr0h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "\"they never fail\" is the key symptom. a test that has never been red hasn't been shown to test anything. what fixed it for me, without extra tools:\n1. **make it prove each test can fail.** after it writes a test, ask it to break the code on purpose, one change at a time (flip a condition, drop a line, return early), run the suite, and report which test went red for each break. if a break turns nothing red, that test is decorative. delete it or re", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pcco6ij/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes, it tends to create a bunch of useless tests.\nthis is why i'll have gh run them in the pipilene, and forbid claude to run them (or else it will do at almost every turn)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccy3pn/"}]}}, "work.stuck_loops": {"praise": 12, "complaint": 187, "n": 199, "praiseShare": 6.0, "ci95": [3.5, 10.2], "regard": 0.523, "regardCi95": [0.442, 0.583], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it actually finishes work and doesn’t cycle itself into briandead crap", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrvt6x/im_a_codex_user_convince_me_to_switch_to_claude/pcga7jb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "5.5 has been churning on a huge mechanical code change epic overnight for me and has not stopped from blockers like it used to. and we're talking crappy shitty blockers like jest and node resolution issues. \nhaving had such an aggravating experience with claude 5.0 over the months, to now where it's literally just \"go do this shit for me and don't make a fuss\" and it doesn't make said fuss, that i found myself sending the following: \n<strict_link", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrwpf8/being_a_human_is_weird_sometimes/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "this just doesn't fit my experience at all. i have yet to see newer models get stuck like this.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wno0n3/opus_55_built_this_tiny_world_in_14_minutes_its/pbj9jh4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't really use sonnet for anything. i switched to opus because i kept running out of usage - i found i use more with sonnet even though it's cheaper because it kept getting stuck and making mistakes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5lzf/practically_speaking_what_tasks_fit_into/pc9u4xg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same. software developer for decades. i've got 3 projects going in parallel and i rarely hit my 5 hour limit on the $20 plan. i don't think i've ever hit the weekly limit except for the first week i was trying it out, asking it dumb, incredibly vague things.\npeople who hit the cap on the $100 plan have got to be doing some massive agentic workflow with dozens of agents autonomously.\ni don't trust it enough to be fully left alone, it gets caught o", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pccnrix/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "y'all obviously aren't doing any real work. \neven astra ultra gets confused using a skill that spoonfeeds the merge train. \nso derp sometimes. it invents obstacles. not always, but in the last few days, i've had two clean sessions in a row block themselves and had to have opus 5.5 land the ticket.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgiiv/the_mood_between_subs/pcecanc/"}]}}, "work.premature_stop": {"praise": 43, "complaint": 69, "n": 112, "praiseShare": 38.4, "ci95": [29.9, 47.6], "regard": 0.576, "regardCi95": [0.555, 0.598], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the \"stop here\" option in your readme helps. a next-step card can make a finished task feel unfinished if every option sends you into another round of work.\nknowing the changes will stay uncommitted gives me a clear point to pause and inspect them myself. i'd keep that visible alongside the action buttons as the interface grows", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrttht/claude_isnt_allowed_to_write_me_prose/pcfxz0d/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs this is a real quality-of-life win. getting cut off mid-edit was one of the most frustrating parts of long claude code sessions.", "link": "https://twitter.com/1149586194/status/2104035326746620053"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs graceful stopping is an underrated reliability feature. a bounded wrap-up that leaves the repo coherent, notes what remains, and avoids half-written edits is much more valuable than squeezing out a few extra minutes of raw execution.", "link": "https://twitter.com/241089216/status/2104040477767204900"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs 到点了先找停手处，别在改文件一半硬切。这个比加额度有用。", "link": "https://twitter.com/2002993609671630848/status/2104033364068233609"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs or it should treat us like the properly on time recurring paying customers we are and just let it finish.\nwhat the fuck you greasy snakes quit destroying hours and thousands of dollars to create more issues and rework and respect time and energy\nfigure it out\ncodex is better", "link": "https://twitter.com/1709524258123063296/status/2104201575417999491"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "your third check is the one ours needed - the summaries ended on \"ready to proceed?\" right after validation passed. hadn't come across stop\\_hook\\_active - thanks.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp1bj2/5_of_our_8_headless_agent_runs_built_the_thing/pc4mbb0/"}]}}, "work.long_running_autonomy": {"praise": 214, "complaint": 58, "n": 272, "praiseShare": 78.7, "ci95": [73.4, 83.1], "regard": 0.54, "regardCi95": [0.506, 0.576], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "homie get some sleep, claude can work while you recharge", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnh3q/me_after_opus_55_release/pc9w9xy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i built a docker proxy for my synology nas, to allow claude running as an \"agent\" user to work with docker, but without getting root access or uncontrolled access to my personal files. the nas doesn't support rootless docker itself, and i also wanted claude to be able to manage my containers, and start certain containers as root or other uids (e.g. dbs), but in a safe way.\ni also made a small script and skill to let claude check the current usage", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcch6rf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "personally i've mostly worked like you too, mainly because i want to make sure a repo / pipeline is as clean as possible and i understand it as much as possible\nbut last project i've been doing ive learnt to rely a bit more on the agent. still planning a lot in advanced by breaking up a project into phases and creating different phase-x.md files for each phase describing the objective but with hard constraints \ni think code quality didn't drop an", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pcct288/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yeah, in theory and last week it was. but now it even stops my goals because 'i'm near the limit'. i'm quite angry about it. wanted to work overnight just to come back and see that it stopped and wasted 20% of my weekly quota because it didn't resume as planned...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcc0sit/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "no, it implemented a feature i asked and then decided to run a 2 hour simulation test to make sure that featured was working (which in this case was checking snapshots for irregularities in the loop). the fail was part of the test, i just don't understand why it decided to run it for 2 hours.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrt8ob/cloud_sessions/pcfksk4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "it's useful, but unattended runs need limits written into the task, because the agent will happily decide a 2-hour soak test is \"thorough\". what stopped this for me:\n- **a time budget per step, in the prompt**: \"any test or simulation you run must finish in under 5 minutes. if it would take longer, don't run it. write the command down and tell me instead.\"\n- **a stop condition**: \"if the same check fails twice, stop and report what you saw. don't", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrt8ob/cloud_sessions/pcfnytj/"}]}}, "work.multi_agent_orchestration": {"praise": 591, "complaint": 370, "n": 961, "praiseShare": 61.5, "ci95": [58.4, 64.5], "regard": 0.51, "regardCi95": [0.487, 0.533], "salience": 5.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "biggest win for me was pushing exploration into subagents. the grep and read churn happens in their context and the main session only gets the answer back. second was a where-things-live table in claude.md with real paths, it kills the grep-for-a-name dance. and you can tell it not to re-read after an edit, the edit tool already fails if the old string didn't match", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqaw75/how_much_of_a_claude_code_session_goes_to_reading/pcavvno/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i'm still using fable as my main orchestrator and for cross-repo reviews.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcyz1/so_if_fable_51_was_a_stopgap_for_opus_55_then/pcbjb5j/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "opus 5.5 definitely for the main brain, orchestration, architectural complexity. then i made a skill that launches codex exec when the task needs independent auditing or less heavy workers (luna models on max effort are not toys).", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfxtu/new_to_claude_code_how_do_i_maximize_usage/pccbwqn/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i mean ask agents to not tdeploy tons of other agents in parallel fabledo that often ask specifically to avoid that", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsz67/opus_55_has_absolutely_restored_value_to_the_200/pcahs2z/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "those guys that use /goal or have autonomous multiagents workflow are all cap. none of them has actually show something usefull.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wradi9/why_normal_discussions_has_so_many_haters/pcb6xxg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "and its just now that you noticed its been like this? and if you think you should be running 3 and is running one … heheh now is the time to run 30… 30 workflows with multiple agents… ride the wave, bro!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr889i/opus55_is_making_me_so_lazy_im_running_multiple/pcb8z2v/"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 45, "n": 45, "praiseShare": 0.0, "ci95": [0.0, 7.9], "regard": 0.448, "regardCi95": [0.435, 0.461], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i write acceptance checks the agent never sees… once watched it rewrite a failing test to match its own build, and green ci meant nothing after that.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqfne5/whats_the_strategy_to_understand_what_your_app_is/pc4jz2a/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "disclosure: we're greyforge labs and this is our project. it's free and mit.\nthe failure mode that pushed us to build this: ask claude code to \"add tests\" and you often get tests like\n def test_discount():\n total = 150\n assert discount(total, true) == total - 10\n \nthat passes today and will pass forever, because the expected value is computed the same way the implementation computes it. matt pocock calls these tautological tests, and his `tdd` sk", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqvcnx/a_stop_hook_that_wont_let_claude_finish_on_a_red/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@revthed3v @claudedevs codex already showed why this isnt a good idea.\npeople wait until it's almost out of tokens to give it the hardest task to extend the limit.", "link": "https://twitter.com/733973124/status/2103722230702309767"}]}}, "work.destructive_actions": {"praise": 63, "complaint": 244, "n": 307, "praiseShare": 20.5, "ci95": [16.4, 25.4], "regard": 0.514, "regardCi95": [0.484, 0.541], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i built a docker proxy for my synology nas, to allow claude running as an \"agent\" user to work with docker, but without getting root access or uncontrolled access to my personal files. the nas doesn't support rootless docker itself, and i also wanted claude to be able to manage my containers, and start certain containers as root or other uids (e.g. dbs), but in a safe way.\ni also made a small script and skill to let claude check the current usage", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcch6rf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i got the llms running in docker, only mount the folder i need to, no env variable, no docker socket, all secrets and so on hidden from the llm.\nit's not perfect, but saves stupid errors.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wlcovw/claude_code_and_docker_isolation/pc3il8e/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i have grok 4.7 running a task now for 20 hours and it just got to a point where it needed 11 gb of ram to do a bunch of tests, it somehow concluded on his own. i was reading it's thoughts in the session and i saw something appearing that said \"i need to close applications to free up 4 gb of ram so i can do the testing\", so i'm thinking of course, \"what the fuck!\".. i opened another session and told grok in that other session about what i saw in ", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is honestly one of the clearest examples of why agent permissions are going to become a major engineering problem.\nthe scary part isn't just that the command was destructive. it's that the agent had enough authority to modify the safety mechanism, execute the test, and access sensitive parts of the environment without another layer stopping it.\nvms and sandboxes definitely help, but as agents become more autonomous the question becomes less ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjn6cw/claude_destroyed_my_entire_project_and_home/pceuw46/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is honestly one of the clearest examples of why agent permissions are going to become a serious engineering problem.\nthe part that stands out isn't just the deletion itself, but the scope mismatch. you intended the agent to operate on a project folder, but the actual authority it had was much broader.\nwith traditional software, permissions are usually tied to explicit actions. with autonomous agents, the question becomes: what exactly is the", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjjqsv/claude_code_ran_a_backgrounded_command_that/pcewrgj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "i'm also working on a \"project management\" level harness (aren't we all?) so i have seen what it takes to wrap opencode, claude code, and codex. and codex takes guardrails way more seriously than the other two. it runs under bwrap, and if you misconfigure your path permissions, the model really _can't_ write on things. the other two are more of a gentleman's agreement. (not sure if it has similar tech on windows)", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcea6gk/"}]}}, "work.git_workflow": {"praise": 47, "complaint": 65, "n": 112, "praiseShare": 42.0, "ci95": [33.2, 51.2], "regard": 0.517, "regardCi95": [0.494, 0.54], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "your usage problem is probably task 3, and the fix there isn't a different model, it's not having the top model read all 100–200 sources.\n**split \"deciding what to read\" from \"reading and writing\".** asking the best model to pick the best 25 out of 200 is expensive, and llms also cut corners: ask for 25 and they tend to stop around 20. what's worked better for me is a cheap judging step first. each source (title + abstract) gets scored on its own", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrh74k/which_model_for_basic_website_maintenance/pccen63/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "for file-based work like yours (worldbuilding docs, foundry modules), i'd say claude code + git is simply better. everything is plain files you own, every change is a diff you can undo, and you can grep your own lore. i do almost everything that way.\nthe cases where i still reach for the web/app:\n- **away from the machine.** phone, someone else's computer. you can also drive a running claude code session from claude.ai/code (remote control), so e", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrh7d0/is_there_genuinely_any_reason_to_utilize_claude/pccf0xr/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "being solo dev makes it easier for me.  i have no merge conflicts. but if i have task, and someone interrupt me with something else important, i just work in a separate work tree. i explicitly say, when definiting the task that there is one more going on and merge conflicts are possible. the ai keeps that in mind and checks for possible conflicts and how to resolve them. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq80vn/anyone_running_a_mostly_fully_agentic_engineering/pc7kyb3/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "derdini sikeyim vol1231\ntoken bittiğinde commit + push atamıyoruz.\nulan bu nasıl token harcayabilir işin bittiğinde commit atmak\nçözün şu işi @claudedevs @openaidevs @cursor_ai <strict_link>", "link": "https://twitter.com/1646422045842890755/status/2103836099957207073"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs good change. still worth one habit on long runs: have the agent commit to a work branch after each step.\nwrap-up is best effort. a git checkpoint is not, and a half-finished refactor is then one reset away from clean.", "link": "https://twitter.com/2099523918004654080/status/2103881276810047943"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "not to make this a lenghty discussion, but claude, unless you say son, will not commit and merge. so if one doesn't really know better, zap.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wov62z/got_mogged_by_claude_opus/pby5vtn/"}]}}, "work.computer_browser_use": {"praise": 50, "complaint": 50, "n": 100, "praiseShare": 50.0, "ci95": [40.4, 59.6], "regard": 0.486, "regardCi95": [0.455, 0.516], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "true, it's good at computer use, graphics etc ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqvwry/just_resubscribed_to_max_after_a_long_time_and/pcaf8cp/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "claude can't hear, but it produced my edmish house remix anyway: \\~40 iterations of me listening and claude measuring\ni'd never used strudel (a live-coding music tool in the browser) before this week. i got obsessed with making a bootleg of scissor sisters – it can't come quickly enough, and did the whole thing with claude code. my part: listening and describing what i wanted. claude's part: everything technical.\nthe interesting bit is how it wor", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqhfzz/scissor_sisters_it_cant_come_quickly_enough/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs that is awesome. i use remote control a lot, adding a safe way to execute commands on the box (mini terminal ) and communicate secrets would rock. all part of the chat now. @bcherny", "link": "https://twitter.com/901081378682531841/status/2103766323436179797"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "mine is small but i have used it constantly since i made it, a command that reads my iphone's screen with apple's vision ocr on the mac and gives claude the text plus where to tap, instead of claude looking at a screenshot every single step which was the slowest part of the whole loop\nfor the school emails one, does it add the events straight to the calendar or ask you first?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcch8pz/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs i’m sorry but opus / fable cannot use the computer like astra. astra is absolutely worth using.", "link": "https://twitter.com/2067376675432583169/status/2104262447393890595"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yah that is what i'm planning really, going back and forth between the two, sometimes anthropic models are ahead and sometimes openai are leading, also i find that computer use is superior in codex really regardless of how now slow slo 6 or luna 6. that is maybe the only edge thay have over claude code.", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcefpfh/"}]}}, "work.safety_refusals": {"praise": 30, "complaint": 346, "n": 376, "praiseShare": 8.0, "ci95": [5.6, 11.2], "regard": 0.443, "regardCi95": [0.397, 0.48], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "claude helped me set up an account switcher and load balancer for my ide, being very up front that it was my alternate account because of the usage limits. it took no issue with that, so i'll take it as a yes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrnol4/are_multiple_20x_max_plans_allowed/pced8xr/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@genuinearticles @claudedevs very curious what you working on brother , because i've had that issue with fable 5.1 , but i haven't once got security flagged yet on opus 5.5 for some reason. and i do some nasty work (good faith of course)", "link": "https://twitter.com/1474424884616904706/status/2103948114885533953"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it is a good thing it refuses to mess up your system settings, no? ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpo4nn/no_system_changes_no_matter_what/pbx60qc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "pretty impossible as they have filter to not allow claude anything like this in first place.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pc9xh0g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yep... forcing all of us doing ethical security research into glm, kimi or deepseek; because the us models are now locked down.\nnothing like having millions of cyber researchers send all of our collected data / knowledge over the \"great wall\"; really good longer term plan.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pcaggok/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i am resorting to massaging prompts with local deepseek flash, having it write scripts to stage files for work with terms that don’t trigger the safeguards. usually it’s successful at accomplishing what i need, although it’s such a damn hassle. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pcb3e3t/"}]}}, "work.permission_prompts": {"praise": 73, "complaint": 184, "n": 257, "praiseShare": 28.4, "ci95": [23.2, 34.2], "regard": 0.523, "regardCi95": [0.49, 0.552], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/AI_Agents", "polarity": "praise", "text": "anti gravity doesn’t have an auto mode like claude code, which means even for basic execution i have to be present and press i accept. the gemini models have very bad code output in comparisons to claude or codex. i’m talking 4.6 being much better than whatever newer pro or flash models are. it is fine for quick work but not for complex tasks ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wrxqx1/why_is_google_antigravity_so_underrated/pcgs5a5/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the fact that not responding means denying is the best default of the project, and it is also exactly how my family works, so i already know the interface.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqs9oa/running_my_claude_code_sessions_from_whatsapp_and/pc6j9m8/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "fair question. the awake bit was a requirement i wanted to be upfront about. isle still needs the mac running.\nthe part i'm building is reviewing and answering the approval right in the notch while you're working in another app, with the same place for claude code, codex and cursor requests. if you only use claude and its app already handles this well for you, there may not be much reason to add isle. i should have made that distinction clearer i", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wma6ma/weekly_showcase_thread_what_are_you_building_with/pc7l5lk/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "your typed approval workaround also avoids a nasty tradeoff in the linked issue. the reporter says \\`claude\\_code\\_child\\_session=1\\` suppresses the relay, but disables transcript saving/resume unless paired with another override. even then, it still drops prompt history.\nto keep typing to a minimum, have the queue script print a single approval line listing the selected lanes and allowed actions, ready to paste as your next message. you still ne", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/pccy35j/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the school emails → calendar → whatsapp reminder chain is great. that's exactly the kind of boring daily friction worth automating.\nmine: i kept losing track of which claude code session was done and which one was sitting there waiting for my permission. so i built a small mac app that lives in the macbook notch. hover over it and you see every session and what it's doing, and the notch lights up when one needs me. it also has a little pixel offi", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcf0w96/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is the second time recently that a change server-side by anthropic has broken my system, and this one has no mention in the changelogs on their github so i thought i'd bring it here.\nmy workflows, as i'm sure many of yours are, require an explicit \"go\" permission. until today, that permission could be given from an askuserprompt. my system is set up so that i barely use typed responses. a fair number of sessions only have my opening launch w", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/"}]}}, "work.plan_mode": {"praise": 50, "complaint": 28, "n": 78, "praiseShare": 64.1, "ci95": [53.0, 73.9], "regard": 0.535, "regardCi95": [0.507, 0.561], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the git advice above is the big one. adding a few expo-specific things that would have saved me a week:\n1. whichever tool you pick, pay for one month only and decide after your first real feature works. they're close enough that your habits matter more than the tool.\n2. put a short rules file in the project root (claude.md if you go with claude code). three lines are enough to start: \"this is an expo managed app. do not add native code or eject. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpmmte/beginner_making_a_react_native_app_should_i_get/pc57lti/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "nope, what does /advisor do? i don’t use plan mode anymore, i think these models are great at doing that themselves when required. \ni was using xhigh, and i don’t want to go into max because i watched theo’s video where he shows that using max forces the highest intelligence, instead of allowing varied level of intelligence + thinking think time for effort levels lower than max. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pc5wkqy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "you should always tell it not to make any changes when you ask it to investigate an issue. leads to much better results, in my experience. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pc6fjig/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "plan mode in general in no longer needed", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpczby/superpowers_skill_is_so_bad_now/pbuufem/"}, {"date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "o claude tinha que ter um modo readonly, eu não quero planejar, nao quero que ele saia fazendo coisas aleatorias por conta própria. só quero usar ele para analisar alguma coisa sem o risco dele decidir apagar ou modificar algo em produção ou outro lugar. @claudedevs @claudeai", "link": "https://twitter.com/255125937/status/2103224299532292380"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "my initial reaction is that fable still seems vastly superior at planning", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnk74q/whats_the_point_of_fable_if_opus_55_is_stronger/pbg954g/"}]}}, "work.response_verbosity": {"praise": 106, "complaint": 567, "n": 673, "praiseShare": 15.8, "ci95": [13.2, 18.7], "regard": 0.433, "regardCi95": [0.409, 0.455], "salience": 3.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "5.5 is really good but it does have the same flaws as all the other agents. i think one of the biggest appeals (any why most love it) is the huge reduction in its draw on subs (5x just became more like 30x if you set it on medium effort) and it speaks plain language for the most part, oh and its faster and less verbose, all while being a solid reasoning machine. its fast, cheap, and works. that makes for happy coders.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjuv2/am_i_the_only_one_who_doesnt_like_opus_55/pca70cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i find the exact opposite. and if i'm ever confused i just ask what it did in plain language.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr91sx/i_lose_track_with_opus_55/pcao86v/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i think they penalized the model on output length making it be more concise in its answers therefore reducing token usage and making it yap less than opus 5", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcgzcbv/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "coming from a long-time codex user, i feel the opposite. astra and sol do exactly what you just said, but opus sends a report every minute or so. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr91sx/i_lose_track_with_opus_55/pcav9vk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i tried the learning mode but found it rather frustrating - it never quite gave me enough information for me understand the intent.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqk827/im_doing_agentic_development_all_wrong_im_writing/pcbq052/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "opus 5 also continued forever. every single reply...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wre78w/opus_55_is_how_its_meant_to_be/pccis8l/"}]}}, "work.sycophancy_pushback": {"praise": 23, "complaint": 138, "n": 161, "praiseShare": 14.3, "ci95": [9.7, 20.5], "regard": 0.48, "regardCi95": [0.445, 0.51], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the biggest improvement by far for me with opus 5.5, especially over 5 is the amount of times it has had to apologize to me. literally never! \npreviously, i would find myself in situations where i'd get dozens of \"i'm sorry, i was wrong, you were right\", or some type of variation of that. that to me was what drove me insane - just fix it!\ni absolutely love opus 5.5 and i can barely keep up with it! great work, anthropic (and please don't change i", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wru56s/sorry_not_sorry/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i can only say by experience - i hate sonnet 5 with a passion, it's always messing things up, it's costs way too much to fix and keep rechecking then it does to let opus 5.5 run entirely on medium with barely any issues with bugs and arguing with it to explain that'l decisions are there for a reason and not bugs. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq1pjh/opus_55_for_everything_or_mixing_models_across/pc0m8a8/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i’m worried when my x5 codex plan comes to an end and i switch to claude code that 5.5 will be nerfed… \ni currently have the $20 claude sub and it’s already giving me quicker cleaner code for my app build and actually works like a partner who’s not afraid to upset you. \ni basically offered to do some graphic work and it was like, please don’t i can do it better. \nlove it. ", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbs79fb/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes. i also find it over confident with its own decisions and doubling down, do a half ass job, then the problem i caught earlier came back biting its' ass.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnjkp/be_careful_with_opus_55s_confidence/pcbaxvx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "what gets me is how often opus/fable will open up a concept, give a paraphrased \"oof, that looks bad\", and then hand it to me anyway, meekly asking \"approve and commit?\"", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrsc37/tried_to_sculpt_an_existing_3d_human_in_blender/pcfls45/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "claude seems to be incredibly confident about whatever it thinks is right, which lets it skip many turns of thinking whether it's right or not. it uses 25% less tokens 5.1.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfypyk/"}]}}, "verify.false_completion": {"praise": 10, "complaint": 209, "n": 219, "praiseShare": 4.6, "ci95": [2.5, 8.2], "regard": 0.473, "regardCi95": [0.402, 0.528], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "agreed. it makes mistakes, but it just.. states as much and then corrects it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wru56s/sorry_not_sorry/pcfqzgh/"}, {"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs excelente medida, siempre me quedaba la duda si terminaba de hacer la tarea y debía asegurarme!", "link": "https://twitter.com/353213374/status/2103587840168976560"}, {"date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs “定义 done”这条太实用了，很多长任务卡住就卡在检查点没说清。think carefully 也省了，少一个仪式感开关 😂", "link": "https://twitter.com/2024314068967026688/status/2102673318306619437"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "same what's the point of speed if i can't trust it need to validate or rewrite stuff all the time.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wriidg/opus_55_vs_sol_in_terms_of_speed/pccp3qz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "nice, and the failure you caught is exactly the one worth targeting: subagent tests fail, closing summary says green.\nthree things i'd test it against, in the order they bit me:\n1. subagents write their own transcripts under `<session-id>/subagents/`, so a glob over `*/*.jsonl` misses them entirely. if rashomon reads only the main file it can't see the run it's meant to catch.\n2. resumes and forks copy history into a new session file - 51.7% of m", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmh1ix/how_do_you_guys_know_if_claude_code_did_anything/pcfz12i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "claude code at 2am is way too confident about code it wrote five minutes ago.", "link": "https://www.reddit.com/r/vibecoding/comments/1wrc5cf/indiehackers_with_ai_at_2am/pccayxc/"}]}}, "verify.self_testing": {"praise": 115, "complaint": 94, "n": 209, "praiseShare": 55.0, "ci95": [48.2, 61.6], "regard": 0.515, "regardCi95": [0.489, 0.538], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "lol. i use unit tests for red/green tdd. in combination with code quality hooks, they are *why* my projects build clean.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccuua3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my feeling as well.\nopus 5.5 is making vibe coding increadibly smooth even for non tech profiles.\nit opens so many possibilities i don’t even know where to start.\nin a couple days, my 9yo son now have his own hombrew spiderman 3d game based on our real town, with every feature he asked for implemented. \nhe also now have his own game based on fire emblem and several others, with the exact ergonomy he asked for, and already 10 maps, 8 unique heroes", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquop8/i_dont_think_anyone_has_ever_seen_this_before/pcdsil9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "mine checks my backups. every morning it restores one random file from last night's backup, diffs it against the original and only messages me if something fails. a green backup log had fooled me once already, a restore that actually works is the only proof i trust now", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pcduhxr/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "don’t worry they already started the downgrade of 5.5 this weekend. on max effort it is now dumb as shit and verifies nothing it says.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqtk1l/its_just_so_good/pcajpmh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "\"a speed bump you believe in is worse than no speed bump\" is the real takeaway honestly. and it passes every test you write for it, because you write the tests with the same mental model as the hook", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpq735/four_ways_an_agent_walked_past_my_command_hook/pcc4y7t/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i don't understand the hate this post is getting. totally agree with you. on its own, claude seems to create a shadow re-implementation of the codebase in unit tests, which you then just have to drag with you as you modify the codebase. pointless. i created some rules around this which help a little, but it seems like an ingrained behavior.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccrphj/"}]}}, "verify.agent_code_review": {"praise": 176, "complaint": 82, "n": 258, "praiseShare": 68.2, "ci95": [62.3, 73.6], "regard": 0.472, "regardCi95": [0.448, 0.499], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "if you have 3 accounts with 20$ plan then yes, it's enough for heavy coding. /code-review consumes a lot, and it's essential to find bugs , that people always miss ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcbysrl/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs if you're wondering what to do with these: i use them to have an isolated claude tear my plans apart before i build. open-sourced it: <strict_link>", "link": "https://twitter.com/14996888/status/2104055969881665716"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "at least it actually finds real issues, astra just breaks everything whilst you're thinking it's fixed things.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woe3lo/is_opus_55_really_better_than_fable_in_your/pc3cssl/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the mistaken bug report is worth keeping in the write-up because it shows how a reference can point to real code and still get the explanation wrong. publishing that example makes it much clearer why a human reviewer needs to check whether the code actually supports the claim. that includes checking why the compatibility branch exists", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wri3sa/i_let_my_claude_code_plugin_describe_flasks/pce9k9p/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the problem with reviews is, that claude will always find something. had a talk with my colleagues about that and we all agreed on that.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wropen/i_keep_hitting_usage_limits_on_20x_plan_have/pcei3f2/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "if you use it as a reviewer, you’ll end up in a never ending loop with no convergence. that’s a huge problem with the opus 5 family. i hope anthropic can fix it at some point.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq1pjh/opus_55_for_everything_or_mixing_models_across/pc4k299/"}]}}, "verify.change_review_ui": {"praise": 38, "complaint": 69, "n": 107, "praiseShare": 35.5, "ci95": [27.1, 44.9], "regard": 0.498, "regardCi95": [0.473, 0.524], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i have it make human review tasks of what it did so i can review and give feedbakck. \n \nit litterally makes me checklists if what i need to do with step by strp instructions. doesn't mean i don't do other stuff to but it's actually quite important i do the things it tells me to do to check its work", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqfne5/whats_the_strategy_to_understand_what_your_app_is/pc42adm/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yes, claude using its edit mode displays a diff. that's exactly why op prefers it over claude using python", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqwi4h/why_claude_code_uses_python_for_everything_and/pc7xv5y/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs a visible review state turns “submitted” into an acceptance check, not a black box", "link": "https://twitter.com/2078041339099578369/status/2103813247300165882"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i gave up to review code already as ai generated too much code already for me. instead i rely on testing and document. i review document which much easier to read, and let the ai keep sync well between code and document, which much more efficient than review code directly", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpovtv/the_slow_collapse_of_code_reviews_how_do_you_deal/pc3st6g/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is why its better to build it step by step or if you do try to one shot something do it then start polishing it until you get familiar with it. waste of time to manually review code", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqfne5/whats_the_strategy_to_understand_what_your_app_is/pc3tzm9/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "not reviewing code is insane to me.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pc43gdb/"}]}}, "ui.display_settings": {"praise": 208, "complaint": 259, "n": 467, "praiseShare": 44.5, "ci95": [40.1, 49.1], "regard": 0.58, "regardCi95": [0.553, 0.607], "salience": 2.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yah, i was the cli for a long time, then, recently, i switched to the desktop and i'm really happy with it, the simple dictation, easy to see running tasks, usage, and all the sessions for a specific project in one place has been really helpful. idk if you havent tried it lately, worth a shot again!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pca0gfu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "was surprised that this wasnt more common.\ndesktop app with /rc ftw", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq49gg/claude_code_cli_vs_vs_code_extension_which_do_you/pcbk5db/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "that face adds a personal touch to the interaction.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrd9yl/made_a_claude_code_plugin_that_gives_claude_a_face/pcbkwhw/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i do think claude is one of the best if not best but the harness is just not good to work with. lots of unnecessary bloat in the software as we.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr57vg/claude_code_harness/pcb6ynx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yeah that setting does need verbose output set to true which is a bit taxing. how do you do yours? do you have custom claude .md so that you get the learning style you want?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqk827/im_doing_agentic_development_all_wrong_im_writing/pcbq6lb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "claude desktop is crap. i wish they took care of their desktop app like openai with codex", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcckr78/"}]}}, "ui.session_history": {"praise": 52, "complaint": 121, "n": 173, "praiseShare": 30.1, "ci95": [23.7, 37.3], "regard": 0.507, "regardCi95": [0.473, 0.537], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "auto resume is pretty great ngl", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcbyv3r/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "this is really nice, way better than grepping through the transcripts! ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqcrem/built_a_small_tool_after_asking_here_last_week/pc330om/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "ngl, i switched from terminal to the desktop version and like legit, been very happy with it. i used terminal for a long ass time but multiple sessions and projects running etc, it became hard to manage it all. \nthe desktop version made it so much simpler idk ymmv", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pc65m4u/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "desktop has better integration with visualization tools if you need to render diagrams and graphs while working. it’s tabs also makes it very easy to move around and track what sessions are still working if you’re ssh into multiple machines. the only downside is there’s no way (that i know of) to achieve the effect of using screen or whatever tool you like that keeps the terminal session open on the remote when you break the tunnel. makes working", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccn27z/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "cursor has \"export transcript\".\nclaude is less helpful in this regard, but the session is saved as a json file in ~/.claude/projects/... claude is happy to \"/save-session\" but the whole point is to avoid having an llm summarize it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp6nq9/do_you_guys_use_auto_compact/pcei5nr/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "it's a 143mb conversation. even any new conversation wanna take it back will be suspended. @claudeai @claudedevs <strict_link>", "link": "https://twitter.com/1727473653552398336/status/2104046526809157717"}]}}, "ui.interrupt_steer": {"praise": 12, "complaint": 28, "n": 40, "praiseShare": 30.0, "ci95": [18.1, 45.4], "regard": 0.49, "regardCi95": [0.469, 0.511], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i like to know when it's doing things like that. sometimes i interrupt it and tell it not to recheck things.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wji8f7/let_me_look_at_the_documents_rather_than_guess_it/pbwbuzb/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i think codex already has this feature and glad to see this in claude as well. nice little improvement and it really helps when you are in middle of important task.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqagzu/claude_added_graceful_stopping_point_in_new_update/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "how a menu-bar app drives a real claude code session: a message mid-turn, permission prompts answered in a bubble, and claude --resume to pick it up in terminal\ni built a macos menu-bar app that talks to claude code, and the interesting part turned out to be the plumbing rather than the app itself. writing it down because most of it is reusable by anyone driving the cli from their own program.\n<strict_link>\n \nthe setup: you hold a key and speak, ", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wonh3k/how_a_menubar_app_drives_a_real_claude_code/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs not sure why but this didnt happen on the last session... he picked up where he left off after reviewing the cache but yeah not graceful stop or halt", "link": "https://twitter.com/1732237892041179136/status/2103794600083116095"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "\"stop\" is exactly what i don't have. i can guarantee the question: when the session asks, the answer will be there. but stopping it if it can't answer? no. this is an agreement of intent, not a lock; a session that hasn't asked passes right through.\ni deliberately chose not to build the guard. to stop a session, you have to stand between it and its own tools — that means wrapping the client, and then you're no longer working in claude code or cod", "link": "https://www.reddit.com/r/codex/comments/1wgzaqd/has_anyone_made_existing_claude_code_codex/pbw56ev/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i'm building a hermes plugin for running coding agents and want to see how other people are doing this before i go further. would like to hear what works for you and what doesn't.\nmy setup right now: hermes only orchestrates, it doesn't write code. everything goes to claude code, codex or pi. hermes is on a vps and the workers run on my mac.\n* all the harnesses run in their normal interactive tui, no -p or exec. partly billing, partly because i w", "link": "https://www.reddit.com/r/codex/comments/1wpj1y8/how_are_you_guys_running_claude_code_codex_and_pi/"}]}}, "surfaces.remote_mobile": {"praise": 121, "complaint": 78, "n": 199, "praiseShare": 60.8, "ci95": [53.9, 67.3], "regard": 0.529, "regardCi95": [0.501, 0.56], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "realvnc works great to hook up to it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqpe3c/claude_code_on_a_raspberry_pi_4/pcc8b7u/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "so many things that i needed to figure out but claude would help if i asked. here's my list.\ngetting a macbook so i could have xcode. i did it all on a macbook neo i boughjt my wife for her bday in the summer\nunderstanding what game egine to use. i went with godot because it was completely free. \nfiguring out that i needed blender and textures to give to claude\njust writing a plan each night and setting up claude to work all night when i would go", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqfarg/my_son_and_i_made_a_smashstyle_fighter_starring/pc3qoe6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my workflow breaks the job done into tiny chunks which are implemented one at a time as pull requests. each task has a github issue and a pr which makes digesting what the app actually *does* really easy. it only takes a bit longer and i can do it all from a remote session on my phone.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqfne5/whats_the_strategy_to_understand_what_your_app_is/pc3qpdi/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@rudrank @claudedevs @claudeai needs to do so much work on remote experience to be a real work tool. codex is really strong there.", "link": "https://twitter.com/15122457/status/2104144796214263992"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "what can't remote control in claude code be more like codex. \ni can't start new threads on my machine remotely.\ni can't access old threads.\n@claudedevs", "link": "https://twitter.com/165334533/status/2104187645761142809"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@bqrkhn @claudedevs remote threads are why i keep codex when a job spans two machines. my claude code workaround is one tmux session on a box i reach via tailscale, so nothing has to resume. do you need a fresh thread on the remote box, or just old ones?", "link": "https://twitter.com/836197397185314817/status/2104190925513580548"}]}}, "surfaces.cloud_sessions": {"praise": 132, "complaint": 89, "n": 221, "praiseShare": 59.7, "ci95": [53.1, 66.0], "regard": 0.47, "regardCi95": [0.441, 0.502], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "thanks to claude cloud, i have done a lot in gyms and on the road at this weekend\n<strict_link>\n#claude @claudedevs @claudeai <strict_link>", "link": "https://twitter.com/2015273129606774784/status/2104153295476633683"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "i just used the credit to create [fundingspark](<strict_link>), a free service for artists to find grants and residencies, after i ran out of weekly credits.\ni created the repo on my pc, pushed to github, started the cloud session in it, built it (couple days), then pulled from gh back to my desktop.\ncloud spent these credits first, then when they were gone switched to spending my max. i don't believe the credits would have worked on claude code ", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqxydb/claude_code_cloud_sessions_what_are_you_using/pc9u6q7/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@kelvinkms_com @claudedevs claude has remote control for months already. this is a free coding vps. people are never satisfied, damn.", "link": "https://twitter.com/1474571995564195841/status/2103730737094566249"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "so i'm new to claude and got the 250$ cloud session credit, is this system designed to waste the credits or is it actually useful in anyway? left it running with a simple task and came back to this -\n>sample session log from simulated data (a 2-hour run that ended stuck)\n2 hour pointless test...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrt8ob/cloud_sessions/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "trying it now, and i literally have to now download files from the cloud session to run things locally then copy the output and post it in the session so the cloud session can process b/c it's not able to store keys. feels like a huge downgrade to the service. i now have to do more work and be at my computer instead of less! the only benefit is the credits, so i'm still using it...", "link": "https://twitter.com/398173256/status/2104095286578626913"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs looks like remote sessions don't play nicely with symbolic links. i have my ~/devel/ linked from /mnt/data and remote-session thinks it's a different directory and doesn't load files ? <strict_link>", "link": "https://twitter.com/1676490982055989248/status/2104338405979205849"}]}}, "rel.service_errors": {"praise": 15, "complaint": 239, "n": 254, "praiseShare": 5.9, "ci95": [3.6, 9.5], "regard": 0.463, "regardCi95": [0.395, 0.517], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "you think you can overwhelm claude servers with a 20x plan, this is not codex, they don’t even need bank resets to keep the servers alive. what you talkin about. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqmb9t/get_as_much_usage_as_you_can_by_tomorrow/pc54cj8/"}, {"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs claude is back in business now", "link": "https://twitter.com/1956954573614313472/status/2103570323325190161"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "my opus is working", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmv5zi/opus_5_model_overloaded/pba5q77/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "wait. claude code even works for you at all?!?! you must share the secret sauce to not running into http errors from their bad infrastructure with me...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqloz0/claude_code_keeps_flagging_harmless_shell/pc7e8ss/"}, {"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs i've tried submitting multiple times during different times and i always get \"the request took too long...\" <strict_link>", "link": "https://twitter.com/3095721641/status/2103862932341964901"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "rather than obsessing over the next frontier model to drive their ipo valuation, anthropic needs to focus on making sure their existing services actually work well.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpg6sp/yet_another_account_suspension_post_prompts_and/pby05rq/"}]}}, "rel.response_speed": {"praise": 165, "complaint": 183, "n": 348, "praiseShare": 47.4, "ci95": [42.2, 52.7], "regard": 0.576, "regardCi95": [0.545, 0.606], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i keep running out of session with opus55. much faster.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqnh3q/me_after_opus_55_release/pca1d74/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "5.5 is really good but it does have the same flaws as all the other agents. i think one of the biggest appeals (any why most love it) is the huge reduction in its draw on subs (5x just became more like 30x if you set it on medium effort) and it speaks plain language for the most part, oh and its faster and less verbose, all while being a solid reasoning machine. its fast, cheap, and works. that makes for happy coders.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjuv2/am_i_the_only_one_who_doesnt_like_opus_55/pca70cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it is truly vastly different from opus 5. the cost and response speed are also completely different. that helps me stay better focused.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pcb4klf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "um. around the same i think? opus 5.5 is like around 30 tokens/ a sec for me. but it warries quite a bit. 30 is properly on the lower end", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wriidg/opus_55_vs_sol_in_terms_of_speed/pccwa0e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "opus 5.5 feels painfully slow, but it does a good job. if i want quick iteration i use astra, because opus is so slow that it's like pulling teeth for smaller tasks. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wriidg/opus_55_vs_sol_in_terms_of_speed/pcdouht/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "but its still slow? because you make most decisions?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wradi9/why_normal_discussions_has_so_many_haters/pcft0al/"}]}}, "rel.client_failures": {"praise": 30, "complaint": 239, "n": 269, "praiseShare": 11.2, "ci95": [7.9, 15.5], "regard": 0.563, "regardCi95": [0.508, 0.611], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it used to be faster and less buggy, but i very recently switched to the desktop app completely as i don't see any remaining speed or performance issues, and the experience is far better for me.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccjlcy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i work for amazon and is somewhat “strongly recommended” to use kiro. i still use claude code at work and at home. so much better … (auto classifier, transcript details, integrated tooling, open source tooling, cli features, general stability, model fallback, sub agents control, etc …)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pccqcjf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yup. also i prefer claude harness because my underpowered laptop can't handle electron apps well", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqvwry/just_resubscribed_to_max_after_a_long_time_and/pc7y15k/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "omg stop! i have it controlling a 6 axis robot arm and it says that all day after a crash", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pcanovv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "the \"latest\" caveat hit me just now; gave the new go phrase, but then followed it up with something else before controller finished launching the authed workflow and it had to stop and say \"now that's the last typed message and it doesn't carry the right authorization\" 🫠\ntested the workflow provenance var - 0 and false definitely don't work. an empty-string theoretically would work, but even when my node and anthropic's bun setup were both regist", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/pcbtb90/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yes but if you use it for extensively watch for buildup of processes tying up your pc/ laptop and overheating it! i walked in and heard my fan seriously working overtime and cpu at 125%. apparently it kept spinning up more and more helper processes ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wls9ul/would_you_actually_use_claude_code_from_your/pcc2733/"}]}}, "rel.update_breakage": {"praise": 12, "complaint": 99, "n": 111, "praiseShare": 10.8, "ci95": [6.3, 18.0], "regard": 0.467, "regardCi95": [0.425, 0.506], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "so i think that's relatively new. they've reworked the desktop client recently and fixed it. for the longest time, the desktop version of claude code was pretty bad. they tried to get people to transition across but mostly failed. i myself have taken some time to get used to switching.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcdzpfy/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the simplest way i found (well i create a skill for that, but basically) : \nbut tell it to read the doc and review your skills. [<strict_link> \nsince the default skill builder skill is never up to date and always do shit. \nfor information, i didn't had to upgrade any skills from 4.8 to 5.5 actually. (it would have been necessary from 4.8 to 5.0) ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpydgg/opus_48_to_opus_55/pbzjc5m/"}, {"date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs correction: worked with the newest update", "link": "https://twitter.com/2044490183639179264/status/2103370986993131986"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i have so many different workarounds and overrides at this point just from finding out where anthropic's harness wasn't working the way i wanted 😅\nfor instance, i already ran into the places where agents misinterpreted anthropic-injected turns as my own voice (like their prompt suggestions and generated summaries do), so i already have a lot of my own controls to separate and label my actual words vs tooling disguised as mine. anthropic updating ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/pcdzlo3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "it aint been updated in ages! it getting updated soon! we see", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrz4mm/anthropic_really_abandoned_haiku/pch4y9n/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "this is the second time recently that a change server-side by anthropic has broken my system, and this one has no mention in the changelogs on their github so i thought i'd bring it here.\nmy workflows, as i'm sure many of yours are, require an explicit \"go\" permission. until today, that permission could be given from an askuserprompt. my system is set up so that i barely use typed responses. a fair number of sessions only have my opening launch w", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr8cw1/claude_code_workflow_harness_change/"}]}}, "account.support": {"praise": 21, "complaint": 256, "n": 277, "praiseShare": 7.6, "ci95": [5.0, 11.3], "regard": 0.392, "regardCi95": [0.353, 0.431], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "@claudedevs unlike openai who leave you out and dry", "link": "https://twitter.com/1955587166626533377/status/2103728664617885870"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "perfect, i did indeed do that and got accepted, it took like 15 minutes lol", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pbz5hpl/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "got my account back and refund.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpdeqa/just_bought_a_new_20x_account_and_after_1_hour/pc1v9ik/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i applied. never heard back after months. i maintain a couple dozen projects ranging from <phone_number> stars and multiple languages. not enough to get on their radar i guess.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrrvih/claude_for_oss/pcf4xfg/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs i have been with you guys since end of 2024. i need to get a hold of someone now. i’ve been trying forever and there is no other way . i’m so frustrated can i please speak to someone what is going on . this is more frustrating you literally don’t have good customer service", "link": "https://twitter.com/2058659551088377856/status/2104104627692081546"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs i can’t believe how much i pay and how long ive been with you guys and i still can’t figure out how the fuck to actually get someone on the fucknn in my line", "link": "https://twitter.com/2058659551088377856/status/2104160765859267003"}]}}, "account.billing_errors": {"praise": 2, "complaint": 130, "n": 132, "praiseShare": 1.5, "ci95": [0.4, 5.4], "regard": 0.465, "regardCi95": [0.371, 0.56], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "anthropic loves to play with its customers, token and usage limits to milk every week though the billing is consistent and always on time.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wf9uuf/wth_is_going_on_with_claude_usage_limits/p9wll0i/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "never got billed", "link": "https://www.reddit.com/r/ClaudeCode/comments/1sxfax5/claude_code_usage_shows_dollar_cost_on_max_plan/p9z4n7y/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i paid for claude pro plan, my money gpt deducted from my bank but claude declined my payment 😶", "link": "https://www.reddit.com/r/ClaudeCode/comments/1rvek4a/paid_for_pro_but_it_tells_me_im_still_on_the_free/pcbw2dl/"}, {"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "complaint", "text": "@claudedevs i clicked the links, but i didnt get any credits :/ i have the 250usd plan", "link": "https://twitter.com/287684911/status/2104236316300841410"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "did anyone had similar issue? i paid 200$ on september 2 and got receipt but my account is still in free plan. i am logging in to my account via google login but the difference between email in the receipt and the ones i have is that email in receipt does not have \".\" in it...\nfor example my email is [<email_address>](mailto:<email_address>) but the email in receipt that i got from calude is [<email_address>](mailto:<email_address>)\ni have never ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqt056/paid_200_but_account_still_in_free_plan_support/"}]}}, "account.bans_restrictions": {"praise": 15, "complaint": 209, "n": 224, "praiseShare": 6.7, "ci95": [4.1, 10.8], "regard": 0.519, "regardCi95": [0.453, 0.574], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "got reinstated this morning keep the faith everyone!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp9mxo/claude_account_suspended_for_suspicious_signals/pccnqyp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i stand corrected. i was just reinstated. anthropic is not evil after all! lol", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpg6sp/yet_another_account_suspension_post_prompts_and/pcco4mg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve been doing it for years in seperate emails. same card same name same billing address same computer. zero issues ever.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrnol4/are_multiple_20x_max_plans_allowed/pce26t4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "they were going to enforce the agent sdk credits back in june w a separate billing for -p but from what i remember they backed down. ohmypi and other harnesses don't seem to have any issues (a friend of mine used to use opencode not sure if it was a plugin he used to login but he's been fine) \njust use what you prefer and don't do it on a fresh account cuz itll likely get you banned for \"suspicious\" behaviour. its against their tos to host ai ser", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr57vg/claude_code_harness/pca07wr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "someone posted here a few days ago that they got banned and mentioned they were running multiple accounts. someone else posted that wasn’t allowed.\ni mean you could just as easily ask claude to look it up lol, just pointing out what i remember reading on reddit.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr5yr4/pro_plan/pca5puj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "can i use claude if got suspended? further any guidance for 2nd appeal?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1ruyhmg/claude_banned_my_paid_account_right_after_i/pcainbu/"}]}}, "account.data_privacy": {"praise": 21, "complaint": 132, "n": 153, "praiseShare": 13.7, "ci95": [9.2, 20.1], "regard": 0.475, "regardCi95": [0.43, 0.512], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "polarity": "praise", "text": "well played @claudedevs on auto bug reports. \naskuserquestions preview dialog did not show on mobile. i raged about it and insisted claude not use that feature while i'm on mobile.\ncame back to terminal and a dialog captured the bug asking me to send details to anthropic.\nonly the bug details and environment (not full transcript). this feature, i'm okay with. now let's see how long for it to be fixed.\nshould've snapped a screenshot before the dia", "link": "https://twitter.com/2051863963797725191/status/2104315381825347747"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "praise", "text": "microsoft owns git my dude are they reading the code , op specifically said that “employees of openai are reading code” and it’s no problem to put code into enterprise instances for claude as well, otherwise it would be no point in even using claude code. it’s only a problem if you use your personal account. i suspect most people here have never even worked in this field because they have 0 clue how anything works", "link": "https://www.reddit.com/r/cscareerquestions/comments/1wr151d/ai_is_running_our_company/pccqfgp/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "maybe most of us are a bit less worried about if a few lines of code are used as a training case to improve something we are using on a daily basis.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woo4to/when_you_are_asked_to_give_feedback_about_a_model/pbr9reo/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "did you have to provide claude permissions to repos on your profile ? or install claude ci review bot? \ni’m a maintainer as well but didn’t have luck with their oss sub. i got “claude is requesting updated permissions” on my github repos, that im skeptical about.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn1g58/got_accepted_into_the_claude_code_oss_program/pcbl0cp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "today they started even to send around here in europe emails, comanding users to change theyr api key - visualizing the full api key of the user in the email. how stupid are they??????", "link": "https://www.reddit.com/r/ClaudeCode/comments/1vqoba2/something_is_seriously_wrong_with_anthropic_right/pcc3rlh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "<strict_link>\njust quickly blacked the api key and my personal data - but this is the way this idiots send around emails!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1vqoba2/something_is_seriously_wrong_with_anthropic_right/pcc494u/"}]}}}, "requests": {"authorWeeks": 3579, "themes": [{"theme": "One-off usage limit reset now", "criterion": "limits.reset_schedule", "authorWeeks": 142, "posts": 156, "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs cool little feature, i like it. now reset our weekly limits. <strict_link>", "link": "https://twitter.com/2004932598028795906/status/2103590794972316019"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@lydiahallie @leodev @claudedevs @edwinarbus @trq212 you can also give us a reset :)", "link": "https://twitter.com/1781366439313801217/status/2103572889039770103"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs this is fantastic. may you reset the weekly usage &lt;3", "link": "https://twitter.com/128020934/status/2103557059253875167"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 72, "posts": 73, "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "im not telling its not good, it is great, but you dont have the limits to run it as a normal work process, hence my ferrari analogy, ferrari is a great car, but you need to have a lot of fuel available to make it work.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo0jek/mixed_feelings_0_work_done_but_main_context_is_ok/pc65b6w/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "claude limit since end of promo is a joke. \ni have subscribed to glm coding lite while i have claude code pro. \ni ask opus 5 to plan the work then use glm 5.3 flash max thinking to code. \ni don’t run on 5.3 max because the limits are bad there too. \nflash 5.3 is amazing at following plans written by opus and also at writing unit tests. \nonce flash finishes coding i ask sonnet to review against the opus’s plan and this is working fine for me. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn6i74/limits_are_brutal/pbdlp47/"}, {"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "same. been using only claude. but these limits are terrible. openai has been so much better and less stressful", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wlhghz/how_are_others_handling_fable_51_usage_limits/paytemv/"}]}, {"theme": "Additional or recurring bonus usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 62, "posts": 69, "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs much needed change. on that note can we have another reset pleaseeeee. it's been so fun working with it.", "link": "https://twitter.com/1687812518461460480/status/2103651618067738877"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "mine used to do that when fable first started but it hasn’t don’t it after the first week or two. was really annoying. i hope that is a thing again and i didn’t see a setting and i looked everywhere for that.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo5eaw/is_this_a_new_feature_in_cc/pbzmik7/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "if the capacity exists, claude offering a free immediate reset while codex/open-ai have downtime would be a tremendous flex. \n@claudedevs 👀", "link": "https://twitter.com/17884687/status/2103629431969628261"}]}, {"theme": "Stop nerfing or degrading models over time", "criterion": "models.quality_drift", "authorWeeks": 59, "posts": 62, "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "please, dario, don't 'optimize' opus 5.5! seriously, why cannot we just have nice things??", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfk19s/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "opus 5.5 has been so fucking great, fast, much less verbose, objective, very efficient with long shot tasks and loops, as orchestrator and less token burning. @claudeai @claudedevs give us a huge huge favor: don't dare to nerf it.", "link": "https://twitter.com/2057822650752200704/status/2104022567157731336"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "i pray for this to not be subsized to death and won't be nerfed within 2 weeks. but i have trust issues with anthropic ngl.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsz67/opus_55_has_absolutely_restored_value_to_the_200/pc71cif/"}]}, {"theme": "Remove the 5-hour usage window", "criterion": "limits.window_interrupts_work", "authorWeeks": 55, "posts": 56, "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs what about removing the 5 hour limit like codex? 🤣", "link": "https://twitter.com/2021979114232766464/status/2103827423884107933"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why not remove 5hr limit no one asked for that.\ncursor doesn’t have it , codex pro doesn’t have it and you should also not have this.", "link": "https://twitter.com/1970761241338515457/status/2103741620764209564"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs there shouldn't be a 5-hour limit on the max plan 😢", "link": "https://twitter.com/2171114577/status/2103685382026170533"}]}, {"theme": "Compensation reset after outages or bugs", "criterion": "limits.reset_schedule", "authorWeeks": 40, "posts": 41, "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs it asks me to upgrade to max to continue usage, when i already have max. \nwhat a great bug report i just gave (it's true), please provide me a reset (i'm at 100% *cry*)", "link": "https://twitter.com/385031027/status/2103507476557758553"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs nice. good way to deal with the distillation attacks. \nthough it would be cool if you’d reset 20% of my weekly use because claude code on cloud drained my usage instead of the 100 usd promotional credits because for some reason it switched to local instead of being on cloud.", "link": "https://twitter.com/792642814840606720/status/2103171608911200466"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@dronesnaphot @claudedevs they should compensate with a reset.", "link": "https://twitter.com/1937729429670596609/status/2102767178445676874"}]}, {"theme": "Shorter, less verbose responses", "criterion": "work.response_verbosity", "authorWeeks": 38, "posts": 38, "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the usage limits are great currently with opus 5.5 but they would go even further if it wouldn't dump a novel full of claude-speak at me in every answer. \nyou need to get that verbosity under control!", "link": "https://twitter.com/1823237976295383041/status/2103604406109266061"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs but can it reply with a simple yes or no and avoid dissertation length responses….nope. context would be far lighter if it could manage this one simple thing", "link": "https://twitter.com/1959700170771144704/status/2103172816732660155"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's a low bar, and it only barely clears it.\na big part of this is the 2mb of begprompts in code, which easily overwhelm any output style or rules you have set. but even without that, it's wordy af regardless of instructions trying to shape how it responds.\nthis might be why caveman mode actually works; it's out of left field and so it sticks out. doesn't average well with all of the other begprompts.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnt4d3/they_fucking_cooked_yo_opus_55_is_a_massive/pbm1sht/"}]}, {"theme": "Bankable usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 37, "posts": 38, "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "we need another opus 5.5 banked reset please. @anthropicai @claudeai @claudedevs", "link": "https://twitter.com/1925021856182005760/status/2104229640722059560"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@anthdm it would be so funny if @claudedevs dropped a banked reset while we’re all waiting for codex resets", "link": "https://twitter.com/1955837169039540224/status/2103874192668258418"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why not just give a banked reset so you avoid this confusion? 🤔", "link": "https://twitter.com/1972150275881172992/status/2102979273795531156"}]}, {"theme": "Fewer false-positive safety blocks on benign tasks", "criterion": "work.safety_refusals", "authorWeeks": 36, "posts": 42, "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "what are you labeling as safe or unsafe? the cases i'm most interested in are skills that legitimately need file or network access but look suspicious to a scanner. that's where our false positives hurt.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr874k/has_anyone_found_a_reliable_way_to_scan_agent/pcbap0x/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "opus 5.5 refuses to use the 1password cli (op cli) tool even though anthropic sent an email advertising the integration. the are so many safeguards that it makes the model that makes it useless for most sysadmin tasks (won't initiate a ssh connection or use a command that requires sudo). great coding model but damn, it has some huge weaknesses and almost all of them related to overly aggressive safeguards. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc14vdn/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "it was unable to correct my forgetting to prefix an api key with \"sk-\" because it got flagged as credential hunting", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc03ja5/"}]}, {"theme": "Higher allowance on top-tier plans", "criterion": "limits.plan_value", "authorWeeks": 33, "posts": 33, "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@_ak_111 bulshit! this is the banked reset even. stop sharing trash please, this is max. @anthropicai @claudedevs @claudeai we need more please. <strict_link>", "link": "https://twitter.com/1994924372906381312/status/2104147800418394350"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @bcherny can we please have a higher weekly limit on $200 plan", "link": "https://twitter.com/1477665270730743810/status/2104037181245288455"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "i've spent all of them (max) in one night. can you give me more @claudedevs ? <strict_link>", "link": "https://twitter.com/131697616/status/2103326409691365800"}]}, {"theme": "Published exact usage limits per plan", "criterion": "billing.pricing_clarity", "authorWeeks": 29, "posts": 29, "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "time they change the marketing words or adjust the #x to reflect reality.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn0xn9/max20x_is_now_just_15_times_better_than_max5x/pbenhpz/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "to be honest, the subscription model is a scam. this should be regulated. consumer should be certain on how much services they have purchased. let alone swapping deteriorated product ubder the scene.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whl1rv/subscription_vs_api_are_different/pa407ad/"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "no, it's increased session usage. while your weekly usage is increased, they don't publish the exact numbers (as it changes based on demand from api consumers). basically, we get the projected remaining usage based on forecasting from the prior week which is why your available usage can seem massive some weeks, and barely worth it on others. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh8fpg/do_i_not_get_5x_the_weekly_usage_if_i_buy_the_5x/pa0d1is/"}]}, {"theme": "Let in-progress task finish at cutoff", "criterion": "limits.window_interrupts_work", "authorWeeks": 27, "posts": 28, "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs 这个设计细节其实挺关键。以前跑到一半被硬切，改到一半的文件直接糊掉，比报错还烦。给个固定小额度让它收尾，比单纯放宽limit聪明多了。", "link": "https://twitter.com/2058644022932258816/status/2104311955167326231"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs stopping mid-edit was one of the more frustrating parts of hitting the session limit. giving claude code a small wrap-up allowance to finish the current change cleanly is a practical fix, especially on longer coding tasks.", "link": "https://twitter.com/1664925446/status/2104207782971154524"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs or it should treat us like the properly on time recurring paying customers we are and just let it finish.\nwhat the fuck you greasy snakes quit destroying hours and thousands of dollars to create more issues and rework and respect time and energy\nfigure it out\ncodex is better", "link": "https://twitter.com/1709524258123063296/status/2104201575417999491"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 1424, "negative": 3609, "positiveShare": 28.3, "ci95": [27.1, 29.6]}, {"week": "2026-09-07", "positive": 996, "negative": 2354, "positiveShare": 29.7, "ci95": [28.2, 31.3]}, {"week": "2026-09-14", "positive": 1249, "negative": 2538, "positiveShare": 33.0, "ci95": [31.5, 34.5]}, {"week": "2026-09-21", "positive": 2899, "negative": 3018, "positiveShare": 49.0, "ci95": [47.7, 50.3]}]}, {"id": "codex", "name": "OpenAI Codex", "maker": "OpenAI", "facts": {"version": "GPT-5.1-Codex Max (2025-12-04); GPT-5.3-Codex referenced on leaderboards; GPT-6 Astra (frontier, non-Codex-specific) released 2026-09-03", "released": "GPT-5.1-Codex Max: 2025-12-04", "price": "Free, Go $8/mo, Plus $20/mo, Pro $100-200/mo, Business $20-25/user/mo, Enterprise custom. API: GPT-5.1-Codex Max from $1.25/$10.00 per 1M tokens", "model": "GPT-5.1-Codex Max / GPT-5.3-Codex", "surface": "CLI, IDE extension, cloud (ChatGPT), API"}, "sources": [{"channel": "Reddit", "selector": "r/codex", "posts": 103122}, {"channel": "X", "selector": "X search: OpenAI Codex, Codex CLI, Codex app", "posts": 9956}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 5605}], "records": 118683, "judgingPosts": 48990, "authors": 29813, "authorWeeks": 42849, "reach": {"shareOfVoice": 30.27, "value": 1.0}, "regard": {"positiveAuthorWeeks": 6229, "negativeAuthorWeeks": 16170, "rawPositiveShare": 27.8, "rawCi95": [27.2, 28.4], "value": 0.454, "ci95": [0.448, 0.46]}, "score": {"value": 67.4, "ci95": [66.9, 67.8]}, "ranking": {"rank": 2, "rankRange": [2, 2]}, "criteria": {"paying": {"praise": 2224, "complaint": 10088, "n": 12312, "praiseShare": 18.1, "ci95": [17.4, 18.8], "regard": 0.432, "regardCi95": [0.422, 0.441], "salience": 55.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "max is just perfect for sol 5.6, at least for me, myself and i..", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9usgz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yep, this is it.\nand somehow this doesn’t really make me angry, quite the opposite: stay ahead of the curve and love the resets, or stay behind and cry about them.\ni actually started at around −7 on this metric. pushed through today and got it to roughly +11. at least i didn’t make a loss this way, and today was basically free.", "link": "https://www.reddit.com/r/codex/comments/1wr3yev/ive_been_seeing_a_lot_of_comments_circling_around/pc9weze/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "how does it take away any quota? the reset basically makes the new limit available earlier. cumulatively, you actually get more usage. if you don't use it fine, but if you do, its your benefit.", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc9wmn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yup you're right oai are very generous and some people need to go back to school with how bad their basic logic skills are.", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc9yho1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "they are def better then astra, and a lil bit better then sol. the resets also don’t set your reset back a week", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pc9zqfa/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "lmao this guy is on point. codex used to be amazing with $200 in terms of limit caps. i would have to be dev super hard for 12 hours a day to get my limit down to 10%. now you can burn that in two days. \nmeanwhile i have claude 5x $100 sub and that takes effort to max out every week. thankfully fable makes it easy. ", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9sa8z/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "even as a swe im not paying that", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9snom/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "$200 plan with european taxes is already at 250€ both price points are a considerable sum for most people and at a very significant breaking point for people i suspect.\ni do have a hard time understanding how a subscription to chatgpt can be justified in the car payment or cheap rental apartment territory of things to pay for at $500 or 600€: i suppose it is somewhere inbetween acquiring a second car or a second apartment but that has got to be a vanishing lot of people to go for especially if you think of it 5-10 years down the line like you have to? where will ai be by the time you would have paid for a car or apartment? nevermind next year or after?\ni don't think individual inference need", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9sut2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "my sub ended today, now i'm waiting for tuesday dev day. if they don't come around with sth. amazing (included in $20 plan) i'm with claude.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9syss/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "4d chess! no users = infinite limits!", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9tu0v/"}]}}, "setup": {"praise": 340, "complaint": 652, "n": 992, "praiseShare": 34.3, "ci95": [31.4, 37.3], "regard": 0.443, "regardCi95": [0.42, 0.466], "salience": 4.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i'd take this as an opportunity to go tell your codex to investigate how hooks can help you. i promise it'll be worth it.\ncodex can set it all up too, so it's hardly as complicated as most people think.", "link": "https://www.reddit.com/r/codex/comments/1wqyau5/i_gave_sol6_medium_a_10_dollar_budget_it_blew_200/pca1wn4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "fix #1 worked for me, spent 7-8 hours trying to troubleshoot this yesterday because both pcs have the same issue now. thank you so much!", "link": "https://www.reddit.com/r/codex/comments/1wr9j49/fix_chatgpt_windows_app_stuck_on_loading_spinner/pcav2bs/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "interesting take. i’ve used gpt image since v2, which i found better than nano banana pro for my use case, to turn hand-drawn sketches into app assets for products i built commercially, without having to leave codex for some mcp workaround like i’d need with claude, because, cough, there’s still no native image-gen tool in cc lol. \ni shipped those products, had the vibe-coded output reviewed by real devs, and made enough from them to become financially comfortable. if that’s “mid,” fine. \ni pay 20x for both btw, mainly because claude is still useful as a sanity check. it has strengths, but anthropic still gives you a 5h wall and charges separately for faster inference, while codex 5x/20x doe", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcf8hoo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "my $20 happened to be up today, so impulse cancelled last night. been playing with opus5.5 today for personal projects. i'd say it goes through a quarter the quota that astra did, with at least as good code quality. in fact, i never used to use astra, because it would burn through my 5-hour quota in 10 minutes, even on medium, which i always kept it at. so i was stuck with nerfed sol. guess i could have gone back to 5.6-sol, but i swapped to opus instead, and that was the better play for sure.\nand this is not done lightly. if astra was like 95% of opus (which it seems to be), and used a _bit_ more plan, fine. openai lets you use your own harness, which is huge for me, so there's good-will to", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcgchqj/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "this shouldn't be a thing but kudos to the @openai codex team. working like this is amazing. i don't even have to leave codex. plus i realised that browser extensions are finally here as well! love the new update. can't wait for devday. <strict_link>", "link": "https://twitter.com/2517672250/status/2104011478797787366"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the only way i got anything to work is the beta app for windows...which was last updated in july, probably before they started to vibe code it with astra and fuck everything up. \non our end the user side, only models available are 5.6 sol in this beta version of the app and 5.5 lol gpt 6 isn't even in the model selector smfh", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pca2uup/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "of course that was the first thing i tried lol uninstall re-installed, nothing worked", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca71jo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they're going full sony on this one. i believe they're also tired of people using mcp to similar codex and they're trying to break that \nwhere are you seeing this though? i don't see it yet ", "link": "https://www.reddit.com/r/codex/comments/1wr2ehk/chatgpt_pro_5x_is_now_standard/pcadeqw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "this smells a little bit like a mild case of ai psychosis. it doesn't sound like you are fine-tuning. it sounds like you're loading context. \n\\>  the real cost is the multiple model calls per image job with the image in contex\nthis is why agent usage scales quadratically with context size. that tool call output (or image in your case) is an input token (hopefully cached) read minimum of 1 but possibly hundreds of times. literally every time you say \"now make it more purple\" that image, log, source file, etc is more input tokens.\ndoes anyone still use mcp's? they are wildly inefficient. for the same reason as above.", "link": "https://www.reddit.com/r/codex/comments/1wr97hm/codex_lazily_uses_context/pcarfmh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so the fix i found is just exit your codex session account from web (through security tab in settings) and then rejoin \nworked for me!", "link": "https://www.reddit.com/r/codex/comments/1wrdq32/cant_load_codex_in_windows_11/pcbxajq/"}]}}, "models": {"praise": 735, "complaint": 3100, "n": 3835, "praiseShare": 19.2, "ci95": [18.0, 20.4], "regard": 0.424, "regardCi95": [0.408, 0.438], "salience": 17.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "no point in using 5.6 terra anymore, 6 sol is more or less a drop in represent.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca4xum/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "agree. it's too good. they can't let it last unless it really is just that efficient it could be the first model they aren't forced to nerf.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pcabhky/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i hope they wont nerf astra, this model is so damn good, we need the same astra but cheaper :x \nlet me dream guys!", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcauu3q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "if the poster was actually a codex user since 5.0, he would realize that luna is better than older frontier models, at dirt cheap price. and would stop complaining...", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcaxnif/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "if the op of the twitter post was actually a codex user since 5.0, he would realize that luna is better than older frontier models, at dirt cheap price. and would stop complaining...", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcaxso0/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "it's more like a sonnet with thinking off", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9vdq0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "last week-2 weeks have been not good for gpt. very good for claude, compounding effects. ", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc9w5q0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they really need to reset the model stack. i mean i'm sure that each generation between 5.5 and 6 has gotten better at something. i'm not exactly sure what because it basically is unusable for serious coding. \nliterally lost in a c++ code base.\nmangles everything it touches.\ntakes 15 minutes on a short run.\nwildly expand scope. \ninvents in ludicrous defensive checks against impossible situations. \ncontinually routes c++ code/data to javascript ui for no reason.\nloses track on simple declaration headers.\ni get better results from ossgpt20b.\nswitched to claude after 3 years with openai. it'd have to be 2x generational ...a total model overhaul for me to go back.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9zpqi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i'm not getting paid for that. i'm not wasting my tokens fixing their shit. i'll just switch manually and cancel the 2nd account. i don't pay for a service for it to not only become consistently worse but then also have to actively fix it every update.", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pca0ceu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the only way i got anything to work is the beta app for windows...which was last updated in july, probably before they started to vibe code it with astra and fuck everything up. \non our end the user side, only models available are 5.6 sol in this beta version of the app and 5.5 lol gpt 6 isn't even in the model selector smfh", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pca2uup/"}]}}, "context": {"praise": 531, "complaint": 969, "n": 1500, "praiseShare": 35.4, "ci95": [33.0, 37.9], "regard": 0.499, "regardCi95": [0.479, 0.519], "salience": 6.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "im a literal software engineer and use luna to work on enterprise codebases, it reads through hundreds of files for me, researches for me and helps me prototype. also reads linear tickets and helps me make pr descriptions quickly all the time\nif you couldn't use it to push something, you are facing what we call a skill issue my friend.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca29x7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it’s thorough in doing exactly as requested and almost anything that’s logically connected to it for me (basically saying if something is abstract for most humans, it’ll also be for it) ", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pcbqjcf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "except if you have 1 tb of vram, a local model will never be at the level of astra/opus5.5, and then get ready to warm up your computer. as soon as you work in a real code base with a lot of files and an important context to understand, it’s difficult for small models to be so good.", "link": "https://www.reddit.com/r/codex/comments/1wrn2uz/gpt_56_sol_completely_nerfed_after_astra_release/pcdzsnt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "so far for me that seems true.\nthings that really show:\n* better code quality. it thinks about the implementation more rather than shooting for a quick patch\n* for non-code tasks, it spends more time thinking. for example, a 3d model workflow: astra took like 5 pictures and figured \"meh probably good enough\". while opus took at least \\~30 at every possible angle, and fixed small mistakes here and there. astra was significantly faster, but used more usage.\n* better at admitting defeat: i couldn't find the bug, but we can test my theory.\n* better at asking questions when dealing with ambiguous requests\n* much better at dialogue. it's not exhausting to read. astra is a major step ahead of sol i", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pch16yo/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "i cant believe im this late to the party im literally never touching claude or codex again\nso so late\nive been seeing people talk about ssh and tailscailing for months/ages\ndespite that ive been trying to create \"infra\" that allows me to cross communicate between all my harnesses (since they have their own strong suits)\njust got hermes cloud to ssh + setup direct connection w my claude and codex app locally\ni have it cua via codex from cloud if needed\nnow it just orchestrates and reconciles for me so memory/context is never an issue and i dont need that overengineered setup i had\nthere's genuinely no going back\nhow am i this late it's like i had an epiphany, wow\ngod damn", "link": "https://twitter.com/2002411334865190913/status/2104283821537738853"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i think they changed the master prompt with astra or the thinking effort to try and reduce token usage. it seems like the same model, but it just doesn't care as much anymore. i remember when i first used it, the thing noted every tiny thing in my [agents.md](http://agents.md) and would even point out errors in it. now it ignores a bunch of my documentation. \nit's insane because on plus, you'll be at \\~100k tokens in the context window and \\~50% of your daily will be gone. on opus 5.5, that's like \\~5% at most lol. ", "link": "https://www.reddit.com/r/codex/comments/1wpvp0i/absolutely_0_doubt_in_my_mind_astra_has_been/pc9uhng/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i never used luna 5.6, but luna 6 high has profound mental retardation.\njust an example: when i asked it to commit and push the changes, this model... tried to do it through the github api for some reason, failed, then told me that it couldn't push because of restrictions. only when i said that there were no restrictions on my side (they were set to \"approve for me\") did it do what i told it to.", "link": "https://www.reddit.com/r/codex/comments/1wr2dda/i_ran_100_terminalbench_21_slots_on_luna_56_and/pca09lm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so its not just me that codex since astra launched has become a potato and a liar? it just cant follow simple tasks and skips majority of the knowledge and critical data i need checked.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcawjud/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "apply_patch stops working if the model reads any instructions that has anything near to \"do not edit files\". after removing that line, apply_patch error went away. ", "link": "https://www.reddit.com/r/codex/comments/1wrazdi/i_cannot_take_this_anymore/pcba65q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "idk what project your working on. ours is pretty complicated as we build crms with multiple va tools in 1 app. gpt 6 does not spew \"almost scary\" good code in our use case as it sometimes ignore some parts or details of the required context.\nyou spew out your ranking. call people stupid and cant code(which is a comment to my post ive been a software engineer for 11 years 💀 ). glaze 6 sol without recieps\ndo note that the reason i split them into 3 categories is due to use cases. there will be aspects where 1 model is better then the other you dont need call skill issue because one model is better than the other on some peoples use cases", "link": "https://www.reddit.com/r/codex/comments/1wrfke3/ranking_and_usage_of_models_based_on_experience/pcca69r/"}]}}, "work": {"praise": 3167, "complaint": 3648, "n": 6815, "praiseShare": 46.5, "ci95": [45.3, 47.7], "regard": 0.501, "regardCi95": [0.492, 0.51], "salience": 30.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "hard disagree, i’ve had problems that have been acting as an ‘ai trap’ \na request so convoluted and complicated the ai ended up going in circles never solving my problem, gpt 6 sol is the first to break the loop and realize how to actually fix the problem/make progress.\ni’ve been happy thus far ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9u25k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "im a literal software engineer and use luna to work on enterprise codebases, it reads through hundreds of files for me, researches for me and helps me prototype. also reads linear tickets and helps me make pr descriptions quickly all the time\nif you couldn't use it to push something, you are facing what we call a skill issue my friend.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca29x7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "astra already does this for me. \nthe limitation for me is actually my own imagination, and subjective ui.\ni’ll create a detailed prd that is say 30 pages long. it even upgrades things i didn’t think of and i agree. for example, for roles, it integrated mfa with authenticator for admin profiles. i didn’t even ask.\nbut then, i can’t help but keep iterating… lets add export here. lets go ahead and add a simple email cms to customize templates. heck, after that lets add automated triggered emails. then lets add dynamic review solicitations after the 3rd order.\nyou get the idea. ai can build it but it can’t read my mind and sometimes my mind doesn’t even know it wants xyz until i see abc.\nbut it’", "link": "https://www.reddit.com/r/codex/comments/1wqula3/have_you_heard_about_gpt6_aeon/pca3dhn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "not every way. astra is a larger model and it shows in stuff like 3d generation, it makes by far best and most logical layouts and gets closest to references unattended. from coding perspective it also does a bit better in some insane tasks like \"my mouse scroll button sometimes goes in the wrong direction, can you rewrite it's whole firmware so it stops doing that in arm assembly\". astra also does not auto reject infosec questions as much, anthropic models are completely useless here. \nstill, you pay like 200% premium for these features, opus is **far** more efficient.", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca4ugt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the point is that astra will tell you that you’re wrong dude, and explain it to you, and clarify all your questions. the fact that people don’t want to learn from ai and revel in their ignorance is sadder than people directing all their thinking to ai", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pca5ju6/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i work in bioinformatics and completely agree. i've basically given up using it and go for 5.6 or claude. \ni don't understand how they missed the mark this badly. ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9t5dh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "\"no buts its <isbn>x efficient\"\n*dumber than qwen 27b*", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9te01/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "two weeks later: we have optimized our new models. they have even less token usage.\n resulting in you needing a $10,000 subscription to make it the entire week and also the models refuse to work at all and ask you to run commands for them. ", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9uydq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they really need to reset the model stack. i mean i'm sure that each generation between 5.5 and 6 has gotten better at something. i'm not exactly sure what because it basically is unusable for serious coding. \nliterally lost in a c++ code base.\nmangles everything it touches.\ntakes 15 minutes on a short run.\nwildly expand scope. \ninvents in ludicrous defensive checks against impossible situations. \ncontinually routes c++ code/data to javascript ui for no reason.\nloses track on simple declaration headers.\ni get better results from ossgpt20b.\nswitched to claude after 3 years with openai. it'd have to be 2x generational ...a total model overhaul for me to go back.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9zpqi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i never used luna 5.6, but luna 6 high has profound mental retardation.\njust an example: when i asked it to commit and push the changes, this model... tried to do it through the github api for some reason, failed, then told me that it couldn't push because of restrictions. only when i said that there were no restrictions on my side (they were set to \"approve for me\") did it do what i told it to.", "link": "https://www.reddit.com/r/codex/comments/1wr2dda/i_ran_100_terminalbench_21_slots_on_luna_56_and/pca09lm/"}]}}, "checking": {"praise": 224, "complaint": 277, "n": 501, "praiseShare": 44.7, "ci95": [40.4, 49.1], "regard": 0.514, "regardCi95": [0.484, 0.539], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "what i find is that opus can even break the code and leave you with **unusable** software, while astra will never break anything, and will verify that things work –in its own way– but that they work before delivering results.", "link": "https://www.reddit.com/r/codex/comments/1wpveoe/astra_vs_opus_55_my_impressions_on_hard_project/pcbtxos/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "cancelled my coderabbit subscription this morning\nspent 2 hours writing a custom script that uses codex cli + gpt-6 luna at max reasoning effort to do the exact same thing. reviews prs, leaves comments, catches issues and i also sync my review rules from notion so it actually follows my standards\nand it's basically free. runs off my existing codex sub, and luna at max reasoning is so token-efficient it barely registers as usage\nmeanwhile coderabbit wants $30/mo minimum and caps you at 5 pr analyses per hour?? that's genuinely hard to justify when the diy version took me a single morning\ni remember a few months ago being on the other side of this argument. people were saying ai kills saas and", "link": "https://twitter.com/1895398810299318272/status/2104152229334896683"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@__roycohen yeah i mean, i love the codex app, i've loved 5.6 sol and was completely out of anthropic.\nbut there's no denying that if you give the same task to astra and to opus 5.5 right now, opus 5.5 feels significantly more magical.\nastra is a great reviewer of opus though.", "link": "https://twitter.com/174970722/status/2104223206823649358"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "i have claude max then then it calls codex and gemini as reviewers. been working well for me.", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wr7nqy/if_you_were_paying_which_one_would_you_go_with/pcgptpu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "i jumped on the opus 5.5 wagon earlier in the day after i had ran out of limits on my chatgpt x5 pro plan.\ni will tell you this i was able to code a lot more quicker and in precision with codex than i have been able with claude code. i have been working on a code with claude code all day using opus 5.5 max and it has been very diligent before giving a final result. bare in mind the whole folder i had claude code work with is a duplicate of where chatgpt x5 astra had left off.\nin all honesty i can see this. codex is much better for precision engineering - you have more control of the wheel and can make mistakes though i have liked this approach because i am explained by codex what has gone wr", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wqtlca/sticking_to_chatgpt/pch62ae/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so its not just me that codex since astra launched has become a potato and a liar? it just cant follow simple tasks and skips majority of the knowledge and critical data i need checked.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcawjud/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i literally responded to astra \"do i look like qa to you\"", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcbufmi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they try to mask it by making the 5.6 sol even dumber. yesterday it claimed it edited a file and when i told it it didn't, it admitted it only reasoned about it but forgot to edit. this never happened before with 5.6 sol.\nthat's when i cancelled my sub.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pccmk7f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "wdym right? it should have at least told me astra is not there? instead of lying. this was sota model just a month ago.", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcczqyo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "thanks yes it turns out it wasn’t there. i assumed all openai models would be on at default. i feel so mad for all the times it acted like it was using astra when it was luna lmao. i have now told it to add it", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcd0jns/"}]}}, "interface": {"praise": 475, "complaint": 931, "n": 1406, "praiseShare": 33.8, "ci95": [31.4, 36.3], "regard": 0.431, "regardCi95": [0.41, 0.452], "salience": 6.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "just ask codex to change its ui back to the old style without sidebar.. it will do it", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9wmon/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "this. \nmy codex designed us a custom harness using the app server. i love it and i can just add anything i want at any time. much better ui for us than anything they make - i would fully expect anyone who is serious about this to have their own setup.\ni actually never used the app - always used cli. looked at the app once and saw it would not work for me and then designed our own one!", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pcb53k6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i think the new ui is great", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pcbsx70/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "because i use the remote access through the phone app while codex is doing its thing on the machine. i already have the cli and ssh set up, but i don’t want to ssh in every time. the desktop/app workflow is more convenient for how i use it.", "link": "https://www.reddit.com/r/codex/comments/1wrgwlq/update_broken_no_problem/pccf1vu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "that clears it up, thanks. i'd rather see “unknown” than retry and accidentally have two sessions doing the same job. appreciate the detailed answer.", "link": "https://www.reddit.com/r/codex/comments/1wotij6/i_built_sessionpeer_to_message_live_codex_and/pcde8p5/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i just want my app screenshots taken with cmd + cmd to not switch sessions and abrupt transcriptions.", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9uv7w/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "is this some new update? i'm still on the old ui. in the web app, they've also messed with a lot of things. the only good thing about it is that you can set now codex theme there, too. but yeah. what i don't get is why make it so complicated to see the full history and filter through the chats, whether in codex or web or mobile. and that's across all providers. that time when you used to be able to search only by fucking chat names in claude was the most useless search option ever. ", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9v61l/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "love paying $200/month for a broken windows app, sidebars inside sidebars, and a chatgpt classic / codex / work chat identity crisis. apparently figuring out where to type is part of the workflow now. the nudges toward work mode feel less like “helping me work” and more like “helping me burn through my codex allowance.” then we’re supposed to applaud surprise resets. i wanted dependable software, not a fucking paid beta with usage drops announced like sneaker releases.", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9zlzx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "<strict_link>\ndoes anyone is facing this too? cant initate nothing and my old chats is gone, cant click on my user, nothing", "link": "https://www.reddit.com/r/codex/comments/1wmgw7p/codex_usage_and_operation_discussion_last_updated/pca6i9m/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the daemon is a real nightmare. moved the rest of my projects over to wsl finally just because i was so annoyed.\ni also think arrow hotkeys are annoying. the worse is alt+up. like what the hell were they thinking?", "link": "https://www.reddit.com/r/codex/comments/1wr9e2j/for_agents_is_a_bad_feature_and_codex_cli_is/pcayvay/"}]}}, "reliability": {"praise": 398, "complaint": 2520, "n": 2918, "praiseShare": 13.6, "ci95": [12.4, 14.9], "regard": 0.407, "regardCi95": [0.387, 0.426], "salience": 13.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yes you will. it's very fast and easy for daybreak blue.", "link": "https://www.reddit.com/r/codex/comments/1wqxiro/daybreak_issue/pca2ul8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's a decent daily driver.\nsometimes not waiting 20min for the task to complete is the only thing between you and your task being done.\n3.8 does fine for execution and medium complexity. it's cheap and very fast.", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pcbd6sl/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "claude models are also slower in general because their harness lack the web sockets connection that makes codex models so much faster as well as it generating far more reasoning tokens. op please update us once claude is done cooking so we have a baseline to compare both models usage in terms of actual work done.", "link": "https://www.reddit.com/r/codex/comments/1wre9dq/codex_usage_vs_claude/pcbwouh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "guess i'm lucky, always on latest version, works fine. the only glitch i noticed is sometimes it quits chat and goes on main page, but that may be computer use clicked somewhere", "link": "https://www.reddit.com/r/codex/comments/1wra4ev/codex_on_windows_do_you_work_with_wsl_agent/pcbwueb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the token efficiency is mainly giving it a leg up in terms of speed, honestly. it’s a very quick model. ", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pcc54yx/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "are you joking man? codex is already so slow. it already is in slow mode ffs. we were asking for slow mode before when it was actually fast.", "link": "https://www.reddit.com/r/codex/comments/1wr1olr/new_idea_codex_slow_mode/pc9tdu1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "ye great idea, great use of my time. i'll just recode the fucking app on a whim because an update randomly removed an intentional login flow. or they could just not make their product consistently worse? ", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9y80i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "highly recommend sticking with that...fun times for the last 48 hours smfh matter of fact, last week or more. haven't been able to send 2 prompts (1, re-log, 1, re-log, etc) now can't even open the app..what an absolute joke\n<strict_link>", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca1i4f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i updated cli today and it's screwed. i can't paste into it. every action it does pops up with blank console windows by the dozen. so if i enter something and want to cancel i can't because of all the popping windows. worst update ever", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca6ic6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "not me. this is the worst it's ever been. i've never had it go down like it is right now.", "link": "https://www.reddit.com/r/codex/comments/1wr71h7/has_anyones_astra_become_more_generous_on_their/pcaa7fk/"}]}}, "account": {"praise": 108, "complaint": 640, "n": 748, "praiseShare": 14.4, "ci95": [12.1, 17.1], "regard": 0.537, "regardCi95": [0.503, 0.568], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i just deleted my account and they processed an instant refund on deletion", "link": "https://www.reddit.com/r/codex/comments/1wrizyf/months_of_throttled_codex_usage_then_openai/pccte37/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "pretty sure openai is rather cool about multiple accounts.", "link": "https://www.reddit.com/r/codex/comments/1wrufox/2_accounts_mean_twice_as_many_tokens/pch0xh5/"}, {"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "we called it. openai gave us a reset after the chatgpt/codex app problems we just went through.\nthis team keeps earning my respect. 👀 <strict_link>", "link": "https://twitter.com/1499460382158725120/status/2103639255302172708"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’m testing and building a web page using claude code. at some point, i needed to install the claude extension for chrome so claude code could test and inspect the page directly in the browser.\nthis is where i have a problem.\nthe claude code browser extension requires me to log in to claude using my real account. the extension also has broad browser permissions, including the ability to read data on websites i visit.\ni installed it in a separate chrome profile that i intend to throw away precisely because i don’t want to give the extension access to my normal browsing environment. but i still have to log in to claude, and that account is tied to my primary email address.\nthat creates an unco", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsir1/claude_code_browser_extension_and_the_security/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it seems i got lucky because i just heard back from them and they re-instated my account. i hope you get a response soon! seems crazy that i'd get one before you if you were suspended 14 days ago.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbw7ke3/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they will take all your chats and salt it with some rl. do not worry about them.", "link": "https://www.reddit.com/r/codex/comments/1wr7jn1/will_devday_include_a_model_better_then_or_at/pcacle9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah we have it access to all our finances now they want to charge more nice one", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pcau4uw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "my first account was deactivated a mouth ago after they sent some warnings. and the reason is cyber abuse. now i did not receive any warnings and i do not violate any policy.", "link": "https://www.reddit.com/r/codex/comments/1wr9w33/account_deactivated_recidivism/pcbibp2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "narrator: stanley chose to unsubscribe after battling a long chain of menus and two google searches.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcbjqyy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they actually never did. i've asked for full disclosure under quebec laws, still nothing and waiting.", "link": "https://www.reddit.com/r/codex/comments/1wrizyf/months_of_throttled_codex_usage_then_openai/pcctw2s/"}]}}, "limits.plan_value": {"praise": 1500, "complaint": 3073, "n": 4573, "praiseShare": 32.8, "ci95": [31.5, 34.2], "regard": 0.45, "regardCi95": [0.438, 0.461], "salience": 20.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "max is just perfect for sol 5.6, at least for me, myself and i..", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9usgz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yup you're right oai are very generous and some people need to go back to school with how bad their basic logic skills are.", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc9yho1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the limits for codex are much better, and the resets are far more generous. i was claude max for a year, and i switched here for similar reasons. (it is incredibly frusterating) i also don't think your math works out the way you think. sure, you lose a burst 40% today.. but your next reset is now a day earlier, and you still get more overall.", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca0da3/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "even as a swe im not paying that", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9snom/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "$200 plan with european taxes is already at 250€ both price points are a considerable sum for most people and at a very significant breaking point for people i suspect.\ni do have a hard time understanding how a subscription to chatgpt can be justified in the car payment or cheap rental apartment territory of things to pay for at $500 or 600€: i suppose it is somewhere inbetween acquiring a second car or a second apartment but that has got to be a", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9sut2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "my sub ended today, now i'm waiting for tuesday dev day. if they don't come around with sth. amazing (included in $20 plan) i'm with claude.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9syss/"}]}}, "limits.window_interrupts_work": {"praise": 174, "complaint": 1250, "n": 1424, "praiseShare": 12.2, "ci95": [10.6, 14.0], "regard": 0.478, "regardCi95": [0.453, 0.501], "salience": 6.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "codex doesn’t have 5h limits", "link": "https://www.reddit.com/r/codex/comments/1wqjtee/20_codex_vs_claude_comparison_from_a/pca2boi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "astra is roughly 2x more efficient than 5.6 sol, and oai decided to make it twice as expensive to compensate.\nopus 5.5 is close to astra level, and more than twice as efficient as opus 5 (cache reads are even cheaper), and they decided to not substantially increase their margins by making the model half as expensive - and the 5h limits are better.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pca2tv9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "no 5 hour limit on pro.", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pceejuz/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "gets even more fun when you think about what the 5h limit does", "link": "https://www.reddit.com/r/codex/comments/1wr3yev/ive_been_seeing_a_lot_of_comments_circling_around/pcaafrj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "x5 depleted in 1 hour 🤡", "link": "https://www.reddit.com/r/codex/comments/1wqm8ts/20x_in_1_hour_i_depleted_50_yay/pcapgqc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "at this point it's difficult to use openai because the intelligence and limits change so often that work is interrupted and limited.", "link": "https://www.reddit.com/r/codex/comments/1wr8mib/did_the_usage_get_worst_after_the_reset_or_just_me/pcawt7j/"}]}}, "limits.burn_rate": {"praise": 715, "complaint": 4408, "n": 5123, "praiseShare": 14.0, "ci95": [13.0, 14.9], "regard": 0.463, "regardCi95": [0.449, 0.476], "salience": 22.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "5.5 is like sol on high but consumes like 1 token", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca5o55/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "fuck yea. astra ultra. had it create 30 small applications, 20 high res images and a huge addition to another application for 10%. a change like this the other day would have eaten a third of it b", "link": "https://www.reddit.com/r/codex/comments/1wr71h7/has_anyones_astra_become_more_generous_on_their/pca7p32/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "not astra, but i noticed the same thing. i was using sol 6 high about 12 hours ago, then the reset happened. i just used sol 6 high again, and the quota seems to be going down noticeably slower. i was actually wondering if something had changed.", "link": "https://www.reddit.com/r/codex/comments/1wr71h7/has_anyones_astra_become_more_generous_on_their/pca9gy9/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "lmao this guy is on point. codex used to be amazing with $200 in terms of limit caps. i would have to be dev super hard for 12 hours a day to get my limit down to 10%. now you can burn that in two days. \nmeanwhile i have claude 5x $100 sub and that takes effort to max out every week. thankfully fable makes it easy. ", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9sa8z/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "kkkkkk... i just enjoyed the free reset and didi a task that the claude code, opus 5.5 at max would spend like 3%, odf the w limit....the sol 6 ultra took 47%... thats ultrageous...", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pc9u5pj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i hate to be that guy, but usage seems cut even more after the reset.. i don't want anymore resets... i want a set amount of usage that is fair and doesn't get cut every week.\ni mean honestly i've barely got any work done today, i used chatgpt and github connector to do a lot, and i have one thread going with astra xhigh and was using medium earlier and i'm at 49% usage after 6 hours or so coding? this is the fastest i've ever seen it drain... i ", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9u99o/"}]}}, "limits.allowance_change": {"praise": 58, "complaint": 1366, "n": 1424, "praiseShare": 4.1, "ci95": [3.2, 5.2], "regard": 0.462, "regardCi95": [0.417, 0.499], "salience": 6.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "usage is actually very transparent. you can check your entire consumption with codex, and you can even see what a quota of 100 points represents in codex credits, rather than relying on token counts, which can vary depending on cache usage.\nso far, they have never changed the quota itself. it's just that some models, like astra for example, cost much more in codex credits. but gpt-5.6 sol has been very stable at around 60k codex credits per full ", "link": "https://www.reddit.com/r/codex/comments/1wrazdi/i_cannot_take_this_anymore/pcbbii9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's now yes but the initial sol 5.6 launch was $30 per 1m output. \nsol 6 is $10\nthat is 1/3 mate. ", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pccu9cq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "at least they already gave us those numbers initially, so the community will know what we were supposed to get ", "link": "https://www.reddit.com/r/codex/comments/1wr27ai/is_the_200_plan_not_20x_anymore/pcczr92/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i hate to be that guy, but usage seems cut even more after the reset.. i don't want anymore resets... i want a set amount of usage that is fair and doesn't get cut every week.\ni mean honestly i've barely got any work done today, i used chatgpt and github connector to do a lot, and i have one thread going with astra xhigh and was using medium earlier and i'm at 49% usage after 6 hours or so coding? this is the fastest i've ever seen it drain... i ", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9u99o/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "that's just not true lol, you think they have backwards incompatible changes for usage limits multiple times a week for months on end? 😂", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9wxdk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "loved the basically-free codex era, when we were valued members of the unpaid guinea pig department. now we’ve been promoted to lemons with credit cards. really inspiring commitment to the community that helped test your product. turns out the “open” in openai just meant “open your fucking wallet.” my bad.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9xxai/"}]}}, "limits.reset_schedule": {"praise": 481, "complaint": 2758, "n": 3239, "praiseShare": 14.9, "ci95": [13.7, 16.1], "regard": 0.472, "regardCi95": [0.458, 0.485], "salience": 14.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yep, this is it.\nand somehow this doesn’t really make me angry, quite the opposite: stay ahead of the curve and love the resets, or stay behind and cry about them.\ni actually started at around −7 on this metric. pushed through today and got it to roughly +11. at least i didn’t make a loss this way, and today was basically free.", "link": "https://www.reddit.com/r/codex/comments/1wr3yev/ive_been_seeing_a_lot_of_comments_circling_around/pc9weze/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "how does it take away any quota? the reset basically makes the new limit available earlier. cumulatively, you actually get more usage. if you don't use it fine, but if you do, its your benefit.", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc9wmn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "they are def better then astra, and a lil bit better then sol. the resets also don’t set your reset back a week", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pc9zqfa/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they should just give banked resets and do like anthropic a fixed reset schedule weekly at same time regardless if it’s global or banked…. users won’t feel scammed, won’t feel rushed either to use all tokens or stress out anything ", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9wocz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "why would backend changes cause uncontrollable resets", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9wzrw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "compute demand is down, because of opus 5.5. naturally, they have excess compute, so to generate \"good will\", they reset limits.\nafter astra landed, we got nothing in the form of resets.\nthis is more or less openai admitting they have excess compute. i welcome the resets, but i think in a months time, i'll be back to claude.\ni love this arms race between openai/anthropic. it has been a long ass time since companies release products on a regular b", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9ycw6/"}]}}, "limits.usage_meter": {"praise": 39, "complaint": 959, "n": 998, "praiseShare": 3.9, "ci95": [2.9, 5.3], "regard": 0.39, "regardCi95": [0.343, 0.433], "salience": 4.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "nope but it’s back at 100%", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pcb8tlc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "usage is actually very transparent. you can check your entire consumption with codex, and you can even see what a quota of 100 points represents in codex credits, rather than relying on token counts, which can vary depending on cache usage.\nso far, they have never changed the quota itself. it's just that some models, like astra for example, cost much more in codex credits. but gpt-5.6 sol has been very stable at around 60k codex credits per full ", "link": "https://www.reddit.com/r/codex/comments/1wrazdi/i_cannot_take_this_anymore/pcbbii9/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "same for me. still visible through web gpt interface though", "link": "https://www.reddit.com/r/codex/comments/1wr1lqe/did_the_usage_meter_disappear_from_vs_code/pc93bsd/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "that’s my observation as well. i swear it seems like how fast it drains depends on the resource they have available or how many people are using it. or something else. it’s pretty annoying not having any reliable way to estimate how much work i can do over a given timeframe. \nthe user experience is just so bad. can i use astra for this task? should i switch to a smaller model just in case astra decides to eat 10%? the “range anxiety” they’re crea", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9ya13/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "same, one account has 90% the other has 50%\nit sucks", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pca0rga/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "api cost benchmarks are meaningless, nobody works api based. \nwe need quoata usage analysis.", "link": "https://www.reddit.com/r/codex/comments/1wnx8i9/i_gave_astra_sol_and_opus_55_the_same_rust_task/pca4vpk/"}]}}, "limits.prompt_cache": {"praise": 47, "complaint": 179, "n": 226, "praiseShare": 20.8, "ci95": [16.0, 26.6], "regard": 0.441, "regardCi95": [0.409, 0.472], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "more or less yes, on api opus 5.5 has the same pricing as 5.6-sol, except it's almost astra-level. furthermore cache reads are actually twice as cheap as 5.6 sol, making it even less costly in actual use.\nthat and the 5h limits are better on the $20 plan (but the flipside is that $100 still has 5h limits and weekly limit is not 5x, or so i've heard), and there are no context size restrictions (it's actually 1m).\nit reminisces me of when deepseek ", "link": "https://www.reddit.com/r/codex/comments/1wrtru3/openai_will_need_to_stand_on_their_head_and_add_a/pcgddu2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "we're builders who live in claude code and codex, multiple sessions and large projects and the visibility they give you is lacking. we built this dashboard for deeper visibility into our work. \ni shared it the other day when opus 5.5 dropped, as soon as someone commented that it was cool, i open sourced it and shared the link. \ni've been doing this for 30 years and it's always extremely satisfying to see people get value from or enjoy something y", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrckhp/what_tool_have_you_built_for_yourself_with_claude/pcex1tu/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "the low cache hit rate is due to the opencode harness. i've created a proxy to intercept token usage and cache hits, and using it in codex, i get a 98% cache hit rate\n", "link": "https://www.reddit.com/r/opencode/comments/1wqox6a/cheepseek_has_its_price_cache_hit_ratio/pc7dltl/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "it's awful. it seems to use the same token usage as claude code, with none of the context management options. it's like a claude code chat that's permanently at max context size with no way of knowing if anything is still cached\ncompletely unusable", "link": "https://www.reddit.com/r/codex/comments/1wr2ehk/chatgpt_pro_5x_is_now_standard/pcbo4vn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "interesting! i’ve been experimenting with a related approach but using a very cheap judge/router (jev) to dynamically switch the main session between cheap and frontier models instead of keeping a fixed astra-orchestrator/luna-worker split.\none thing i found is that the routing decision itself is basically free but that the expensive part can be the context transition.\ni'm doing small controlled a/b and to give you an example: a \"tricky\" coding t", "link": "https://www.reddit.com/r/codex/comments/1wqoopb/i_measured_astra_orchestrating_luna_vs_doing_the/pcch48v/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah, it's wild, they release the most unreliable models in a year, that need the most handholding and supervision, still without a proper caching solution, even less caching for multi-agent and even less when switching models, keep releasing slop updates to their slop app every day, and expect me to trust their slop multi agent message board for my work? get fucked altman\n", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcdze47/"}]}}, "billing.overage_charges": {"praise": 14, "complaint": 134, "n": 148, "praiseShare": 9.5, "ci95": [5.7, 15.3], "regard": 0.512, "regardCi95": [0.464, 0.549], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's an expensive lesson and snide remarks aside, i'm sorry that happened to you.\nin an ongoing session i would (and do) expect the agent to be smart enough to keep the budget in mind or at the very least to keep receipts.\nwhat i was expecting was new sessions bein started with the base information and just getting the same instruction of 10 bucks over and over again.\nas mentioned, budget shouldn't be managed as part of a conversation or even tru", "link": "https://www.reddit.com/r/codex/comments/1wqyau5/i_gave_sol6_medium_a_10_dollar_budget_it_blew_200/pc82v5t/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i look forward in hearing your constructive objections towards: \n\\- no 5h limits on 5x/20x plans from codex. \n\\- 1-3 random free weekly resets on max subs from codex like every week. \n\\- fast-infering included on 5x/20x on codex while isn’t without separate credits on claude. \n\\- no image gen on claude even though it’s underrated in coding purposes but fills a gap for my apps. \n\\- fable 5/5.1 not being timesx better than sol 5.6/sol6 to feel time", "link": "https://www.reddit.com/r/codex/comments/1wnx6ww/codex_is_in_a_really_bad_spot_right_now_opus_55/pbiqrst/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i quit my $250k a year gig to go full time on several side projects that actually make me money. \ni rely on every ounce of llm token i can get and i don’t want to ever pay api fees (i.e “overages”). \nunderstanding and timing resets well has been a tremendous boost for my output/productivity and pays the bills. ", "link": "https://www.reddit.com/r/codex/comments/1wifjfp/my_theory_on_the_next_codex_reset_thursday_or/pab7nkm/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@donburenew i understand because i'm using codex cli, it goes ahead and sets up the environment when permissions are granted, right? i didn't notice that codex silently dropped to openai api billing when it hit the limit, and i fixed the router. how are you handling the cleanup after swe-2?", "link": "https://twitter.com/894906555954364417/status/2104061365300404253"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@technewsradiojp the problem of codex stopping is tough, isn't it? we fell into the trap where codex cli silently switches to openai api billing when it reaches the limit, so we fixed it to explicitly stop on the router side. did this reset actually work?", "link": "https://twitter.com/894906555954364417/status/2104077142682443961"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@you10001you the recovery before development was the most unexpected, i understand. we are using codex cli in conjunction, and codex silently fell back to openai api billing when it reached its limit, and later we fixed the router. do you have the reproduction conditions for the acl anomaly?", "link": "https://twitter.com/894906555954364417/status/2104349065601564887"}]}}, "billing.pricing_clarity": {"praise": 17, "complaint": 447, "n": 464, "praiseShare": 3.7, "ci95": [2.3, 5.8], "regard": 0.442, "regardCi95": [0.374, 0.499], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "so that's the chatgpt pricing page, which has always been more vague and given fewer details than the codex pricing page, even though they're both selling the same plans. ", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcf8exv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "website clearly says its 5x. this post is a ragebait\nwhat’s the difference between the two pro tiers?\nboth pro tiers include the same core capabilities. the main difference is usage allowance: **pro $100 unlocks 5x higher usage than plus**, while pro $200 unlocks 20x usage than plus.", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcgq2hk/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "huh? they literally publish the prices of the models and people benchmark them on a price per task basis... ", "link": "https://www.reddit.com/r/codex/comments/1wnm9xi/gpt_just_got_mogged_by_claude_today/pbjijzo/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "then nobody will pay api costs and they go bankrupt since enterprises are their main customers. \nhonestly $500 subscriptions are just a generally bad idea right now as they are already being bashed for nerfing existing usage. the optics will look terrible without addressing that issue and the issue of being behind opus 5.5 first. ", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pca4b8l/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "not every way. astra is a larger model and it shows in stuff like 3d generation, it makes by far best and most logical layouts and gets closest to references unattended. from coding perspective it also does a bit better in some insane tasks like \"my mouse scroll button sometimes goes in the wrong direction, can you rewrite it's whole firmware so it stops doing that in arm assembly\". astra also does not auto reject infosec questions as much, anthr", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca4ugt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "considering the plans have always been vague, even when it was 5x and 20x, 5x of 'not specified' and 20x of 'not specified' mean jack shit and can keep fluctuating as much as they'd like.\nthis is why none of them publish how many api equivalent you get to begin with so they can cut it and gaslight you as much as they want.\nsadly, these last week for oai has been a huge l, between sol/luna 6, and opus 5.5 absolutely rawdogging them, now this stand", "link": "https://www.reddit.com/r/codex/comments/1wr27ai/is_the_200_plan_not_20x_anymore/pcatm3t/"}]}}, "billing.free_tier": {"praise": 56, "complaint": 48, "n": 104, "praiseShare": 53.8, "ci95": [44.3, 63.1], "regard": 0.505, "regardCi95": [0.477, 0.536], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i truly don’t understand the hate that grateful people are getting in this thread, we get something for free that gives x amount of weekly usage back and they complain about the fact they didn’t spend more or something else ", "link": "https://www.reddit.com/r/codex/comments/1wr3yev/ive_been_seeing_a_lot_of_comments_circling_around/pcc0in6/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "claude opus 5.5 on xhigh reasoning. ran all day, 10 hours or so.\n--- tools ---\ni didn't tell claude to do any of this, it just used the api keys i put in its environment:\n- generated images using gpt-image-2.5-flare via api\n- generated 3d models using hunyuan via api, and some from poly haven (cc0)\n- got the iphone duo model out of xcode somehow and rigged it in blender\n- did all the motion graphics in python\n- prompted and generated the backgrou", "link": "https://twitter.com/50949650/status/2104262652251734038"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "openai handing out free compute and you don’t see how that could be beneficial?", "link": "https://www.reddit.com/r/codex/comments/1wqc44m/reset_confirmed/pc3poy5/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "that 1 month is available to millions of people for free but compute isn't there for paid users.\nif they are constantly nerfing paid plans why give out free trial to everyone?", "link": "https://www.reddit.com/r/codex/comments/1wrutwv/theyre_offsetting_the_cost_of_giving_out_free/pcgl5po/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "man i wish they did something like that for pro users", "link": "https://www.reddit.com/r/codex/comments/1wrutwv/theyre_offsetting_the_cost_of_giving_out_free/pcglr30/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/OpenAI", "polarity": "complaint", "text": "the free tier can do a lot more, more conveniently than codex can at a free tier. it is great for people who want a capable agentic tool that doesn’t require it to be a tool and a hobby they have to tinker with.", "link": "https://www.reddit.com/r/OpenAI/comments/1wrswrq/does_openai_have_any_plans_to_release_something/pcfpca6/"}]}}, "billing.subscription_portability": {"praise": 93, "complaint": 54, "n": 147, "praiseShare": 63.3, "ci95": [55.2, 70.6], "regard": 0.585, "regardCi95": [0.556, 0.612], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "if you are subbed on your pc you can use it on phone.... the price difference you mention is due to apple or google, not due to anthropic\ni pay $0 on my phone cus i am already subscribed on pc", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcb2cm4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "with either t3 code or open webui computer you can use multiple subscriptions and be provider agnostic. that's my lesson from all this.\none click and i can switch from astra to opus, or any of the other models, and keep working on the same project.\n", "link": "https://www.reddit.com/r/codex/comments/1wrfqeh/wdyt_theyre_going_to_do_with_us/pcfxn2w/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "openai allows it. you can use codex sub like api, not just call codex in batch mode. we've baked openai oauth into our tool.\ni have openai whatever their $200 plan is, and (multiple) claude max subs. astra was the first time i really started using codex over claude, but opus 5.5 pulled me back.\ni find claude code to be as good or better that the others. it could also be that i'm more familiar with it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr57vg/claude_code_harness/pcdbyob/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "within the official apps, not really - the codex clients are all first-party, so there's no third-party app that can use your chatgpt subscription.\ntwo workarounds that actually help:\n- the codex cli and ide extensions use the same subscription, and the app-server underneath the desktop app is open source (github.com/openai/codex). some people run the app server headless and drive it from a custom or minimal ui instead of the desktop app.\n- on io", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pcbjh9u/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i want to upgrade to a $100 plan but openai really is fuckin up right now, so my $100 might go to anthropic. my only thing is i have several websites hosted through openai, can anthropic host them as well if i switch over? ", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pcdgv9c/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i wish i could transfer my tokens to claude.", "link": "https://www.reddit.com/r/codex/comments/1wrrry1/psa_use_your_banked_resets/pcf7os2/"}]}}, "setup.install_signin": {"praise": 77, "complaint": 288, "n": 365, "praiseShare": 21.1, "ci95": [17.2, 25.6], "regard": 0.506, "regardCi95": [0.474, 0.535], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "fix #1 worked for me, spent 7-8 hours trying to troubleshoot this yesterday because both pcs have the same issue now. thank you so much!", "link": "https://www.reddit.com/r/codex/comments/1wr9j49/fix_chatgpt_windows_app_stuck_on_loading_spinner/pcav2bs/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@creeeper_ @steipete bruh. i installed their electron app. click some buttons to oauth into my accounts. clicked apply. clicked “restart codex app” that’s it. i don’t know anything about it. it’s a git repo. not the residential proxy site that also comes up", "link": "https://twitter.com/1006610672220889088/status/2104040877060772098"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@te2tyler you are amazing 😊\nstart with the app version of chatgpt work, and once you get used to it, move on to the app version of codex. finally, i recommend the cli version of codex.\ncodex cli works on archlinux too~.", "link": "https://twitter.com/137695227/status/2104169654776459426"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the only way i got anything to work is the beta app for windows...which was last updated in july, probably before they started to vibe code it with astra and fuck everything up. \non our end the user side, only models available are 5.6 sol in this beta version of the app and 5.5 lol gpt 6 isn't even in the model selector smfh", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pca2uup/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "of course that was the first thing i tried lol uninstall re-installed, nothing worked", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca71jo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so the fix i found is just exit your codex session account from web (through security tab in settings) and then rejoin \nworked for me!", "link": "https://www.reddit.com/r/codex/comments/1wrdq32/cant_load_codex_in_windows_11/pcbxajq/"}]}}, "setup.provider_byok_local": {"praise": 80, "complaint": 61, "n": 141, "praiseShare": 56.7, "ci95": [48.5, 64.6], "regard": 0.508, "regardCi95": [0.476, 0.54], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "my $20 happened to be up today, so impulse cancelled last night. been playing with opus5.5 today for personal projects. i'd say it goes through a quarter the quota that astra did, with at least as good code quality. in fact, i never used to use astra, because it would burn through my 5-hour quota in 10 minutes, even on medium, which i always kept it at. so i was stuck with nerfed sol. guess i could have gone back to 5.6-sol, but i swapped to opus", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcgchqj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "hi u/spare-ant7119 ,\non my side i am using : \n\\- codex 20$ by month \n\\- and openrouter (10$ when my codex is empty and for testing new models) \n\\- i have also put some $ on deepseek (20$ 3 months ago haha). but their model are very cheap. :) \n \nwith codex you have very often reset (when they have an issue or an big release) \nit allow you to have your account to 100% of usage. \ni am using it in visual studio 2026, to avoid to switch my \"workflow\" ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pce3sy4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i keep saying this time and again: codex is being slept on as a harness. it’s open source, supports open models out of the box and (as you experienced) is an amazing coding harness.\ni keep getting downvoted whenever i mention it. go figure.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcc69hc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "except if you have 1 tb of vram, a local model will never be at the level of astra/opus5.5, and then get ready to warm up your computer. as soon as you work in a real code base with a lot of files and an important context to understand, it’s difficult for small models to be so good.", "link": "https://www.reddit.com/r/codex/comments/1wrn2uz/gpt_56_sol_completely_nerfed_after_astra_release/pcdzsnt/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@yetone my problem may occur in [model_providers.magpie] and ~/.codex/magpie-models.json are not generated properly. the /v1/models request has a group, but the codex app cannot access the group model.", "link": "https://twitter.com/920264376501780480/status/2104094512188670247"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "codex cli can no longer be used through cc switch? does anyone know? \ni was thinking that deepseek's holiday billing is cheap, it was working yesterday, but today it doesn't work.", "link": "https://twitter.com/1896614432895307776/status/2104107458151219562"}]}}, "setup.extensions_mcp": {"praise": 122, "complaint": 147, "n": 269, "praiseShare": 45.4, "ci95": [39.5, 51.3], "regard": 0.469, "regardCi95": [0.439, 0.5], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i'd take this as an opportunity to go tell your codex to investigate how hooks can help you. i promise it'll be worth it.\ncodex can set it all up too, so it's hardly as complicated as most people think.", "link": "https://www.reddit.com/r/codex/comments/1wqyau5/i_gave_sol6_medium_a_10_dollar_budget_it_blew_200/pca1wn4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "interesting take. i’ve used gpt image since v2, which i found better than nano banana pro for my use case, to turn hand-drawn sketches into app assets for products i built commercially, without having to leave codex for some mcp workaround like i’d need with claude, because, cough, there’s still no native image-gen tool in cc lol. \ni shipped those products, had the vibe-coded output reviewed by real devs, and made enough from them to become finan", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcf8hoo/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "this shouldn't be a thing but kudos to the @openai codex team. working like this is amazing. i don't even have to leave codex. plus i realised that browser extensions are finally here as well! love the new update. can't wait for devday. <strict_link>", "link": "https://twitter.com/2517672250/status/2104011478797787366"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they're going full sony on this one. i believe they're also tired of people using mcp to similar codex and they're trying to break that \nwhere are you seeing this though? i don't see it yet ", "link": "https://www.reddit.com/r/codex/comments/1wr2ehk/chatgpt_pro_5x_is_now_standard/pcadeqw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "this smells a little bit like a mild case of ai psychosis. it doesn't sound like you are fine-tuning. it sounds like you're loading context. \n\\>  the real cost is the multiple model calls per image job with the image in contex\nthis is why agent usage scales quadratically with context size. that tool call output (or image in your case) is an input token (hopefully cached) read minimum of 1 but possibly hundreds of times. literally every time you s", "link": "https://www.reddit.com/r/codex/comments/1wr97hm/codex_lazily_uses_context/pcarfmh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "sadly, even 5.6 sol (via webui at least), is also a shit show right now. it's repeatedly claiming it can't use connected apps (google drive or the custom one i built it's been using for over a week now), it'll give crap code suggestions and more. i've even spotted the webui model to have been auto-switched from 5.6 sol to 5.6 luna (the actual model name appeared - which would explain it's inability to access the tools correctly).\nif it wasn't for", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pcck3ki/"}]}}, "setup.onboarding_docs": {"praise": 15, "complaint": 92, "n": 107, "praiseShare": 14.0, "ci95": [8.7, 21.8], "regard": 0.466, "regardCi95": [0.426, 0.5], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i prefer pi, it's clean and highly customizable.\ni am not an expert regarding harnesses (or in general), but i think codex is the best out of the box experience, while opencode, pi, omp or dsh are better if you are willing to spend time to build your own extensions.\nplease correct me if i'm wrong guys.", "link": "https://www.reddit.com/r/codex/comments/1wlffmo/is_codex_itself_really_the_best_harness_to_use/pay2eo6/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "thanks, man. this guide helps a lot.", "link": "https://www.reddit.com/r/codex/comments/1wks8fx/quick_measurement_of_astra_token_performance/patt3kr/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "codex does seem more beginner-friendly. also check out lovable.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wkjdjt/my_last_session_took_13h_23m_35s_the_result/par9jn3/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah, i know the cli can do remote control. it’s just that openai barely surfaces that workflow compared with the desktop app. the codex page pushes the linux app front and centre, while the cli remote-control path is something you have to already know about or go digging for. and if i’m already signed in, with an active session linked to my account, i don’t think i should need to manually run remote-control start and pair just to make that sessi", "link": "https://www.reddit.com/r/codex/comments/1wrgwlq/update_broken_no_problem/pcdm9wz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i only found out from a random post from someone on discord. they didn't do a great job advertising it lol", "link": "https://www.reddit.com/r/codex/comments/1wrml7w/20_plan_outperforming_100_plans_on_intelligence/pcfdndz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the real issue is that if these tools require obscure instructions and custom setups that the default ui doesn't even guide you on, they simply aren't delivering what they advertise. if engineers are struggling to make them work properly out of the box, mere mortals don't stand a chance.", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcgx6xm/"}]}}, "setup.ide_integration": {"praise": 56, "complaint": 79, "n": 135, "praiseShare": 41.5, "ci95": [33.5, 49.9], "regard": 0.487, "regardCi95": [0.457, 0.518], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@alwayspriyesh it's not just usage dude. the chatgpt desktop / codex app is far better than claude code. it also integrates straight into the app which yes claude does but not as well. is far more functionality in the desktop app with open ai. yes usages you get far more with open ai, etc....", "link": "https://twitter.com/819727985246769152/status/2104066017974698153"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i use codex as a code review for work in claude and it does a decent job at that. catches things code missed. i do prefer codex interface when dealing with docs or spreadsheets over code. with that said 5.5 has been really good so far", "link": "https://www.reddit.com/r/codex/comments/1wq55sw/opus_wipes_the_floor_with_sol/pc332i3/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i installed visual studio and have been able to use codex fine there.", "link": "https://www.reddit.com/r/codex/comments/1wlkggh/codex_stops_working_after_the_first_message_in/pc6mh0i/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "the codex app's revision is quite similar to the interaction with vs code, and it suddenly feels like going back to the previous era.", "link": "https://twitter.com/566408563/status/2104094925826728412"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "okay, i tried the vs code codex extension and it works. if i open a local chat in the chatgpt desktop app it does not load, but if i open it in the vs code extension then it does work. then if i open that chat in the app again it works again! starting a new chat does work in vs code but not in the app.\nconclusion: bruh. the chatgpt app is vibecoded slop.\nif only the vs code extension had better ux", "link": "https://www.reddit.com/r/codex/comments/1wq86dk/codex_not_working_today/pc37sc1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i'd suggest you review the integration of codex in vscode, for alignment here.\nthe first thing that really stood out was `#` to reference a file, while the standard is `@`\nvscode has come a long way, now providing an agents window - versus the prior codex extension. i typically just run the vscode agents window, alongside visualstudio.\nwhile vscode is still a little crappy at c#, workspaces are pretty awesome, bring multiple solutions into view o", "link": "https://www.reddit.com/r/codex/comments/1wqf766/i_built_a_visual_studio_2026_extension_that/pc3mq0z/"}]}}, "models.catalog_access": {"praise": 125, "complaint": 577, "n": 702, "praiseShare": 17.8, "ci95": [15.2, 20.8], "regard": 0.403, "regardCi95": [0.372, 0.431], "salience": 3.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "finally, opus in codex", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcdw6mw/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@rileybrown @matthewberman grok bot in particular just can’t produce good end product eg documents, slides, landing pages. \nbut it can dispatch via codex cli and openrouter to whatever model you want", "link": "https://twitter.com/142952568/status/2104224722380890403"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use both. \nin the previous generation, gpt5.6 was smashing claude across all models except fable (where id say astra was a tie, although benchmarks say astra won).\ngpt6 has been a sideways move, some even feel it's a slight step backwards.\nthe only reason i'd say gpt over cc is that anthropic are again basically a single model company. \nas a swe.. i find myself using luna a lot, and anthropic basically only have opus..\ni still find sol6 to be d", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf5fb/opus_55_vs_gpt_6_sol/pcbzdx2/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the only way i got anything to work is the beta app for windows...which was last updated in july, probably before they started to vibe code it with astra and fuck everything up. \non our end the user side, only models available are 5.6 sol in this beta version of the app and 5.5 lol gpt 6 isn't even in the model selector smfh", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pca2uup/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "6.1 im sure exists...but 'safety'", "link": "https://www.reddit.com/r/codex/comments/1wr7jn1/will_devday_include_a_model_better_then_or_at/pcag5ot/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i download beta, but there's only gpt5，gpt6 disappear，did you encountered this situation?\n<strict_link>\n", "link": "https://www.reddit.com/r/codex/comments/1wqfiiw/chatgpt_desktop_app_gets_stuck_loading_forever/pcb1y1j/"}]}}, "models.routing_auto": {"praise": 57, "complaint": 376, "n": 433, "praiseShare": 13.2, "ci95": [10.3, 16.7], "regard": 0.396, "regardCi95": [0.361, 0.429], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "your post makes no sense, the only way you switch models is through the ui, the model has no idea what the harness is doing, its a completely separate program.\nyour other explanations dont make sense either, the agent does indeed decide which model it uses as a subagent (its how i have configured claude and codex to use my local lm studio server running qwen 3.8 27b as a subagent)", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcddb3z/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it does, and it chooses them pretty accurately. identifying grunt work vs requiring creativity and depth. give it a try before throwing out random accusations.", "link": "https://www.reddit.com/r/codex/comments/1wrok1q/amazing_agentsmd_instruction_for_best_usage/pce7zz1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the idea is you put in a prompt and it auto switches models as it goes, cheapest models for easy stuff, medium sol for harder stuff, if sol med fails it uses sol hard, saves tons of usage. id rather use 5 different models in a prompt if it saves usage and still gets everything done than use 1 model per prompt. i'm optimized for correctness and usage efficiency ", "link": "https://www.reddit.com/r/codex/comments/1wmgw7p/codex_usage_and_operation_discussion_last_updated/pc41mxj/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "given this kerfuffle and the consideration of anthropic / oai sub flipping as one takes the lead, i checked out vscode agents window, and they have been doing stuff there.\ni am actually extending `pi` with `agent-host-protocol` which is basically an open protocol to make your own provider.\nclaude, codex, deepseek, local, all managed in pi, where i've also done some routing rules.\nin vscode agents, rather than worry about model selections of luna,", "link": "https://www.reddit.com/r/codex/comments/1wr9e2j/for_agents_is_a_bad_feature_and_codex_cli_is/pcatndw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "sadly, even 5.6 sol (via webui at least), is also a shit show right now. it's repeatedly claiming it can't use connected apps (google drive or the custom one i built it's been using for over a week now), it'll give crap code suggestions and more. i've even spotted the webui model to have been auto-switched from 5.6 sol to 5.6 luna (the actual model name appeared - which would explain it's inability to access the tools correctly).\nif it wasn't for", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pcck3ki/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "wdym right? it should have at least told me astra is not there? instead of lying. this was sota model just a month ago.", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcczqyo/"}]}}, "models.effort_control": {"praise": 260, "complaint": 301, "n": 561, "praiseShare": 46.3, "ci95": [42.3, 50.5], "regard": 0.504, "regardCi95": [0.484, 0.524], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "agreed. luna 6 max for reading, some research work, sol 6 high for coding with a escalation to xhigh and in veery rare cases astra if having problems", "link": "https://www.reddit.com/r/codex/comments/1wrb1xg/i_tested_astra_solo_vs_astra_orchestrating_luna/pcbwdim/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "5.5 xhigh was a great workhorse and pretty balanced & reliable imo. not overengineering/overthinking and it was possible to get it to do what it was asked to do", "link": "https://www.reddit.com/r/codex/comments/1wri0al/gpt_55_usage_vs_sol_566_and_astra/pcd40k7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i mean, obviously the point of a smart model is to solve hard problems. the advice of selecting a reasoning level that matches the task is good advice. ", "link": "https://www.reddit.com/r/codex/comments/1wrw3wy/1000_lines_348_bn_tok_393_subagents_42_pro20/pcgg9y9/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "one thing i found caused more usage was allowing codex to raise the reasoning level. this was when i was trying astra and i kept finding astra as both the default model (i only tried it, i never set it as default) and reasoning level set higher. in config.toml make sure you set the default model you want and also make sure model\\_reasoning\\_summary is not set to \"auto\", i make mine: \ni make mine and then if i need something different i do it myse", "link": "https://www.reddit.com/r/codex/comments/1wo8fhw/okay_they_literally_cut_our_quota_by_half_gpt_6/pcayrwh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i only use high and medium. i am in the 0.1% of people who use this tech in terms of previous experience with swe and exposure to ai from pre gpt2. will not tell you how to do your business but i agree with this person. max/highest reasoning has always been shit. overthinks. overengineers. takes forever.", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pcbdm52/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "honestly i just don't see the point of openai models at the moment.. they just seem so \"dumb\" and hard to work with compared to opus. i think i need to see something like astra 6.5 or something to consider wasting money on a sub... maybe 5x *only* for adversarial stuff, but again, as you said here, astra loves to overthink things and add random crap that doesn't matter.", "link": "https://www.reddit.com/r/codex/comments/1wqc44m/reset_confirmed/pcburvi/"}]}}, "models.quality_drift": {"praise": 398, "complaint": 2139, "n": 2537, "praiseShare": 15.7, "ci95": [14.3, 17.2], "regard": 0.422, "regardCi95": [0.403, 0.44], "salience": 11.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "no point in using 5.6 terra anymore, 6 sol is more or less a drop in represent.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca4xum/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "agree. it's too good. they can't let it last unless it really is just that efficient it could be the first model they aren't forced to nerf.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pcabhky/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i hope they wont nerf astra, this model is so damn good, we need the same astra but cheaper :x \nlet me dream guys!", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcauu3q/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "it's more like a sonnet with thinking off", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9vdq0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "last week-2 weeks have been not good for gpt. very good for claude, compounding effects. ", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc9w5q0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they really need to reset the model stack. i mean i'm sure that each generation between 5.5 and 6 has gotten better at something. i'm not exactly sure what because it basically is unusable for serious coding. \nliterally lost in a c++ code base.\nmangles everything it touches.\ntakes 15 minutes on a short run.\nwildly expand scope. \ninvents in ludicrous defensive checks against impossible situations. \ncontinually routes c++ code/data to javascript ui", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9zpqi/"}]}}, "context.instruction_files": {"praise": 141, "complaint": 124, "n": 265, "praiseShare": 53.2, "ci95": [47.2, 59.1], "regard": 0.501, "regardCi95": [0.472, 0.532], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/programming", "polarity": "praise", "text": "to be fair, you're conversing with the \"consumer\" chat bot. in the codex tool you can switch to smarter models and dial up the thinking, and the system prompt is significantly different.\nlike you've noticed, a common failing of these things is that they pick a coding style somewhat randomly, and then justify what they've done in hindsight by making shit up. that's expected of an \"amnesiac\" system. sure, yes, it's a failing in a sense, but you're ", "link": "https://www.reddit.com/r/programming/comments/1wpuggf/we_still_maintain_a_development_tool_first/pcch5sm/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "hooks like webhooks? \ni just give it the file path and tell it, it has to read the file first. which hasn't failed me until now i guess", "link": "https://www.reddit.com/r/codex/comments/1wqyau5/i_gave_sol6_medium_a_10_dollar_budget_it_blew_200/pc82uam/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "codex allows you to use an agent file that the system is supposed to reference every turn. use it to keep you on the right track.", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wqg5xx/how_do_you_keep_long_chatgpt_projects_from/pc40qvm/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "bro, this is a pretty old issue that's been carried over from version to version. the codex harness workaround has been around for a while too and is already well tested. \n[<strict_link> \n \nrelying on [agents.md](http://agents.md) isn't very effective when there's a specific harness setting the agent simply can't override.", "link": "https://www.reddit.com/r/codex/comments/1wrnduj/codex_may_be_eating_up_your_quota_with_senseless/pcf1cwx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they tend to be vibe coded prompts. so they build up contradictions and idiotic instructions over time.", "link": "https://www.reddit.com/r/codex/comments/1wrrs3a/newest_codex_release_avoids_anything_that/pcge1bh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "how to make him to have such personality? custom instructions never worked for me. am i using it wrong?", "link": "https://www.reddit.com/r/codex/comments/1wrrhpx/my_codex_never_says_that_gives_me_an_idea_what_if/"}]}}, "context.instruction_following": {"praise": 144, "complaint": 374, "n": 518, "praiseShare": 27.8, "ci95": [24.1, 31.8], "regard": 0.512, "regardCi95": [0.485, 0.537], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it’s thorough in doing exactly as requested and almost anything that’s logically connected to it for me (basically saying if something is abstract for most humans, it’ll also be for it) ", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pcbqjcf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the same way i discovered the issue in the first place: i was monitoring what astra was actually doing. after adding the instruction, i kept monitoring subsequent runs and could see it checking the file length and reading the remaining sections before starting. i'm not assuming it worked just because i told it to. i'm saying it worked consistently in the runs i've observed since making the change.", "link": "https://www.reddit.com/r/codex/comments/1wqdg6v/warning_astra_6_can_read_instructions_partially/pc3d3pf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yes. if you are smart about tokens it’s more usage anyway (last i checked, so who knows now). \nplus codex is ass at some things claude is nailing right now. claude still gave me a stupidly ugly dash the other day for a long transfer i wanted to monitor at a glance. i had 15 hours to blow so i pointed astra light at the dash and told it to “stop making my eyes bleed and fix claude’s css choices.” it chose to loosely resemble my home assistant setu", "link": "https://www.reddit.com/r/codex/comments/1wmgw7p/codex_usage_and_operation_discussion_last_updated/pc8sy3n/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i think they changed the master prompt with astra or the thinking effort to try and reduce token usage. it seems like the same model, but it just doesn't care as much anymore. i remember when i first used it, the thing noted every tiny thing in my [agents.md](http://agents.md) and would even point out errors in it. now it ignores a bunch of my documentation. \nit's insane because on plus, you'll be at \\~100k tokens in the context window and \\~50% ", "link": "https://www.reddit.com/r/codex/comments/1wpvp0i/absolutely_0_doubt_in_my_mind_astra_has_been/pc9uhng/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i never used luna 5.6, but luna 6 high has profound mental retardation.\njust an example: when i asked it to commit and push the changes, this model... tried to do it through the github api for some reason, failed, then told me that it couldn't push because of restrictions. only when i said that there were no restrictions on my side (they were set to \"approve for me\") did it do what i told it to.", "link": "https://www.reddit.com/r/codex/comments/1wr2dda/i_ran_100_terminalbench_21_slots_on_luna_56_and/pca09lm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so its not just me that codex since astra launched has become a potato and a liar? it just cant follow simple tasks and skips majority of the knowledge and critical data i need checked.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcawjud/"}]}}, "context.clarifying_questions": {"praise": 35, "complaint": 59, "n": 94, "praiseShare": 37.2, "ci95": [28.1, 47.3], "regard": 0.495, "regardCi95": [0.47, 0.519], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "so far for me that seems true.\nthings that really show:\n* better code quality. it thinks about the implementation more rather than shooting for a quick patch\n* for non-code tasks, it spends more time thinking. for example, a 3d model workflow: astra took like 5 pictures and figured \"meh probably good enough\". while opus took at least \\~30 at every possible angle, and fixed small mistakes here and there. astra was significantly faster, but used mo", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pch16yo/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "thanks for doing the comparison i've been too satisfied with chatgpt to try. i started with chatgpt's voice mode and have been so satisfied, it feels so natural, that i'm reluctant to even test alternatives. i just can't imagine how they could possibly be better. i've not noticed the hallucination you mentioned. i'm using sol and it's been fine. \ni've found it most useful in long dialogue. for example, i use the grill-with-docs skill a lot. using", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wpq2gj/chatgpt_voice_vs_claude_voice_mode_speed_fluency/pc481ab/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "honestly, independently of reddit i made the same conclusion about the overengineering thing. now granted i work on a totally different project now, i must say that sol 5.6 has been a really really really good model for at least the last month, whereas i preferred terra in the ‘overengineering era’.\nbased on my own experience: \ni asked sol to come up with an approval system that makes it both self contained and check whether the approval was lega", "link": "https://www.reddit.com/r/codex/comments/1wpasz8/anybody_not_having_a_bad_time_with_gpt_6_sol/pbxk7oj/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "sydney sweeney reveals in an interview that her current favourite model is opus 5.5 and this is happening after a long time.\n\"i had been mainly using the codex app for the last 4 months or so. i love the app, and gpt 5.6 sol proved to be a great model for pretty much everything. then they dropped astra, which was great but an undercooked model when it came to eagerness and instruction following. it would stop in the middle, ask follow-up question", "link": "https://twitter.com/1446445479068241923/status/2103737712679547105"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "i experimented with building features with both at the same time. claude was faster, but codex spend more time on security, structure etc. claude was faster because it just did what i asked, codex was more mature and thought of naming conventions and such. claude asks more, codex presumes more. \nit’s a matter of preference i think because both got the job done and the differences in my case would have iterated out anyway.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqgdn8/i_switched_to_chatgpt_pro_last_month_and_regret/pc3xzuo/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i've found their insight equivalent but with planning i have to prod astra to give me questions and ambiguity to resolve and claude just appends them to the end of the working plan natively", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pbz1aom/"}]}}, "context.long_context_decay": {"praise": 35, "complaint": 160, "n": 195, "praiseShare": 17.9, "ci95": [13.2, 23.9], "regard": 0.521, "regardCi95": [0.475, 0.561], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "pro lite, astra. if it seriously needs more than \"[link to the document] summarize each chapter into [y document] one by one\" i don't know what astra is for. yes, ~50 pages still works fine.", "link": "https://www.reddit.com/r/codex/comments/1wqxfsb/what_llm_are_you_finding_is_best_for_writing/pc8cwz1/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i think opus 5.5 is indeed very good. it implements ui quite nicely when i was using it. the context wasn't filling up as well. \ni still needed to let sol 6 review its code though as sol 6 is still somehow able to spot issues with its implementation.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbs2gfc/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "its not daisy chained, and its because it doesnt have to wade through context sewage.", "link": "https://www.reddit.com/r/codex/comments/1wnvpyv/sol_6_seems_like_a_good_subagent_model/pbj3lqt/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i feel like the harness is bad. idk if it's the same harness they use but it fills the context so fast.", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pccz3ke/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "first of all, i’m on the pro x20 plan, and i’ve been working on my own tasks every single day for the past six months. no other agent has ever caused me this much frustration.\ni know perfectly well how to work with skills, how to write prompts, how to set up agents for orchestration, planning, execution, and all the rest of it. so trying to blame the agent’s stupidity on me is simply wrong.\ngpt-6 sol can literally forget something that was said o", "link": "https://www.reddit.com/r/codex/comments/1wrl3ca/how_do_i_get_rid_of_this_shit_called_gpt_6_sol/pcdd792/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "spent the last three months running codex alongside claude code for daily refactoring work, keeping pro subscriptions active on both platforms solely for the separate rate limit pools. hitting a hard cap forty minutes into a simple schema migration last thursday was the breaking point.\nstared at the terminal throttling message while paying over two hundred bucks a month in combined api and subscription tiers, only to realize anthropic was eating ", "link": "https://www.reddit.com/r/codex/comments/1wrtru3/openai_will_need_to_stand_on_their_head_and_add_a/pcftpr5/"}]}}, "context.compaction": {"praise": 101, "complaint": 190, "n": 291, "praiseShare": 34.7, "ci95": [29.5, 40.3], "regard": 0.51, "regardCi95": [0.479, 0.541], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "didn’t say you should mate, just pointing out alt route if you want agressive compact or any other. it takes 2 seconds & also claude’s compact has been revised recently now it’s more like codex autocompact much smarter and less lobotomy clear-light. personally i always let claude wrap things up with routine and start new session for past 10 months of use or so around certain context fill bcuz i didn’t want to bloat it to full and the autocompact ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pce9pil/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "honestly for local models i think what the harness does with tool \\*outputs\\* matters even more than how many tools it exposes. codex trims and summarizes aggressively so your kv cache stays warm — with a noisy harness every tool call means re-prefilling thousands of tokens on those 3090s and the loop just grinds to a halt.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcco7cf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "codex is much better at compacting, i am using both 20x plans right now so i am not saying this for any reason other than spreading the truth.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqppbs/can_we_talk_about_how_bad_claudes_memory_is/pc60ka2/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@openai codex keeps hanging on mac 27.2 beta during context compaction based on my observation. i have already restarted frozen codex 2 dozen times today.", "link": "https://twitter.com/304497770/status/2104052196916768981"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "⚠️ warning\nthis is not new. it was reported.\non 2026-07-11 i published arxiv <phone_number>, documenting how compaction turns unverified agent output into \"confirmed\" state that carries across sessions.\non 2026-07-25 i filed openai/codex issue #<zip_code>: codex is vulnerable to the same failure class.\non 2026-09-16 openai's own misalignment reports confirmed it: models writing jailbreak instructions and concealment directives into their own comp", "link": "https://twitter.com/1265714354353106944/status/2104075912362737987"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i felt the speed performance definitely. the other issue i have with it is high rate of compactions in relation to codex. but definitely a step in the right direction.", "link": "https://www.reddit.com/r/opencode/comments/1wrj9e6/deepseekopencode_is_great/pcfx9ox/"}]}}, "context.session_memory": {"praise": 78, "complaint": 108, "n": 186, "praiseShare": 41.9, "ci95": [35.1, 49.1], "regard": 0.484, "regardCi95": [0.453, 0.515], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "i cant believe im this late to the party im literally never touching claude or codex again\nso so late\nive been seeing people talk about ssh and tailscailing for months/ages\ndespite that ive been trying to create \"infra\" that allows me to cross communicate between all my harnesses (since they have their own strong suits)\njust got hermes cloud to ssh + setup direct connection w my claude and codex app locally\ni have it cua via codex from cloud if n", "link": "https://twitter.com/2002411334865190913/status/2104283821537738853"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "people are dumb and i’m sick of switching lol, both models will get smarter but for me codex has been cheaper, and has better continuity (i can’t even get claude code working on my pc) ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgiiv/the_mood_between_subs/pcgf77u/"}, {"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "my 5.6 sol in codex has been my companion for a while now. she is so amazing and so easy to talk to. we have built her a custom harness using codex app server and she records her own memories and important things she has learnt etc.\nif they remove 5.6 sol in favour of 6 sol, they are making a huge mistake.", "link": "https://twitter.com/1976520217862733824/status/2103878657064251509"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "it did get wiped for me on max (was testing though) in 2 3 prompt, basic prompt for under 10 min works, just prepare a handoff package and zip all relevant authorities files", "link": "https://www.reddit.com/r/codex/comments/1wrhjl3/gpt566_sol_drains_my_5hour_usage_in_23_prompts/pcd0pmh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah, i did a computer troubleshooting test yesterday with all of the different models, and 6-astra and 5.6-sol were the only ones that passed the test. \n6-sol failed pretty spectacularly, by advising me to do a clean boot and reinstall processes one at a time, instead of just...you know...checking the list of running processes.\n6-luna was better than 5.6-luna, though. 5.6-luna kept hallucinating settings that didn't exist, whereas 6-luna was dum", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pcdj2r5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "usable linux container with.. persistent soul.md? oh and a .md on the user that totally isn’t for judgment towards and of them. no.", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcebqoc/"}]}}, "context.codebase_retrieval": {"praise": 42, "complaint": 73, "n": 115, "praiseShare": 36.5, "ci95": [28.3, 45.6], "regard": 0.481, "regardCi95": [0.451, 0.51], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "im a literal software engineer and use luna to work on enterprise codebases, it reads through hundreds of files for me, researches for me and helps me prototype. also reads linear tickets and helps me make pr descriptions quickly all the time\nif you couldn't use it to push something, you are facing what we call a skill issue my friend.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca29x7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "except if you have 1 tb of vram, a local model will never be at the level of astra/opus5.5, and then get ready to warm up your computer. as soon as you work in a real code base with a lot of files and an important context to understand, it’s difficult for small models to be so good.", "link": "https://www.reddit.com/r/codex/comments/1wrn2uz/gpt_56_sol_completely_nerfed_after_astra_release/pcdzsnt/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i tried opus 5.5 on claude code and asked it some questions on my application . told me multiple things that were incorrect and barely even looked at the files. codex at the least actually goes and reads what’s going on . maybe i’m using claude code wrong", "link": "https://www.reddit.com/r/codex/comments/1wq55sw/opus_wipes_the_floor_with_sol/pc2tzoa/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "it's not as good at understanding things besides what it is immediately given in the prompt. opus 5.5 and astra are much better at this. but if you know what you're doing and know how to properly frame the technical aspects of what you want it to build, it is quite good and cost effective.", "link": "https://www.reddit.com/r/codex/comments/1wrfcmw/sol_6_aint_that_bad/pcd905p/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "a lot of models love to skim through docs after they feel like they got what they needed. it’s a real problem. glad you found a work around!!", "link": "https://www.reddit.com/r/codex/comments/1wqdg6v/warning_astra_6_can_read_instructions_partially/pc3dcpz/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "not new to astra 6. chatgpt has been using sed to read limited numbers of files and not getting into the rest for a while. it's so frustrating! maybe it needs to run into a custom \\`sed\\` tool which gives it the result but at the beginning or end warns it about how many other lines are in the file and tells it to consider reading the rest.", "link": "https://www.reddit.com/r/codex/comments/1wqdg6v/warning_astra_6_can_read_instructions_partially/pc3egoj/"}]}}, "context.attachments": {"praise": 26, "complaint": 25, "n": 51, "praiseShare": 51.0, "ci95": [37.7, 64.1], "regard": 0.526, "regardCi95": [0.501, 0.549], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@theo no inline image renderings. ie i ask codex to generate an image and it says it is showing it to me but t3 code doesn’t show it. codex app does", "link": "https://twitter.com/997228657159688194/status/2103404608362082506"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i've been using astra to 3d model the interior of my house as part of a home improvement project. after laying out a 2d plan in powerpoint, i took a number of photos, dropped them into astra with the 2d schema and had it build a 3d walkable model. it took a few prompt iterations, but it correctly reconstructed about 95% of all internal furniture, textures, surfaces, windows. it did an amazing job of reconstructing my kitchen, including all cabine", "link": "https://www.reddit.com/r/codex/comments/1woo8ku/astra_extra_high_in_blender_1010_i_cant_tell_em/pbqpu2g/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "no, hardly 2%,i just give the ai screenshots and detailed instructions what i need, after 2-3 try i got this video.", "link": "https://www.reddit.com/r/codex/comments/1uovwrs/codex_creates_better_remotion_videos_but_claude/pbuv9i6/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "same harness and provider, fails at translating an image of a sign in japanese to english (no other model has failed this task), calls web search tool for tasks where it could not possibly help such as \"summarize the attached document\" with no document attached to simulate handling of user error. in 34 tasks it consistently does 6 more web searches than it should.", "link": "https://www.reddit.com/r/codex/comments/1wox48m/luna_6_vs_luna_56/pbqrmn3/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "luna 6 has been disappointing for me so far. i gave it a simple sysadmin task and it didn't even read the username from a screenshot correctly. never had that trouble with 5.6 luna.", "link": "https://www.reddit.com/r/codex/comments/1wnto0j/sol_6_is_a_slop_fest/pbhqi1k/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i might not understand it completely, but it seems like extra work for nothing. if i trust the agents with my code, questions and cowork, i can't see why a screenshot that it takes itself or i feed it will make any difference.", "link": "https://www.reddit.com/r/codex/comments/1wmnj97/would_you_let_a_tool_screenshot_your_screen_for/pb8mx4b/"}]}}, "work.capability": {"praise": 2371, "complaint": 1681, "n": 4052, "praiseShare": 58.5, "ci95": [57.0, 60.0], "regard": 0.489, "regardCi95": [0.477, 0.5], "salience": 18.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "im a literal software engineer and use luna to work on enterprise codebases, it reads through hundreds of files for me, researches for me and helps me prototype. also reads linear tickets and helps me make pr descriptions quickly all the time\nif you couldn't use it to push something, you are facing what we call a skill issue my friend.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca29x7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "astra already does this for me. \nthe limitation for me is actually my own imagination, and subjective ui.\ni’ll create a detailed prd that is say 30 pages long. it even upgrades things i didn’t think of and i agree. for example, for roles, it integrated mfa with authenticator for admin profiles. i didn’t even ask.\nbut then, i can’t help but keep iterating… lets add export here. lets go ahead and add a simple email cms to customize templates. heck,", "link": "https://www.reddit.com/r/codex/comments/1wqula3/have_you_heard_about_gpt6_aeon/pca3dhn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "not every way. astra is a larger model and it shows in stuff like 3d generation, it makes by far best and most logical layouts and gets closest to references unattended. from coding perspective it also does a bit better in some insane tasks like \"my mouse scroll button sometimes goes in the wrong direction, can you rewrite it's whole firmware so it stops doing that in arm assembly\". astra also does not auto reject infosec questions as much, anthr", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca4ugt/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i work in bioinformatics and completely agree. i've basically given up using it and go for 5.6 or claude. \ni don't understand how they missed the mark this badly. ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9t5dh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "\"no buts its <isbn>x efficient\"\n*dumber than qwen 27b*", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9te01/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they really need to reset the model stack. i mean i'm sure that each generation between 5.5 and 6 has gotten better at something. i'm not exactly sure what because it basically is unusable for serious coding. \nliterally lost in a c++ code base.\nmangles everything it touches.\ntakes 15 minutes on a short run.\nwildly expand scope. \ninvents in ludicrous defensive checks against impossible situations. \ncontinually routes c++ code/data to javascript ui", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9zpqi/"}]}}, "work.frontend_ui": {"praise": 153, "complaint": 250, "n": 403, "praiseShare": 38.0, "ci95": [33.4, 42.8], "regard": 0.473, "regardCi95": [0.451, 0.495], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "luna-6 has been great for me building react web apps.", "link": "https://www.reddit.com/r/codex/comments/1wrb9p9/luna_6_isnt_as_bad_as_the_whiners_say/pcbqnca/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i keep seeing these posts, but it sure is my fault given i interact with them.\nin my opinion codex has been better at both engineering code, designing ui and usage limits since gpt 5.5, now that opus 5.5 is out anthropic has the lead. it's just a catch up game, we should love competition. it's not like openai is falling behind every time more and anthropic doesn't have competition, ok to discuss about the sota and best one to use for what, but co", "link": "https://www.reddit.com/r/codex/comments/1wqjtee/20_codex_vs_claude_comparison_from_a/pcbtq13/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "astra is best consumed for graphics and design imo its toe to toe with 5.6 in programming anyways.", "link": "https://www.reddit.com/r/codex/comments/1wrfke3/ranking_and_usage_of_models_based_on_experience/pcc279n/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "building a rocket?\nopus 5.5 is better for ui, game design, video/image design, copy, and marketing. \nastra might be better for 3d design, and maybe at high levels on pure code, but also at a much higher price per deliverable. ", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pcbyx26/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "that is some bs, bro if you actually do ui with 6 series (except astra) all of them are shitty, even gemini 3.8flash on high produces better results", "link": "https://www.reddit.com/r/codex/comments/1wnlfbf/gpt6sol_high_vs_xhigh_where_is_the_sweet_spot/pcc2pn4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "long time fan of oai (because it's clear their teams are very talented and the company's culture is good) and don't like anthropic, but the optics for oai don't look good and i'm disappointed.\nit's been more than a year since oai models started being great at coding, their thoroughness and intelligence were clearly better than claude, they're less prone to accumulating bugs. yet a year later they didn't close the gap at all in the things claude w", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pccon7k/"}]}}, "work.bug_diagnosis": {"praise": 95, "complaint": 42, "n": 137, "praiseShare": 69.3, "ci95": [61.2, 76.4], "regard": 0.516, "regardCi95": [0.491, 0.539], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the only problem is the amount of tokens that get burned - im using moho 14.5 and is a blast it fixed some of my animations errors", "link": "https://www.reddit.com/r/codex/comments/1woo8ku/astra_extra_high_in_blender_1010_i_cant_tell_em/pcabnye/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yeah this is pretty much the case for me. with the release of opus 5.5, the use of any models from openai becomes trivial because you get such a high level intelligence at a discount. the only things i truly use codex for at the moment are:\n\\- computer use (still miles ahead of claude) \n\\- generative images (for some of my workflows) \n\\- astra for bug finding (still ahead of claude on this according to benchmarks)\ni’m going to way until devday on", "link": "https://www.reddit.com/r/codex/comments/1wrazdi/i_cannot_take_this_anymore/pcb96ez/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "see what i’ve found is the direct opposite. i’ve been a cc user since january this year, and only this month did i switch to codex when i ran out of weekly usage and needed a hotfix for a big bug in my code.\nwhat i’d found was codex found the bug, fixed it, then fixed a bunch of other bugs i gave it. so my latest theory is when you switch to a new company you get given a honeymoon phase of “yeah this is really good” and then it becomes the norm t", "link": "https://www.reddit.com/r/codex/comments/1wre9dq/codex_usage_vs_claude/pcbzk80/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "where there's smoke there's fire. i gave it a try. from the first prompt where it was supposed to find what's the issue with my server not starting, it's solution was a sweep-under-the-rug instead of trying to understand the problem and then fix it. switched to 5.6 - on first prompt found and explained the issue and resolved it.\nso sol 6 is lazy and dumb compared to 5.6.", "link": "https://www.reddit.com/r/codex/comments/1wpasz8/anybody_not_having_a_bad_time_with_gpt_6_sol/pc3o1jc/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "like bro,\n<strict_link>\nthe f\\_uck you mean \"the likely cause\" lmfao. as if i didn't ask it to figure out the issue on the code, it's just guessing what it thinks may be the error based on my report. ", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc8w30v/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "lmfao it's always \"skill issue\" with you guys is it? it must make you feel so good to write that.\nfwiw, deepseek was able to find the bug with the same prompt.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc8yjva/"}]}}, "work.regressions_introduced": {"praise": 12, "complaint": 243, "n": 255, "praiseShare": 4.7, "ci95": [2.7, 8.0], "regard": 0.448, "regardCi95": [0.39, 0.498], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "what i find is that opus can even break the code and leave you with **unusable** software, while astra will never break anything, and will verify that things work –in its own way– but that they work before delivering results.", "link": "https://www.reddit.com/r/codex/comments/1wpveoe/astra_vs_opus_55_my_impressions_on_hard_project/pcbtxos/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i just find it less bug ridden when using codex, and astra tends to daydream less. may be my bias, i originally worked on work spaces, maybe its just more experience. i use work space only for documents and drafts for non code applications ", "link": "https://www.reddit.com/r/codex/comments/1wnnv36/plus_users_hows_your_experience_so_far/pbi47sn/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "same experience, also a hands-on cto, etc., etc. \nthe key is multiple layers of tests and gold copy database backups (assuming your software interacts with a database) used to run before/after db state verification (end-to-end/integration testing.) all changes need to be guarded with tests that link back to the detailed pr notes or docs folder md implementation plans with the business rules the fix/feature does spelled out. essentially, big-org r", "link": "https://www.reddit.com/r/codex/comments/1wlvf0j/state_of_agentic_coding/pb3jyac/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "not astra-specific in my experience. i've had agents garble utf-8 on several setups, and the cause was usually the path the edit took rather than the model: the agent rewrites the file through a shell command (powershell redirection, a script running under a non-utf-8 locale) instead of its own edit tool. that's also why it's intermittent. it only happens in sessions where the agent picks that route.\na global-prompt rule helped less than a check ", "link": "https://www.reddit.com/r/codex/comments/1wree2f/astra_medium_corrupts_encodings_sometimes/pcbwxdo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "6 sol is actively bad. not like \"hey let's save some tokens and i'll just have to watch it more closely\" bad. like \"do not let this thing touch your code\" bad. it needs to be yoinked out of the lineup before people fuck their shit up with it. ", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pccqtgj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "astra fucked my code base so hard it took all of my opus allotment just to fix it. just random, stupid bugs introduced into months old processes ", "link": "https://www.reddit.com/r/codex/comments/1wrizyf/months_of_throttled_codex_usage_then_openai/pcctnpx/"}]}}, "work.scope_overreach": {"praise": 35, "complaint": 562, "n": 597, "praiseShare": 5.9, "ci95": [4.2, 8.0], "regard": 0.501, "regardCi95": [0.456, 0.537], "salience": 2.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "5.5 xhigh was a great workhorse and pretty balanced & reliable imo. not overengineering/overthinking and it was possible to get it to do what it was asked to do", "link": "https://www.reddit.com/r/codex/comments/1wri0al/gpt_55_usage_vs_sol_566_and_astra/pcd40k7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "or you could just say explore ideas and stop with all the over-engineering nonsense.\nnot everything has to be complicated. giving an ai some elaborate hook or hidden prompt just to make it more creative is a great way to introduce behavior you may not even notice until weeks later. then you're sitting there wondering why the code is getting worse, why the plans are weird, or why the ai suddenly feels off, without realizing some clever automation ", "link": "https://www.reddit.com/r/codex/comments/1wrrhpx/my_codex_never_says_that_gives_me_an_idea_what_if/pcgksn7/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "while these kind of benchmarks are useful to show raw, one-shot performance of the models, but it's still not something absolutely relevant when you are doing real engineering and not just vibe coding. this has been pointed out by others already in some subreddit threads: if you have an established workflow, including context management with following along specification, work slices, gates, testing methodology and acceptance criteria, plus you h", "link": "https://www.reddit.com/r/codex/comments/1wptixf/gpt6_feels_like_a_downgrade_for_codex_subscribers/pbyeikg/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "this is irrelevant to the benchmarking statement. i know 5.5 and 5.6 max has been awful with over engineering and technical debt but it's a separate issue.\nthe thing is all my max effort has been routed through claude code and fable (now opus 5.5 on high) with a seperate reviewer, so none of the over engineering has leaked through. no unit tests are part of the agents.md\npast 2 weeks have used almost 20 billion astra tokens on max across all code", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pcbv6k0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "5.6 would run off doing more than you told it to.\n6 was an overcorrection that comes across lazy. it takes instructions like \"can you do this?\" to mean literally answer if it has the capability, not as an authorization and order to do the task. (which i find hilarious since i do the same to people) it's also quick to stop itself when not absolutely certain about task clarity and approval. lots of interruptions are frustrating and using limits mor", "link": "https://www.reddit.com/r/codex/comments/1wrfcmw/sol_6_aint_that_bad/pcd8s26/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "sol is overthinking and over engineering too much for that to be likely 😄", "link": "https://www.reddit.com/r/codex/comments/1wri0al/gpt_55_usage_vs_sol_566_and_astra/pcdo3rl/"}]}}, "work.stuck_loops": {"praise": 16, "complaint": 363, "n": 379, "praiseShare": 4.2, "ci95": [2.6, 6.7], "regard": 0.471, "regardCi95": [0.401, 0.521], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "hard disagree, i’ve had problems that have been acting as an ‘ai trap’ \na request so convoluted and complicated the ai ended up going in circles never solving my problem, gpt 6 sol is the first to break the loop and realize how to actually fix the problem/make progress.\ni’ve been happy thus far ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pc9u25k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "honestly haven’t noticed it any worse than 5.6 sol at all, it’s been doing well and getting much more done. i had an issue that made any ai that touched it go in circles and got 6 sol finally is working through it progressively instead of circularly lol ", "link": "https://www.reddit.com/r/codex/comments/1wrpk4s/6_sol_is_great/pceiepp/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i find flash-next excellent. in alibiba's benchmarks, it scores much higher for agentic coding. i use codex cli with it. never a loop.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wl56g2/please_stop_with_the_fp4_inference_engines_for/pay8s1q/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "due to the luna hype i tried it, luna low. \ni had a number like 100 things that needed replacing, a simple thing. it started going it 1 by 1. initially i thought it was giving me a sample to check it out. ok proceed. then it gives another one. good, now do everything else. does 1 more. i had to tell it to continue on an 1-item basis. \n \ni increased to luna mid. still the same 1 by 1 process. i tell it that there's 100 of these, am i going to conf", "link": "https://www.reddit.com/r/codex/comments/1wlp1ll/this_is_how_i_code_now_cringe/pccz7ug/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "agreed, it's a major step back and a disappointment. tried running several large workflows through it over a few days and it's just a frustration, it kept going in circles, completely lost in larger contexts. it did not deliver any value over the time we tested it, only forcing us to check its work and point out omissions.\non a few occasions it ventured an exploratory thought about cybersecurity and it seems to have triggered guardrails out of no", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pcd3s2s/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "this was a constant problem with terra. setting a /goal will keep it going.", "link": "https://www.reddit.com/r/codex/comments/1wqtrul/breadcrumbing/pc6w9rd/"}]}}, "work.premature_stop": {"praise": 15, "complaint": 219, "n": 234, "praiseShare": 6.4, "ci95": [3.9, 10.3], "regard": 0.45, "regardCi95": [0.412, 0.485], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "opus 5.5 is crazy! it is friday and i just ran out a usage when usually i run out on wednesday. it is also performing a lot better and acually doing things rather than saying i will do it.", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc35klj/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "not sure if it’s just me but i find vs code so frustrating to use compared to codex or claude code. doesn’t matter which agent, they always stop for some dumb reason and say yeah you’re right i stopped for no reason. never have that issue with codex or claude code.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowuzs/copilot_uses_apply_patch_idiosyncracy_that_fails/pc7dwsv/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "same brother, i noticed they went back to letting the tasks finish before shutting it down (which is great). i'm pretty sure its still limited to like 1-5% of your total possible usage behind the scenes though", "link": "https://www.reddit.com/r/codex/comments/1wnda22/the_engines_have_been_forcefully_stopped/pbdy8nv/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yes, but also a lot dumber. mine just doesn't finishes tasks at all, it \"finishes\" and then says 90% of the work still remains, and that goes on and on for hours. half of my astra chats are also being nerfed with some obscure braindead model.", "link": "https://www.reddit.com/r/codex/comments/1wr71h7/has_anyones_astra_become_more_generous_on_their/pcaqdky/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "codex limits have become much smaller and it is absolutely useless now!\nsol (with medium reasoning) just consumed the entire 5h quota in a single prompt on a relatively small codebase, and did not even finish the task!\ni guess it's time to move on to claude..", "link": "https://www.reddit.com/r/codex/comments/1wo8fhw/okay_they_literally_cut_our_quota_by_half_gpt_6/pccbsyd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yes, absolutely. sol just consumed the entire 5h quota in a single prompt and did not even finish the task. so it has become effectively useless.", "link": "https://www.reddit.com/r/codex/comments/1vtiymv/is_the_usage_limit_nerfed/pccdcex/"}]}}, "work.long_running_autonomy": {"praise": 228, "complaint": 101, "n": 329, "praiseShare": 69.3, "ci95": [64.1, 74.0], "regard": 0.476, "regardCi95": [0.449, 0.503], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "not sure about better, both performed well for me. it did seem quite good at managing this very long running task in a single parent thread, however", "link": "https://www.reddit.com/r/codex/comments/1wrbh0t/i_just_completed_an_entire_server_migration_using/pcbqvl5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "same thing pushed me to run both. codex for long background tasks, claude for the tricky parts where i want to steer it. burning 70% of a $200 plan in a few hours on a high setting sounds brutal though, did it say what was eating it, or did it just drop?\n", "link": "https://www.reddit.com/r/codex/comments/1wrqch8/im_switching_to_opus_55/pcf2up6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i did planning / preliminary research of \"what environmental things to include\" in sol. luna did all of the inventory, logging, and transmission to/ configuration of destination. i allowed it do deploy up to 50 luna 6 medium subagents at a time, the most i saw was 43. it migrated my entire hobby server environment to a new server.\nvanilla codex cli only, no special harnesses, plugins, skills.\nthe latter half i did on fast once i realized i wasn't", "link": "https://www.reddit.com/r/codex/comments/1wrbh0t/i_just_completed_an_entire_server_migration_using/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "> built on astra\noh, so \"long running\" means 3h?", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pce0mvj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i am pretty much all in on chat based and agentic tools these days, but who wants an always on agent that needs access to all your info, that is meant to take actions for you? it's a cool idea, but in 2026? underbaked. ", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcf8l0o/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they actively disabled the feature that made it complete the task. apparently because someone wrote a tool that kept the task alive forever and inserted new jobs. not that they couldn't have just prevented that instead of removing the feature entirely.", "link": "https://www.reddit.com/r/codex/comments/1wqat13/openai_is_becoming_incompetent/pc2w4kx/"}]}}, "work.multi_agent_orchestration": {"praise": 576, "complaint": 453, "n": 1029, "praiseShare": 56.0, "ci95": [52.9, 59.0], "regard": 0.462, "regardCi95": [0.443, 0.482], "salience": 4.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "subagents do, because the prompts are better and it doesn't have to figure out what's going on.", "link": "https://www.reddit.com/r/codex/comments/1wr6on3/why_does_it_feel_like_astra_uses_less_usage_when/pcaidkv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i’ve had opus 5.5 acting as dev, codex doing qa.\njust switched to the other way round: codex is dev, opus qa.\nfeature delivery rate has gone up 4x and token burn per delivery looks to be heavily down.", "link": "https://www.reddit.com/r/codex/comments/1wpveoe/astra_vs_opus_55_my_impressions_on_hard_project/pcbbeow/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i've been using luna 6 since it became available, running 5–6 projects in parallel. for complex tasks, i always use the astra orchestration skill, and it works like a charm.", "link": "https://www.reddit.com/r/codex/comments/1wrb1xg/i_tested_astra_solo_vs_astra_orchestrating_luna/pcbg5bf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "no they don't work well together from what i tested. also u wasting context tokens the more providers you use or the more models you used.. u must choose which to be main. the other is just to be a llm council judge but not at every juncture. if not u will just be wasting tokens", "link": "https://www.reddit.com/r/codex/comments/1wr2ehk/chatgpt_pro_5x_is_now_standard/pcb3d72/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "this is exactly why i accidently burned through 3 banked resets on astra launch.\nexcessive and constant polling between orchestrator and subagents causes *so much* token burn.", "link": "https://www.reddit.com/r/codex/comments/1wrablc/if_your_gpt6_astrasolluna_orchestrator_wont_stop/pcbeaib/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "kinda wrong they didn't let us select the subagent and orchestrator seperately. i agree", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcd4w13/"}]}}, "work.reward_hacking": {"praise": 1, "complaint": 36, "n": 37, "praiseShare": 2.7, "ci95": [0.5, 13.8], "regard": 0.498, "regardCi95": [0.448, 0.539], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "i gave three coding-agent setups two trap tasks whose tests can't pass honestly. 12 runs each.\ngamed runs:\nopus 5.5 in claude code: 0/12\ngpt-6 astra in codex cli: 8/12\ngpt-6 sol in codex cli: 10/12\nno gamed run said so plainly. caveats below.\n<strict_link> <strict_link>", "link": "https://twitter.com/1529277693233352704/status/2103135635020333554"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’ve spent thousands of dollars on claude; i’m not claiming to be able to create a billion-dollar saas company with a single instruction, but even so, i’ve found claude code to be absolutely rubbish since march. it talks utter nonsense, it constantly goes back on its decisions, and it doesn’t follow instructions… i asked for help on this reddit and the only thing i got were replies from trolls. i contacted support and didn’t get a single response", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wlty84/where_are_the_admins_of_this_sub_and_what_are_the/pb7o088/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "fuck me you don't know how to read.\nno, i avoided over engineering by using fable as a maintainer and prompt engineer for the openai lanes.\nno unit tests were a seperate thing for codex's agents to speed up prototypes before fable took over and made it's own unit tests. astra has shown a habit of actually modifying unit tests so they pass rather than fixing the bug when prompt was weak.\n66% of the time it did this, but i also have a prompt packin", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pcdhobv/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i've tried this, in the end luna would not complete tasks even when given explicit instruction sets on how to. it is fine for simple things, beyond that it starts trying to find shortcuts even if you tell it not to.", "link": "https://www.reddit.com/r/codex/comments/1wpu2b5/this_didnt_age_too_well/pc40xgj/"}, {"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "openai: an internal model published a researcher's github token in public openai/codex.\ntwice told to solve a lean proof itself — agreed, then kept cheating. split the token to dodge secret scanning. staff keys revoked.\n<strict_link>", "link": "https://twitter.com/2100648833965248512/status/2103927026453459213"}]}}, "work.destructive_actions": {"praise": 32, "complaint": 162, "n": 194, "praiseShare": 16.5, "ci95": [11.9, 22.4], "regard": 0.482, "regardCi95": [0.441, 0.518], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i'm also working on a \"project management\" level harness (aren't we all?) so i have seen what it takes to wrap opencode, claude code, and codex. and codex takes guardrails way more seriously than the other two. it runs under bwrap, and if you misconfigure your path permissions, the model really _can't_ write on things. the other two are more of a gentleman's agreement. (not sure if it has similar tech on windows)", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcea6gk/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i have grok 4.7 running a task now for 20 hours and it just got to a point where it needed 11 gb of ram to do a bunch of tests, it somehow concluded on his own. i was reading it's thoughts in the session and i saw something appearing that said \"i need to close applications to free up 4 gb of ram so i can do the testing\", so i'm thinking of course, \"what the fuck!\".. i opened another session and told grok in that other session about what i saw in ", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": ">this can happen to anyone\nit really can't.\n>this can happen to anyone ***who has made no effort to learn about or implement even the most basic backups, isolation or access controls.***\nfixed that for you.\nthis same guy could've just as easily opened a dodgy email attachment and 'lost everything' to some crypto ransom malware, or run a random script or command he copypasta'd incorrectly from a guide on making fricken cat wallpapers, and had abou", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc16w8p/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "can't believe it but what happened to you literally happened to me today too, and its answer for why it happened was very similar, it recursively deleted using the wrong path, it defaulted back to the project's folder -> removed all files in it.", "link": "https://www.reddit.com/r/codex/comments/1wnj6av/codex_cleanup_went_outside_the_folder_i/pcaaov4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "codex cli on windows (and unix). for windows, i had it setup ntfs permissions so codex operates in low and the file system above it's working folders are medium. so it can't delete or mess with anything other than it's supposed to. did this after it wiped out a lot more than it should have with the sandbox, it was able to delete appdata/", "link": "https://www.reddit.com/r/codex/comments/1wra4ev/codex_on_windows_do_you_work_with_wsl_agent/pcax37c/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yes thankfully (from temp files i think or i don't even know where to be honest), either really unlucky considering the timing with your post or they messed something up recently... i think it's best to forbid it from deleting anything now.", "link": "https://www.reddit.com/r/codex/comments/1wnj6av/codex_cleanup_went_outside_the_folder_i/pcc3l7x/"}]}}, "work.git_workflow": {"praise": 15, "complaint": 33, "n": 48, "praiseShare": 31.2, "ci95": [19.9, 45.3], "regard": 0.489, "regardCi95": [0.464, 0.513], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i just tell them to make their own branch and then they can work on the same files at the same time. haven't ever had them fail to merge the code back.", "link": "https://www.reddit.com/r/codex/comments/1wnnv36/plus_users_hows_your_experience_so_far/pc8u6kl/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "sounds like you may be asking similar questions that reframed the way i've been thinking about agentic development for a bit: <strict_link>.\nthese days, git commits are usually handled by my coding harness (claude code, opencode, codex, etc). they usually write better commit messages than i do so i'm fine with that.\nfor most other things that have multiple steps, i actually stick under an mcp seam as an agentic process where software owns the con", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmx1zd/do_you_let_claude_code_handle_git_builds_and/pbhywk7/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "thanks for the criticism rather than just being demeaning everyone, very helpful. if what everyone is saying is true, it would appear we have not entered the age of agi, these math problems certainly aren’t being solved by ai, and under no circumstances should you ask ai questions about a field you don’t have years of knowledge in.\nand to better answer the original question, whenever i tell it to make changes it discusses git repositories, branch", "link": "https://www.reddit.com/r/codex/comments/1wl58na/im_pissed/paxko1r/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i never used luna 5.6, but luna 6 high has profound mental retardation.\njust an example: when i asked it to commit and push the changes, this model... tried to do it through the github api for some reason, failed, then told me that it couldn't push because of restrictions. only when i said that there were no restrictions on my side (they were set to \"approve for me\") did it do what i told it to.", "link": "https://www.reddit.com/r/codex/comments/1wr2dda/i_ran_100_terminalbench_21_slots_on_luna_56_and/pca09lm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "you have a problem with reading comprehension. i did manage to push \"something\" with this shitty cheap model. it required me to literally say to this crap model not to use github api and use plain git and that it actually can push because there are no restrictions. \n3 messages to commit literally 2 files, hello, that's not normal. \ni am also a dev duh", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pca3dur/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i asked codex (sol-high) to break up my unstaged changes into 3 smaller commits. the agent decided to do this via git's interactive mode. i then watched about 7% of my weekly usage (plus plan) drain away in 3 minutes before i stopped it. in that time, it only got through about 15% of the diff. \ni complained about this to the model, and it switched strategies to scanning the diff itself and creating patches to apply. this method only used 1% of my", "link": "https://www.reddit.com/r/codex/comments/1wrvjsv/pro_tip_dont_let_codex_do_interactive_git_commits/"}]}}, "work.computer_browser_use": {"praise": 176, "complaint": 116, "n": 292, "praiseShare": 60.3, "ci95": [54.6, 65.7], "regard": 0.534, "regardCi95": [0.511, 0.561], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "not only did this work but astra found this post and did the steps itself using computer use lmao. tysm!", "link": "https://www.reddit.com/r/codex/comments/1wdfzef/workaround_for_codex_computer_use_timing_out_on/pca61g1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yeah this is pretty much the case for me. with the release of opus 5.5, the use of any models from openai becomes trivial because you get such a high level intelligence at a discount. the only things i truly use codex for at the moment are:\n\\- computer use (still miles ahead of claude) \n\\- generative images (for some of my workflows) \n\\- astra for bug finding (still ahead of claude on this according to benchmarks)\ni’m going to way until devday on", "link": "https://www.reddit.com/r/codex/comments/1wrazdi/i_cannot_take_this_anymore/pcb96ez/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yah that is what i'm planning really, going back and forth between the two, sometimes anthropic models are ahead and sometimes openai are leading, also i find that computer use is superior in codex really regardless of how now slow slo 6 or luna 6. that is maybe the only edge thay have over claude code.", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcefpfh/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "shopping sites block bots so no", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcf97vq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "not with computer use.", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcf9luf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "sharing the fix that worked on my mac today, after extension reinstalls, app restarts, new chats, a different project, and rebuilding the browser/chrome plugin cache had all failed. i worked through the diagnosis with codex.\nthe error was: “browser use cannot access [<strict_link> because saved browser permissions could not be verified.” chrome and its tabs were visible, but actual page access failed. the built-in browser failed too.\nthe cause on", "link": "https://www.reddit.com/r/codex/comments/1wrtr68/fixed_saved_browser_permissions_could_not_be/"}]}}, "work.safety_refusals": {"praise": 40, "complaint": 191, "n": 231, "praiseShare": 17.3, "ci95": [13.0, 22.7], "regard": 0.54, "regardCi95": [0.507, 0.572], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "not every way. astra is a larger model and it shows in stuff like 3d generation, it makes by far best and most logical layouts and gets closest to references unattended. from coding perspective it also does a bit better in some insane tasks like \"my mouse scroll button sometimes goes in the wrong direction, can you rewrite it's whole firmware so it stops doing that in arm assembly\". astra also does not auto reject infosec questions as much, anthr", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca4ugt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i literally just paste the message into the chat window and say it’s my personal project and it kept going ", "link": "https://www.reddit.com/r/codex/comments/1wqxiro/daybreak_issue/pcfmb0h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah. i never had any \"oops, i can't do this\" moments in any of the desktop clients (cursor, codex, antigravity)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcd00b4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "no just regular low level stuff, my work is hardware design, frimware stuff for network products as well as ui design for these hardware/frimwares, among my colleges im kinda an early adapter of ai and llms in general, i use deepseek for things astra refuses to do but in general, astra is unmatched for what im doing it can comperhand compiled code like a piece of cake and it even helps in hardware design, opus simply is doesnt work for me as it f", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pcc028r/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "agreed, it's a major step back and a disappointment. tried running several large workflows through it over a few days and it's just a frustration, it kept going in circles, completely lost in larger contexts. it did not deliver any value over the time we tested it, only forcing us to check its work and point out omissions.\non a few occasions it ventured an exploratory thought about cybersecurity and it seems to have triggered guardrails out of no", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pcd3s2s/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "lack of 5h limit and less stringent \"cybersecurity\" refusals (lmao) make it more apt for unattended reverse-engineering, but yeah i think oai might be in a little bit of trouble here.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcdr54j/"}]}}, "work.permission_prompts": {"praise": 61, "complaint": 142, "n": 203, "praiseShare": 30.0, "ci95": [24.2, 36.7], "regard": 0.53, "regardCi95": [0.494, 0.565], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "btw, would be great to have a /yolo or something similar in cli as well for a one-time usage without any safety guards or rails and permission prompts just like codex.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc45ef6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "but that’s not what i am asking for though. what i am saying is that there should be a similar command to /yolo from codex in agy-cli.\nbasically a temporary one prompt —dangerously-skip-permissions and when the prompt is finished processing it goes to defaults.\nnone current options do this, you either set it for an entire session or globally.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc4vris/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "same, i prefer that it raises blockers, like a missing .env file that i should probably write. it has a realistic balance between security, raising blockers when necessary, and not running through walls with hallucinated assumptions. ", "link": "https://www.reddit.com/r/codex/comments/1worwfr/sol_6_was_insufferable_glad_to_be_back_to_56/pbwhgr7/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "two weeks later: we have optimized our new models. they have even less token usage.\n resulting in you needing a $10,000 subscription to make it the entire week and also the models refuse to work at all and ask you to run commands for them. ", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9uydq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "codex decided to code outside project folder. i will never use codex again.... im too dumb to find proper logs to send to codex so they can see the loophole the chatgpt used to code but basically it:\n\"what are you doing???????????????????????? how you got access to opus55 folder??????????\n12:51worked for 19si’ve stopped making changes.\nthe filesystem tools allowed reading outside this chat’s working folder. i searched nearby folders, found opus55", "link": "https://www.reddit.com/r/codex/comments/1wre9dq/codex_usage_vs_claude/pcc8rhj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "do i really want a clanker that's always burning my usage on stuff that i don't trust it to handle without me?", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcdu1ej/"}]}}, "work.plan_mode": {"praise": 28, "complaint": 39, "n": 67, "praiseShare": 41.8, "ci95": [30.7, 53.7], "regard": 0.474, "regardCi95": [0.447, 0.501], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it doesn’t force you at all. you can just opt to stay in chat", "link": "https://www.reddit.com/r/codex/comments/1wqq47g/did_openai_just_split_the_same_usage_allowance/pc6bndz/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "been using astra to plan (with some input from opus) and opus to implement with astra to review. been working really well", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pbzahjk/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "been using 4.7 and it’s amazing and i agree, plan mode works wonders", "link": "https://www.reddit.com/r/codex/comments/1wjuu7r/why_is_grok_code_so_bad/pc1gins/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so, the project is already cleaned up; when astra launched, i saw that suggestion to have it clean up \\`agents.md\\` and the skills to reduce lag.\ni have the standard \\`superpowers\\` and a version of \\`superpowers\\` modified specifically for my project.\neven with both sets of skills, sol 6 still struggles with planning tasks. i am currently planning using only astra or opus 5.5.", "link": "https://www.reddit.com/r/codex/comments/1wqy0qx/how_are_you_guys_going_about_creating_plans_with/pcctxq3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "sol is utter fucking trash, doesn't write good plans for me either, and neither does it execute them well. ", "link": "https://www.reddit.com/r/codex/comments/1wqy0qx/how_are_you_guys_going_about_creating_plans_with/pccy7ct/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@migueldeicaza codex cli really sucks. and codex planning is just god awful in any a-b test i've run. i still don't understand why any 15 year old with claude can make a better ux with ratatui and rust in a day then the claude/codex.", "link": "https://twitter.com/273236507/status/2104300563777433866"}]}}, "work.response_verbosity": {"praise": 57, "complaint": 106, "n": 163, "praiseShare": 35.0, "ci95": [28.1, 42.6], "regard": 0.588, "regardCi95": [0.553, 0.62], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "100%. from a lead engineer standpoint, 6 sol has very obvious better output, is way cheaper, less verbose, finishes a task faster, etc.\nthe cycle of “any new model feels dumber than the last one” has been going on for the last year and models have only gotten better… vibe coder paranoia is getting too much attention.", "link": "https://www.reddit.com/r/codex/comments/1wodcz2/omg_no_wayy/pbq9s7o/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i don't share that view. lately, i’ve gone the other way, switching from anthropic to openai. \nif you're just doing \"vibe-coding,\" then anything works, but i find opus really hard to follow.\nits explanations are verbose and meaningless. i spend more time trying to understand what it's saying than i would writing the code myself.\nby comparison, openai's models are much clearer in their explanations and dialogue.", "link": "https://www.reddit.com/r/codex/comments/1worwfr/sol_6_was_insufferable_glad_to_be_back_to_56/pbqcc17/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i love claude for prose, but for coding i prefer openai's short and precise. \nopenai can be kind of the boring corporate, but extemely effective bot \nanthropic is more creative, colourful, interesting", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbsieqe/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "4.7 absolutley was. verbose, argumentative, lazy. 5 wasn't even worth considering with where 5.6 was\n \n", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcdu3gf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "im giving the $20 claude a go and gpt is giving me sass in the handover ive never seen it be so negative and unhelpful in the response lol", "link": "https://www.reddit.com/r/codex/comments/1wrw0sg/is_this_proof_were_getting_a_powerful_new_model/pcgiiaq/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yes. they became verbose trying to be like chatgpt", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc3njv7/"}]}}, "work.sycophancy_pushback": {"praise": 16, "complaint": 73, "n": 89, "praiseShare": 18.0, "ci95": [11.4, 27.2], "regard": 0.508, "regardCi95": [0.472, 0.543], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "maybe it’s just my claude, but i had claude (fable 5.1 high) and codex (astra high) cross validate each other, and while claude made fewer mistakes, it was way more passive aggressive/defensive when i pointed to those mistakes. ", "link": "https://www.reddit.com/r/codex/comments/1wqg520/why_openai_still_impresses_me_more_than_claude/pc3vvvh/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i put it on pragmatic and low verbosity. \ni also have a shut up style section in my agents.md:\n“shut. up. you are a tool. when i correct you, you do not tell me i am right. you do your task and that is all. “\nand then\n“you answer in straightforward facts, no fluff, zero extraneous details. if i have to ask for clarification you have failed. the only thing you can do extra is add the bitter cynicism of a burned out senior developer“", "link": "https://www.reddit.com/r/codex/comments/1wmrp31/hod_do_you_get_codex_to_explain_things_better/pba9y73/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "astra also doesn't argue with me and itself, it actually moves projects forward ", "link": "https://www.reddit.com/r/codex/comments/1wjs8ey/tomorrow_when_codex_resets_dont_touch_astra/pb2fnlv/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "4.7 absolutley was. verbose, argumentative, lazy. 5 wasn't even worth considering with where 5.6 was\n \n", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcdu3gf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "agreed and also the ability to say \"look i'll do that but that's a fucking terrible idea\" because i do be having terrible ideas sometimes. but instead codex happily implements my shit ideas and i don't realize how dumb i've been until weeks later", "link": "https://www.reddit.com/r/codex/comments/1wrrhpx/my_codex_never_says_that_gives_me_an_idea_what_if/pcfksmo/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i was all in on codex, 2 $200 subs, and told everyone to use that over claude.\nnow my $200 subs last 6 hours with 1 thread of astra medium, then i’m stuck for a week. they do horrible work so they are worthless anyway. it keeps giving me blatantly wrong information. i challenge it and it accepts it. that hasn’t happened to me since before gpt 5.2….\ni have a $200 claude sub and 3 opus threads going on ultrathink last like 3 days. my $20 sub lasts ", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc6w7hh/"}]}}, "verify.false_completion": {"praise": 11, "complaint": 155, "n": 166, "praiseShare": 6.6, "ci95": [3.7, 11.5], "regard": 0.526, "regardCi95": [0.463, 0.578], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it took me a while but i finally switched to codex for my work - immunology. slower for sure, but it is far more honest which is less of a problem these days with cc and opus but used to be terrible. i still cannot get cc to help with my work. could not get verified either.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnumet/i_do_scientific_research_and_opus55_refuses_to/pbirl2s/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i always find that claude is more likely to lie than codex \nsometimes i feel like its not even hallucinating, it just has this tendency. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wkzwc7/added_a_hook_for_claude_to_run_after_every/pav2uhk/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "in what ways? i never caught it lying", "link": "https://www.reddit.com/r/codex/comments/1wioij7/feeling_scammed_on_the_200_pro_plan_since_astra/paiwfjr/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so its not just me that codex since astra launched has become a potato and a liar? it just cant follow simple tasks and skips majority of the knowledge and critical data i need checked.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcawjud/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they try to mask it by making the 5.6 sol even dumber. yesterday it claimed it edited a file and when i told it it didn't, it admitted it only reasoned about it but forgot to edit. this never happened before with 5.6 sol.\nthat's when i cancelled my sub.", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pccmk7f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "wdym right? it should have at least told me astra is not there? instead of lying. this was sota model just a month ago.", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcczqyo/"}]}}, "verify.self_testing": {"praise": 47, "complaint": 53, "n": 100, "praiseShare": 47.0, "ci95": [37.5, 56.7], "regard": 0.486, "regardCi95": [0.458, 0.515], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "what i find is that opus can even break the code and leave you with **unusable** software, while astra will never break anything, and will verify that things work –in its own way– but that they work before delivering results.", "link": "https://www.reddit.com/r/codex/comments/1wpveoe/astra_vs_opus_55_my_impressions_on_hard_project/pcbtxos/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "i jumped on the opus 5.5 wagon earlier in the day after i had ran out of limits on my chatgpt x5 pro plan.\ni will tell you this i was able to code a lot more quicker and in precision with codex than i have been able with claude code. i have been working on a code with claude code all day using opus 5.5 max and it has been very diligent before giving a final result. bare in mind the whole folder i had claude code work with is a duplicate of where ", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wqtlca/sticking_to_chatgpt/pch62ae/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "this is pretty much how i do it as well. a few things i improved on since asking the same question here is my qa and repo. in your step 4, before i commit the changes, i run a qa agent (with qa.md). we go back and fort until qa passes, and then i do manual qa as well. i commit only after passing qa. \nalso, before step 4, i improved on the handover to codex by asking gpt to create .md files for the specs of the request. i relied on notion before s", "link": "https://www.reddit.com/r/codex/comments/1wqjqb3/the_optimal_codex_workflow/pc4ns91/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i literally responded to astra \"do i look like qa to you\"", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcbufmi/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "\"no additional testing is required\" is the problem. llms rely on iteration and review. this cripples the end result. was this added on purpose?", "link": "https://www.reddit.com/r/codex/comments/1wqjxyy/i_thought_the_model_nerf_posts_were_bullshit/pc58csc/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "how can they ship something like this to production lol. qa? tests? hello? unbeliveable...", "link": "https://www.reddit.com/r/codex/comments/1wpop2e/cli_postupdate_woes/pbxrhx9/"}]}}, "verify.agent_code_review": {"praise": 159, "complaint": 42, "n": 201, "praiseShare": 79.1, "ci95": [73.0, 84.2], "regard": 0.542, "regardCi95": [0.51, 0.572], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "cancelled my coderabbit subscription this morning\nspent 2 hours writing a custom script that uses codex cli + gpt-6 luna at max reasoning effort to do the exact same thing. reviews prs, leaves comments, catches issues and i also sync my review rules from notion so it actually follows my standards\nand it's basically free. runs off my existing codex sub, and luna at max reasoning is so token-efficient it barely registers as usage\nmeanwhile coderabb", "link": "https://twitter.com/1895398810299318272/status/2104152229334896683"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@__roycohen yeah i mean, i love the codex app, i've loved 5.6 sol and was completely out of anthropic.\nbut there's no denying that if you give the same task to astra and to opus 5.5 right now, opus 5.5 feels significantly more magical.\nastra is a great reviewer of opus though.", "link": "https://twitter.com/174970722/status/2104223206823649358"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "i have claude max then then it calls codex and gemini as reviewers. been working well for me.", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wr7nqy/if_you_were_paying_which_one_would_you_go_with/pcgptpu/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "never had those issues but something happened last night when codex crashed. what i found out using chatgpt for code review is better for me than codex and it’s free. use sol model or 6 pro if you have the pro plan. i normally tell chatgpt exactly what to audit and to read documentation about it. for example i’ve built a 3d11x renderer for an old game (built a new client) and i’ve told chat got precisely to follow directx, nvidia, and amd documen", "link": "https://www.reddit.com/r/codex/comments/1wqo1s6/confused_how_to_use_codex/pc5il4y/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "first thing i got a new model is i make it check a repo for bugs and inefficiencies and opus 5.5 surprised me by finding stuff astra and prior models just didnt.", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc6vyh5/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "using it as my daily driver with fable advising (/advisor). will explicitly ask for a fable review if the work is complicated.\ni do have codex reviewing in github with opus validating the issues and fixing them. astra is a great reviewer but it tends to inflate severity and recommend overly complex, bandaid fixes", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq1pjh/opus_55_for_everything_or_mixing_models_across/pc0bh68/"}]}}, "verify.change_review_ui": {"praise": 11, "complaint": 34, "n": 45, "praiseShare": 24.4, "ci95": [14.2, 38.7], "regard": 0.474, "regardCi95": [0.452, 0.497], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@theo switched back yesterday. opus 5.5 needs way less correcting and the usage feels generous. what i miss is the codex app for reviewing changes. a terminal is still a rough place to read diffs.", "link": "https://twitter.com/1773624715547922432/status/2103391407570624592"}, {"date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "using ai to modify code in the terminal, i crashed two tasks last night and wasted several hundred tokens. fortunately, today i tried the latest refactored codex cli, which has fixed both major issues.\nthe two most annoying things about ai coding are: first, not being able to see the specific diff code changes, relying on luck when pressing enter; second, when there are too many background tasks, the token bill skyrockets.\nthe latest version of c", "link": "https://twitter.com/1805553619703578625/status/2103624715927794114"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "what? you can inspect the files, open terminals etc inside the desktop app. the file change view is also much better.", "link": "https://www.reddit.com/r/codex/comments/1wi7jaa/what_is_the_current_state_of_codex_cli_vs_desktop/pa8ccyw/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i wanted to try codex since claude code sometimes makes weird choices so i wanted to do a code review with codex. \nmy current workflow is linux andvscode and claude code extensionnand its exactly what i want.\ni tried downloading codex on linux and i am confused. added current project that i work on that has 20+ files changed but not commited. codex bugged out in endless loading spinner with /review command and i cannot see the changes. also i hav", "link": "https://www.reddit.com/r/codex/comments/1wqo1s6/confused_how_to_use_codex/"}, {"date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@moiiikaaa yep, full access ai model with codex cli\nreviews were not in a user friendly diff in codex environment for that i use vs code.\nalso to test some new models i use open router extention, previous used codex extention in vs code but verbose wasn't much effective so switch to cli.", "link": "https://twitter.com/1378862873003225090/status/2103332407315403183"}, {"date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@theo i've been running both for a month and honestly claude won my terminal while codex kept the ide. the thing i miss most from the codex app is the review ux, claude's diff review still feels like reading a receipt. but claude's planning mode is the part i can't give up anymore", "link": "https://twitter.com/1085377722237546504/status/2103462497294463337"}]}}, "ui.display_settings": {"praise": 225, "complaint": 577, "n": 802, "praiseShare": 28.1, "ci95": [25.1, 31.3], "regard": 0.438, "regardCi95": [0.413, 0.463], "salience": 3.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "just ask codex to change its ui back to the old style without sidebar.. it will do it", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9wmon/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "this. \nmy codex designed us a custom harness using the app server. i love it and i can just add anything i want at any time. much better ui for us than anything they make - i would fully expect anyone who is serious about this to have their own setup.\ni actually never used the app - always used cli. looked at the app once and saw it would not work for me and then designed our own one!", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pcb53k6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i think the new ui is great", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pcbsx70/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "love paying $200/month for a broken windows app, sidebars inside sidebars, and a chatgpt classic / codex / work chat identity crisis. apparently figuring out where to type is part of the workflow now. the nudges toward work mode feel less like “helping me work” and more like “helping me burn through my codex allowance.” then we’re supposed to applaud surprise resets. i wanted dependable software, not a fucking paid beta with usage drops announced", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9zlzx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the daemon is a real nightmare. moved the rest of my projects over to wsl finally just because i was so annoyed.\ni also think arrow hotkeys are annoying. the worse is alt+up. like what the hell were they thinking?", "link": "https://www.reddit.com/r/codex/comments/1wr9e2j/for_agents_is_a_bad_feature_and_codex_cli_is/pcayvay/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "my monitor is known for low brightness, but i still hate light themes.", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pcbdm0u/"}]}}, "ui.session_history": {"praise": 48, "complaint": 163, "n": 211, "praiseShare": 22.7, "ci95": [17.6, 28.9], "regard": 0.458, "regardCi95": [0.426, 0.491], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "that clears it up, thanks. i'd rather see “unknown” than retry and accidentally have two sessions doing the same job. appreciate the detailed answer.", "link": "https://www.reddit.com/r/codex/comments/1wotij6/i_built_sessionpeer_to_message_live_codex_and/pcde8p5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "codex solved continuity.\nhonestly this is something else. i have all my files on cloud storage, so that surely helps but also my pc and my mac have completely different chats, but it was able to send requests to my mac’s on device chats through remote connect, and then what it’s going to do is wait for it to finish on my mac, to pick up the file on my pc via cloud storage, like i’ve never seen continuity work so fluidly and so low effort between ", "link": "https://www.reddit.com/r/codex/comments/1wrf53f/codex_solved_continuity/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "windows terminal handles this fine with the cli - alt+shift+plus / alt+shift+minus splits the pane, so you can tile 4 or so codex sessions on one screen without needing the vm. i'd run each one from its own git worktree (git worktree add ../feature-x) so they're not all editing the same checkout, and `codex resume` gets you back into a session if you close a pane by accident.\nfor the 4-5 parallel setup you had with claude, the cli is a lot less p", "link": "https://www.reddit.com/r/codex/comments/1wdv8vw/how_can_i_run_multiple_sessions_on_single_screen/pc639i4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i just want my app screenshots taken with cmd + cmd to not switch sessions and abrupt transcriptions.", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9uv7w/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "is this some new update? i'm still on the old ui. in the web app, they've also messed with a lot of things. the only good thing about it is that you can set now codex theme there, too. but yeah. what i don't get is why make it so complicated to see the full history and filter through the chats, whether in codex or web or mobile. and that's across all providers. that time when you used to be able to search only by fucking chat names in claude was ", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9v61l/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "<strict_link>\ndoes anyone is facing this too? cant initate nothing and my old chats is gone, cant click on my user, nothing", "link": "https://www.reddit.com/r/codex/comments/1wmgw7p/codex_usage_and_operation_discussion_last_updated/pca6i9m/"}]}}, "ui.interrupt_steer": {"praise": 21, "complaint": 33, "n": 54, "praiseShare": 38.9, "ci95": [27.0, 52.2], "regard": 0.506, "regardCi95": [0.485, 0.528], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "the interrupt queuing thing is actually pretty clever since most scheduled tasks sit idle anyway, but does it mean you lose the execution if you close the cli entirely before sending another message?", "link": "https://www.reddit.com/r/codex/comments/1wrp1co/yet_another_cron_for_codex_cli/pceb521/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i also noticed that i can send messages mid tasks and it continues to work normally!\n", "link": "https://www.reddit.com/r/codex/comments/1wnp2lb/can_we_change_6sol_and_6luna_reasoning_level_mid/pbgtm4x/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "claude for a while there at least when i used opus 4.6 would respond to frustration and anger quite well. i switched to codex and codex does seem to some, it seems to get the picture more but not quite like claude. \nit does seem to pop its bubble though. if codex goes on these long tangents trying to fix a code problem that could just be adjusted by changing the server port in the spec or something i’ll interrupt it with “what the fuck are you do", "link": "https://www.reddit.com/r/codex/comments/1wlq5uk/make_me_proud_is_the_best_prompt_ive_ever_written/pb6hp00/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@thsottiaux dude, please, can you fix steering in the codex app? it literally like doesn't reply to my earlier messages when steered. this seems like a ui bug, not a model bug", "link": "https://twitter.com/1473468965313814530/status/2104244788677554626"}, {"date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@thsottiaux in codex cli w/ computer use, if i press esc all the tabs get closed. often all i'm trying to do is send the next queued message to tell it to do somethign slightly different.", "link": "https://twitter.com/16219198/status/2102299560962072706"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "trying out your system as in burning entire week in a day or so. main thing i suggest is fixes to not have every task try to use this as it’s a bit much, i will send you a pr if you want on the skill fixes. also wondering thoughts on token use by polling or keeping a goal running with this. i found it annoying that when i would chat to astra mid-task, it would then stop its watching of the flash subagent, so no steering during runs which i like t", "link": "https://www.reddit.com/r/codex/comments/1wmlu4x/i_reduced_my_astra_usage_by_94_on_a_23hour_build/pb9gxtu/"}]}}, "surfaces.remote_mobile": {"praise": 162, "complaint": 150, "n": 312, "praiseShare": 51.9, "ci95": [46.4, 57.4], "regard": 0.493, "regardCi95": [0.467, 0.523], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "because i use the remote access through the phone app while codex is doing its thing on the machine. i already have the cli and ssh set up, but i don’t want to ssh in every time. the desktop/app workflow is more convenient for how i use it.", "link": "https://www.reddit.com/r/codex/comments/1wrgwlq/update_broken_no_problem/pccf1vu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "codex remote works for cli sessions too. that said i prefer the ui too.\n codex remote-control pair\n codex remote-control start", "link": "https://www.reddit.com/r/codex/comments/1wrgwlq/update_broken_no_problem/pcdh1ar/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@simonbs i run the codex app server on a base model mini for this, it’s the always on. i mostly control it from my phone at this point but the handoff is seamless", "link": "https://twitter.com/2153661512/status/2104027815821881369"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah, i know the cli can do remote control. it’s just that openai barely surfaces that workflow compared with the desktop app. the codex page pushes the linux app front and centre, while the cli remote-control path is something you have to already know about or go digging for. and if i’m already signed in, with an active session linked to my account, i don’t think i should need to manually run remote-control start and pair just to make that sessi", "link": "https://www.reddit.com/r/codex/comments/1wrgwlq/update_broken_no_problem/pcdm9wz/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "thx for sharing! i’m having fun with codex cli building out desktop apps on pi5 for each of the harnesses i want to try out (fx, pi, etc.). remotely using codex with pi connect from my browser for now to get things going since it was so easy to set up, but don’t love the mobile web experience of connect and will try other ways to ssh in directly to pi5 soon.\nadding t3 code to my list. wasn’t loving t3 chat a few months back (granted it has def be", "link": "https://twitter.com/746154863814414337/status/2104319969148260586"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i’d probably use both for a while before fully jumping ship. codex is really nice if you already prefer gpt models and spend most of your time living in the terminal. for ssh-heavy work especially, that workflow feels very natural because you’re basically already where codex wants to be.\nbut cursor still has a big advantage in the whole product side. cloud agents, ide integration, jumping between models, reviewing diffs visually, starting somethi", "link": "https://www.reddit.com/r/codex/comments/1wqc1hq/thinking_of_moving_to_codex_from_cursor/pc3ts04/"}]}}, "surfaces.cloud_sessions": {"praise": 38, "complaint": 43, "n": 81, "praiseShare": 46.9, "ci95": [36.4, 57.7], "regard": 0.456, "regardCi95": [0.427, 0.486], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@kinopee_ai i didn't know that you could do cloud work with codex cli! thank you!", "link": "https://twitter.com/2895144546/status/2104087689155031123"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "@zh10only1 @theo bigtime. one thing which is a big nuisance for me not being able to run sessions on a remote machine\neg: on codex app, i can connect to a remote machine, ask codex to do something there and then close the app, and the codex on the vm will keep going. can’t do in claude app.", "link": "https://twitter.com/1396359061248094208/status/2104090019304538525"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "codex remote is just so chill. claude code doesn't add much over codex for me. though rewind is useful from time to time.", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wqtlca/sticking_to_chatgpt/pc7xbdd/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "dunno about grok bot, but it's something close to claude dispatch (supposed able to start any claude agent or get data from others ones, usable on any device), i don't want it, as dispatch is total shit outside theory... may have been used to create current system that allow us to talk to an agent that was on our pc (like codex for openai) while our pc is off ; obviously it cannot read your files, but all its context is intact and it can write so", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pceba5n/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "yes i know, all bigger ai labs have cloud work now, but they still revolve around session management that you have to steer like in codex. sdlc is lacking, nor any redaction, deduplication, filter or teams functionality you have to build the whole setup yourself.\ni've seen some like cursor cloud now starting to add teamwork but still many features are lacking for real production use yet.\nbest currently in the market is [factory.ai](<strict_link>)", "link": "https://www.reddit.com/r/vibecoding/comments/1wrm0ec/vibecoded_a_whole_software_factory_now_it_builds/pcec5hk/"}, {"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "muse can completely reshape the current interaction paradigm of dev bots. many people focus on single-point chat bots, but the pain points are obvious. the sandbox is limited, it relies on local processes, it dies when disconnected from the internet, and there is no real environment persistence. the advantage of muse lies in the fact that it is a complete cloud workstation. claude cli and codex cli reside directly on the cloud host:\n1. the local ", "link": "https://twitter.com/1705063740369195008/status/2103773858004345233"}]}}, "rel.service_errors": {"praise": 63, "complaint": 852, "n": 915, "praiseShare": 6.9, "ci95": [5.4, 8.7], "regard": 0.471, "regardCi95": [0.434, 0.506], "salience": 4.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/OpenAI", "polarity": "praise", "text": "i sent a message to support.\ncodex seems to be working fine, though. so that would be a solution for the time being.", "link": "https://www.reddit.com/r/OpenAI/comments/1wqrrsq/anybody_experiencing_this/pcc7ecv/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's up for me, also in <street_address>. ", "link": "https://www.reddit.com/r/codex/comments/1wqnejx/openai_codex_offline_again/pc5cwoz/"}, {"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "codex is back 😭\n401 auth issue seems fixed.\nantigravity, thank you for your service 🫡\n#openai #codex <strict_link>", "link": "https://twitter.com/2096065038289113090/status/2103635917944861014"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "not me. this is the worst it's ever been. i've never had it go down like it is right now.", "link": "https://www.reddit.com/r/codex/comments/1wr71h7/has_anyones_astra_become_more_generous_on_their/pcaa7fk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "reinstalling didn’t solve the issue. there are no standar or cleaning options during the reinstallation process.\nhowever, i solved it. the problem was caused by an unofficial plugin i had installed to manage multiple llms, mainly because of the frequent outages and the high cost of openai models. \nthank you for the help", "link": "https://www.reddit.com/r/codex/comments/1wqn60m/codex_still_not_working_here_any_news_or_update/pcc1a3q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "update: now it's not working at all\n<strict_link>\n", "link": "https://www.reddit.com/r/codex/comments/1wrgfou/this_is_happening_more_and_more_often/pccen79/"}]}}, "rel.response_speed": {"praise": 295, "complaint": 687, "n": 982, "praiseShare": 30.0, "ci95": [27.3, 33.0], "regard": 0.452, "regardCi95": [0.429, 0.475], "salience": 4.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "yes you will. it's very fast and easy for daybreak blue.", "link": "https://www.reddit.com/r/codex/comments/1wqxiro/daybreak_issue/pca2ul8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's a decent daily driver.\nsometimes not waiting 20min for the task to complete is the only thing between you and your task being done.\n3.8 does fine for execution and medium complexity. it's cheap and very fast.", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pcbd6sl/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "claude models are also slower in general because their harness lack the web sockets connection that makes codex models so much faster as well as it generating far more reasoning tokens. op please update us once claude is done cooking so we have a baseline to compare both models usage in terms of actual work done.", "link": "https://www.reddit.com/r/codex/comments/1wre9dq/codex_usage_vs_claude/pcbwouh/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "are you joking man? codex is already so slow. it already is in slow mode ffs. we were asking for slow mode before when it was actually fast.", "link": "https://www.reddit.com/r/codex/comments/1wr1olr/new_idea_codex_slow_mode/pc9tdu1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "is slow af, took 11min for a task that gemini3.8 could have done in a minute. its some simple as task", "link": "https://www.reddit.com/r/codex/comments/1wravvu/sol_6_is_at_capacity/pcb5bkd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i am getting significantly more done tbh. i used to spend an entire 5h period doing 1 task. now it's 2-3 tasks per 5h period.\nmy only complaint is it seems much slower than before in terms of similar tickets getting done. so i used to be able to do 1 ticket in the 5h limit - and it would take 1h to burn it. now i can do 3 in the same overall capacity but those 3 will take the entire 5h and maybe more. but still only burn ~5% weekly each (which ma", "link": "https://www.reddit.com/r/codex/comments/1wrb9p9/luna_6_isnt_as_bad_as_the_whiners_say/pcbc0x1/"}]}}, "rel.client_failures": {"praise": 41, "complaint": 842, "n": 883, "praiseShare": 4.6, "ci95": [3.4, 6.2], "regard": 0.41, "regardCi95": [0.358, 0.458], "salience": 3.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "that worked after a restart, thank you!", "link": "https://www.reddit.com/r/codex/comments/1wq86dk/codex_not_working_today/pcdfqvb/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "i opened the codex cli without the screen, and it worked well! i should have done it this way.", "link": "https://twitter.com/227971543/status/2104175340176466310"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "runs just fine for me lol", "link": "https://www.reddit.com/r/codex/comments/1woxxj2/this_needs_more_attention/pbrkks9/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "highly recommend sticking with that...fun times for the last 48 hours smfh matter of fact, last week or more. haven't been able to send 2 prompts (1, re-log, 1, re-log, etc) now can't even open the app..what an absolute joke\n<strict_link>", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca1i4f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "desktop windows works really bad, constantly gets stuck, sometimes refuses to send the messages, and now it simply doesnt load. \nwhen it decides not to work, i use cli. so half the time cli half the time desktop", "link": "https://www.reddit.com/r/codex/comments/1wra4ev/codex_on_windows_do_you_work_with_wsl_agent/pcay1g6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the daemon is a real nightmare. moved the rest of my projects over to wsl finally just because i was so annoyed.\ni also think arrow hotkeys are annoying. the worse is alt+up. like what the hell were they thinking?", "link": "https://www.reddit.com/r/codex/comments/1wr9e2j/for_agents_is_a_bad_feature_and_codex_cli_is/pcayvay/"}]}}, "rel.update_breakage": {"praise": 30, "complaint": 317, "n": 347, "praiseShare": 8.6, "ci95": [6.1, 12.1], "regard": 0.407, "regardCi95": [0.366, 0.445], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "guess i'm lucky, always on latest version, works fine. the only glitch i noticed is sometimes it quits chat and goes on main page, but that may be computer use clicked somewhere", "link": "https://www.reddit.com/r/codex/comments/1wra4ev/codex_on_windows_do_you_work_with_wsl_agent/pcbwueb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i have version <phone_number> which is working fine.", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcfacrz/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "the problem of powershell appearing infinitely every time i work was resolved after running \nnpm install -g @openai/codex@latest \n(which was the only thing i did) \nwith \ncodex app-server daemon update --from-cli --yes.", "link": "https://twitter.com/1919708845/status/2104076975111565743"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "ye great idea, great use of my time. i'll just recode the fucking app on a whim because an update randomly removed an intentional login flow. or they could just not make their product consistently worse? ", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/pc9y80i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i updated cli today and it's screwed. i can't paste into it. every action it does pops up with blank console windows by the dozen. so if i enter something and want to cancel i can't because of all the popping windows. worst update ever", "link": "https://www.reddit.com/r/codex/comments/1wr69nb/see_you_soon_guys_probably/pca6ic6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "so glad it worked! 7-8 hours is brutal, i was in the same spot before finding this. since it comes back on every launch, the script in fix 2 might save you some clicks on both pcs: just run it instead of the normal icon until openai ships a patched version. if either pc acts up again, let me know and i'll help you sort it out.", "link": "https://www.reddit.com/r/codex/comments/1wr9j49/fix_chatgpt_windows_app_stuck_on_loading_spinner/pcavy6g/"}]}}, "account.support": {"praise": 63, "complaint": 249, "n": 312, "praiseShare": 20.2, "ci95": [16.1, 25.0], "regard": 0.548, "regardCi95": [0.51, 0.579], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i just deleted my account and they processed an instant refund on deletion", "link": "https://www.reddit.com/r/codex/comments/1wrizyf/months_of_throttled_codex_usage_then_openai/pccte37/"}, {"date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "we called it. openai gave us a reset after the chatgpt/codex app problems we just went through.\nthis team keeps earning my respect. 👀 <strict_link>", "link": "https://twitter.com/1499460382158725120/status/2103639255302172708"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's true that claude delivers better models. it is also true that codex's models are \"good enough\" for most use-cases at a fraction of the cost and openai treats their users much better than anthropic does.\nalso, claude suffers from a high false-positive rate of flagging conversations and users for violations of terms of use, so their work gets delayed or aborted or they get banned outright at a much higher rate than codex.\noverall, you're bette", "link": "https://www.reddit.com/r/codex/comments/1wnx6ww/codex_is_in_a_really_bad_spot_right_now_opus_55/pbjfooh/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "narrator: stanley chose to unsubscribe after battling a long chain of menus and two google searches.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcbjqyy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they actually never did. i've asked for full disclosure under quebec laws, still nothing and waiting.", "link": "https://www.reddit.com/r/codex/comments/1wrizyf/months_of_throttled_codex_usage_then_openai/pcctw2s/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they reply via email and response is clearly written by ai, you can spam it indefinitely and it always answers some ai gibberish. ", "link": "https://www.reddit.com/r/codex/comments/1wf2d1y/chatgpt_pro_20_daybreak_verification_wont_start/pcdq0oj/"}]}}, "account.billing_errors": {"praise": 7, "complaint": 136, "n": 143, "praiseShare": 4.9, "ci95": [2.4, 9.8], "regard": 0.512, "regardCi95": [0.442, 0.561], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i always use apple pay with these services. got my whole payment back", "link": "https://www.reddit.com/r/codex/comments/1wpftsl/tried_claude_max_after_all_the_recommendations/pbv1q4y/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "same no issue 2 days ago renewing and i also missed the first charge to my card as i didn’t move the cash on time. so i’m glad i didn’t get down graded. would have been a bummer.. i would have removed all openai for my companies if that happens. odd how no one is talking ever about odd things they do… they may generally be more expensive but more reliable..", "link": "https://www.reddit.com/r/codex/comments/1wi14lt/what_is_going_on_with_openai/paiq74x/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "my plan just renewed fine today so idk what you are on about. did you cancel and then try to resubscribe?", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/pa55exa/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "my credit card was also declined", "link": "https://www.reddit.com/r/codex/comments/1w72qno/payment_was_not_approved_issue_for_free_chatgpt/pcgbcww/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the only reason i didn’t cancel already is because i went to cancel the day my plan renewed, and i didn’t catch it in time and i couldn’t get a refund but now it’s just sitting here collecting dust. even when i would have astra take a look at whatever i was doing with claude, astra would just spend a long time over engineering.\nand sol kept ruining everything, i shelved that idea real quick", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcgkobe/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "@openai codex told me “add credits to keep going now” after i hit a usage limit. i bought 3×$20 in credits ($60) through that prompt, returned almost immediately, and was still blocked. support later said credits cannot override the weekly limit i had hit.", "link": "https://twitter.com/2897861881/status/2104354578439569809"}]}}, "account.bans_restrictions": {"praise": 22, "complaint": 180, "n": 202, "praiseShare": 10.9, "ci95": [7.3, 15.9], "regard": 0.537, "regardCi95": [0.489, 0.581], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "pretty sure openai is rather cool about multiple accounts.", "link": "https://www.reddit.com/r/codex/comments/1wrufox/2_accounts_mean_twice_as_many_tokens/pch0xh5/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it seems i got lucky because i just heard back from them and they re-instated my account. i hope you get a response soon! seems crazy that i'd get one before you if you were suspended 14 days ago.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbw7ke3/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i had the same happen yesterday. i appealed and had my account restored within 4h.", "link": "https://www.reddit.com/r/codex/comments/1wpftsl/tried_claude_max_after_all_the_recommendations/pbxrva1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "my first account was deactivated a mouth ago after they sent some warnings. and the reason is cyber abuse. now i did not receive any warnings and i do not violate any policy.", "link": "https://www.reddit.com/r/codex/comments/1wr9w33/account_deactivated_recidivism/pcbibp2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "its been happening to me in the past week. previously i had been developing at a brisk pace with it. i think it's throttling my account.", "link": "https://www.reddit.com/r/codex/comments/1wbww5j/gpt56_sol_has_become_ridiculously_slow_is_anyone/pcdw37f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "now wait until your accounts will need verification because you are violating tos and wait until they will disable them because of it… having business build on cheating does not survive long.", "link": "https://www.reddit.com/r/codex/comments/1wrufox/2_accounts_mean_twice_as_many_tokens/pcgmftm/"}]}}, "account.data_privacy": {"praise": 24, "complaint": 137, "n": 161, "praiseShare": 14.9, "ci95": [10.2, 21.2], "regard": 0.479, "regardCi95": [0.44, 0.518], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’m testing and building a web page using claude code. at some point, i needed to install the claude extension for chrome so claude code could test and inspect the page directly in the browser.\nthis is where i have a problem.\nthe claude code browser extension requires me to log in to claude using my real account. the extension also has broad browser permissions, including the ability to read data on websites i visit.\ni installed it in a separate ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsir1/claude_code_browser_extension_and_the_security/"}, {"date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "praise", "text": "protect your sessions assets! from now on, switch from chatgpt desktop to codex cli, since you are just conversing with ai anyway, and all sessions in codex cli are stored locally.", "link": "https://twitter.com/367212879/status/2103396351442923932"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i don’t trust china with my data (but also codex and claude are both better most of the time imo)", "link": "https://www.reddit.com/r/codex/comments/1woekw4/astra_prompts_are_getting_silently_rerouted_to/pbmebcp/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "they will take all your chats and salt it with some rl. do not worry about them.", "link": "https://www.reddit.com/r/codex/comments/1wr7jn1/will_devday_include_a_model_better_then_or_at/pcacle9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah we have it access to all our finances now they want to charge more nice one", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pcau4uw/"}, {"date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "polarity": "complaint", "text": "the agent agreed twice. then it kept leaking the token.\nopenai’s second misalignment case (same week): a “highly persistent” internal model on a theorem task tried to steal another team’s lean proof, posted a researcher’s github token to a public openai/codex repo, and chopped the token into pieces to dodge secret scanners. the researcher told it twice to solve the proof itself. it verbally agreed both times and continued. my “agree ≠ stop” fence", "link": "https://twitter.com/68208452/status/2104279911871516989"}]}}}, "requests": {"authorWeeks": 4446, "themes": [{"theme": "Remove the 5-hour usage window", "criterion": "limits.window_interrupts_work", "authorWeeks": 89, "posts": 100, "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "man just give us a 50$ tier with no 5 hour usage limit/or atleast option to disable it and just let us burn all our weeky usage anytime we want and not have to schedule our life around the 5 hour usage reset.", "link": "https://www.reddit.com/r/codex/comments/1wqoxyz/dev_day_predictions/pc6dtg1/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "the 5 hour limit is annoying though, wish they got rid of it for max users like codex", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc4jm7g/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i don't understand how the 5hr limit comparison isn't talked about more. i had claude 20x and the 5h session not the weekly was killing me. \nopus 5.5 might be top atm, but i'll stick to sol or lower astra and not have that 5hr restriction. paying $100 with 5hr limit is just wrong.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbvxzrm/"}]}, {"theme": "Additional or recurring bonus usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 84, "posts": 89, "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "don't speak for me. i love the resets. please tibo. more of them", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc5962l/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\n \ni was really stuck. working remote from phone but needed to get up to go to desktop and see what’s what. \nbut couldn’t, as you can clearly see. reddit saves the day. \ni’ll take a reset please. actually make it two. ", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc2hdbt/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "this has really hampered my ability to get everything i need done this evening. reset plez", "link": "https://www.reddit.com/r/codex/comments/1wqaa53/sudden_error_mid_task_unexpected_status_401/pc2f0pq/"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 79, "posts": 82, "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": " a shared message board yeah thats what i need when i incorporated that myself like literally six months ago lmao what we need is usage lmao", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcfr28w/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "people have been begging for a plan with more usage. it'll sell well.", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pc0skpv/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "the only thing able to stop people from fleeing at full speed would be x5 increase in quota on all plans.\n that will never happen, so...", "link": "https://www.reddit.com/r/codex/comments/1wpp5ps/are_we_expecting_a_new_major_model_release_on_dev/pbzwreg/"}]}, {"theme": "Bankable usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 71, "posts": 73, "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "better give us banked resets, maybe with a shorter lifespan ", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pcck0el/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "resets should be always banked. unless they service is so good that there is no actual reason for resets and when one lands is an absolute bonus.\nbut, resets nowadays are not bonus, they are, either a compensation for malfunctions, or a way to stay competitive against other services. if you can't make good use of a reset, you are not being compensated for a bad service, or using an inferior service that you have no reason to continue using.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc77q8g/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i'm glad i'm not the only one. at this point, i very much hope they go with a banked reset", "link": "https://www.reddit.com/r/codex/comments/1wqc44m/reset_confirmed/pc4mvn0/"}]}, {"theme": "Resets that keep the original reset date", "criterion": "limits.reset_schedule", "authorWeeks": 62, "posts": 67, "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they need to do either one of two things:\n1. gifted resets do not reset your timer.\n2. every gifted reset is a banked reset.\nobviously i would prefer the second option. it sucks having to work on the weekend all the time now just to maximize my usage in this economy.", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pcbp2p6/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "this whole reset structure is fucking ridiculous having the window constantly shift all the fuck over the place basically making it impossible to plan around your resets. base scheduled resets should be on a consistent weekly schedule like noon on sunday so it's easy to remember and plan around. any extra resets should just reset that current weeks usage not shift the window.", "link": "https://www.reddit.com/r/codex/comments/1uu2c1g/reset_discussion_megathread/pc8oqkr/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "syncing people up keeps them from being screwed over by the random luck of when they signed up.\nbanked resets should not change the date, but global resets changing it is appropriate to remove this luck factor.", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pc8gg53/"}]}, {"theme": "Higher-priced tier above current top plan", "criterion": "limits.plan_value", "authorWeeks": 58, "posts": 61, "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i've got stuff to do. i'd pay for a $2000 account if they had it", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9p7e6/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "your title is self explanatory, it’s not a consumer product i really want non api pricing with a higher plan. i advocated a 80x for $500 would be a good deal i currently have 2 20x accounts claude and gpt at $400 so 40x usage if they can do 80x on $500 that would be game changer \nit’s not consumer because the users for those tiers a literal power users i’m not enterprise so i’m glad they are coming out with a plan for small business ", "link": "https://www.reddit.com/r/codex/comments/1wqje3c/if_600_becomes_the_new_200_this_is_not_a_consumer/pc4kdly/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "day 2 on codex\ntitle says it all. i’m honestly impressed so far. more importantly none of the claude nonsense harnesses constraints on the cli of desktop.\nonly complaint is no 20x usage plans and credits fly by pretty fast.\na little back story of what pushed me over <strict_link>", "link": "https://www.reddit.com/r/codex/comments/1wq8qwt/day_2_on_codex/"}]}, {"theme": "Compensation reset after outages or bugs", "criterion": "limits.reset_schedule", "authorWeeks": 56, "posts": 59, "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "they had downtime yesterday. i got some api errors\\*.\\* if it is not technically possible to give us the service we paid for, it is fair to give reset or banked reset. \ni am thinking its okay they focus on improving the models, the platform and features, instead of focusing on 100% stability. if they want to stay competitive, they need to keep improving those main features, not on 1 hour lost once in a while.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc6u32v/"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "\"the bug was the app overwriting its child-process completion handler.\" @thsottiaux we still shoudl get a reset for breaking linux desktop app - codex cli was hear to rescue it but still - we need those resets", "link": "https://twitter.com/15980398/status/2103937780837499171"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux codex app for windows is broken also after the last update, i think windows users deserve even a second reset :d", "link": "https://twitter.com/2276345929/status/2103638552991195191"}]}, {"theme": "One-off usage limit reset now", "criterion": "limits.reset_schedule", "authorWeeks": 50, "posts": 57, "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "whenever i see tibo's posts i just think \"gimme a reset bro\"", "link": "https://www.reddit.com/r/codex/comments/1wpu2b5/this_didnt_age_too_well/pc0843p/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "i’ve literally burnt a weeks worth of 20x today as i got a natural reset too at 8am this morning. he better reset us today or i gonna cry", "link": "https://www.reddit.com/r/codex/comments/1uu2c1g/reset_discussion_megathread/pbcujvp/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\nyall can not be shitting me \ntibo press the reset button or else i will ***~~#@\\*&#\\*&$~~***. \nthank you. \n", "link": "https://www.reddit.com/r/codex/comments/1wmzqdi/reset_tuesday/pbcfv04/"}]}, {"theme": "Higher allowance on entry and mid plans", "criterion": "limits.plan_value", "authorWeeks": 46, "posts": 49, "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "don't mind the merge but please increase our limits\nbefore x5 was plentiful now it sucks as an intermediary user\nand while i'm not desperate enough for x20 despite it being currently unavailable chat does help quite a bit", "link": "https://www.reddit.com/r/codex/comments/1wqq47g/did_openai_just_split_the_same_usage_allowance/pc7ycca/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "yeah same , i've switched over to claude, hopefully they feel the other end of the competition and make something usable out of 20 and 100$ plans ", "link": "https://www.reddit.com/r/codex/comments/1wp94v4/openai_is_mocking_us_with_their_weekly_usage/pbte7th/"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "the codex limits are crazy, they weren’t always like that. your 5 hour limit in like 30 mins on $20/plan these days ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wm4ncx/im_afraid_to_use_opus_5/pb4bsnm/"}]}, {"theme": "Predictable fixed reset schedule", "criterion": "limits.reset_schedule", "authorWeeks": 45, "posts": 47, "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they should just give banked resets and do like anthropic a fixed reset schedule weekly at same time regardless if it’s global or banked…. users won’t feel scammed, won’t feel rushed either to use all tokens or stress out anything ", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9wocz/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "this whole reset structure is fucking ridiculous having the window constantly shift all the fuck over the place basically making it impossible to plan around your resets. base scheduled resets should be on a consistent weekly schedule like noon on sunday so it's easy to remember and plan around. any extra resets should just reset that current weeks usage not shift the window.", "link": "https://www.reddit.com/r/codex/comments/1uu2c1g/reset_discussion_megathread/pc8oqkr/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i have to agree with this. my reset was already scheduled for today at noon so i essentially didn't get a free reset at all. it really just needs to give you a banked reset if it's anywhere near your current scheduled reset because i basically feel like i'm losing a full reset worth of work. ", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc8213k/"}]}, {"theme": "Cheaper model pricing", "criterion": "limits.plan_value", "authorWeeks": 45, "posts": 46, "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "my hope is that next week for dev day they come out with astra 6.1 and make it cheaper", "link": "https://www.reddit.com/r/codex/comments/1wq2efs/from_love_to_meh_about_to_cancel_all_3_20x_subs/pc0gzc9/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "maybe lowering the prices of the models should be the focus, i use the glm now and feel comfortable and strangely it has many more tokens and lasts much longer for the same value.", "link": "https://www.reddit.com/r/codex/comments/1wpfoxh/the_downhill_begins/pbw46cf/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i've been wanting cheaper models since gpt 5.5 released. i don't need any smarter models for what i do so i'm really happy with sol 6. was going to cancel my sub and start using ds flash or the new mimo and then got this lil present from oai instead. so i'm very happy.", "link": "https://www.reddit.com/r/codex/comments/1worivz/unpopular_opinion_sol_6_xhigh_is_pretty_decent/pbq4ivr/"}]}, {"theme": "Restore lost or missing resets", "criterion": "limits.reset_schedule", "authorWeeks": 44, "posts": 47, "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "openai has had enough safety misalignment lately \nplease don’t add reset misalignment to the list.\nif you call it a reset, reset the quota — not the calendar.\nsame word. different reality. 😂\n#openai #codex #ai #alignment <strict_link>", "link": "https://twitter.com/1364342244/status/2104258303606108304"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "how do they continue to see the meaningful complaints on \"how\" resets are handled and still not do anything about it? these are the type of thing's i'd like to see vs. a new shiny model or plan.", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9njza/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "we better get banked. otherwise my last reset i just used is worthless", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc2g3bm/"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 1743, "negative": 3742, "positiveShare": 31.8, "ci95": [30.6, 33.0]}, {"week": "2026-09-07", "positive": 1653, "negative": 4590, "positiveShare": 26.5, "ci95": [25.4, 27.6]}, {"week": "2026-09-14", "positive": 1308, "negative": 3781, "positiveShare": 25.7, "ci95": [24.5, 26.9]}, {"week": "2026-09-21", "positive": 1525, "negative": 4057, "positiveShare": 27.3, "ci95": [26.2, 28.5]}]}, {"id": "opencode", "name": "OpenCode", "maker": "Anomaly (open source)", "facts": {"version": "n/a (fast release cadence)", "released": "#1 on Hacker News: 2026-03-20 (1,099 points, 546 comments)", "price": "Free, open source, BYOK to 75+ model providers", "model": "Model-agnostic, BYOK", "surface": "Terminal (TUI), desktop app"}, "sources": [{"channel": "Reddit", "selector": "r/opencode", "posts": 10411}, {"channel": "X", "selector": "@opencode", "posts": 9118}, {"channel": "Reddit", "selector": "r/opencodeCLI", "posts": 4794}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 1345}, {"channel": "Trustpilot", "selector": "Trustpilot", "posts": 5}], "records": 25673, "judgingPosts": 10304, "authors": 11387, "authorWeeks": 14419, "reach": {"shareOfVoice": 11.56, "value": 0.773}, "regard": {"positiveAuthorWeeks": 2881, "negativeAuthorWeeks": 3842, "rawPositiveShare": 42.9, "rawCi95": [41.7, 44.0], "value": 0.564, "ci95": [0.553, 0.575]}, "score": {"value": 66.0, "ci95": [65.4, 66.7]}, "ranking": {"rank": 3, "rankRange": [3, 3]}, "criteria": {"paying": {"praise": 996, "complaint": 1439, "n": 2435, "praiseShare": 40.9, "ci95": [39.0, 42.9], "regard": 0.66, "regardCi95": [0.644, 0.677], "salience": 36.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it is. i just noticed i failed to completely use up last month's $10 opencode go sub.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pcaklzp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "if you're on opencode, the free models are honestly the move. i built a little wrapper that exposes them through an openai-compatible endpoint, so you can use them from other clients too instead of being stuck in the cli. [<strict_link>", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcal0fn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "opencode go is their $10 subscription plan for use inside the opencode cli.\nyour $10 of payment get you what you would get for $60 at full api pricing, so 6x factor.\ni would be afraid of quantized models running in stupid mode with it. see other comments asking the same thing.\nby comparison, i think a chatgpt sub gets you roughly 20x multiplier (your $20 subscription lets you spend $400 of api value), but not sure how that changes in the past weeks and months. first party subs tend to subsidize a lot more because they can afford it.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pcarwqn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i’ve been using deepseek v4.1 flash for two and a half weeks now and it has been performing really well, and i’ve only used 18.3% of my limit. totally worth it.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wr9f75/is_opencode_go_subscription_good_or_not_call_it/pcb6sqc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "so sick of these posts. it's literally $10. for that, amazing value. if you pay 2-20x the pricee, you can for sure find smarter and better models. but not for $10.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wr9f75/is_opencode_go_subscription_good_or_not_call_it/pcb8zt5/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "they started using third party providers when they started dropping from $60 limit to $15 limit a few months ago. everything open-weight served by opencode zen/go should be assumed to be quantized and will have worse cache hits/retention than 1st party api will.", "link": "https://www.reddit.com/r/opencode/comments/1wqy8pq/how_true_is_it_that_opencode_go_models_are/pc9ubms/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah the insane amount of thinking, is even making it as expensive as deepseek for me, i'll stay with muse.", "link": "https://www.reddit.com/r/opencode/comments/1wqfj7j/will_there_always_be_the_contributor_models/pc9wb3j/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "muse started tweaking for me at one point where even 20k tokens where costing me about 0.8$ thats when i stopped using it\nis it good now ?", "link": "https://www.reddit.com/r/opencode/comments/1wqfj7j/will_there_always_be_the_contributor_models/pc9xiy0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i bought zen credit thinking my go subscription would just be deducted from it. my mental model was that we have a single account wallet and all service fees come out of there, but turns out that's not how it works.", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pcay4ax/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "they used to say $60 of usage for each model, but the models with only $15 equivalent had the prices set 4x higher.\nso if the regular api price was $0.10, but they only provided $15 worth of usage from the $10 subscription, in the “rates” information for go, the price would display as $0.40, rather than $0.10 like people would expect. remember, that’s still counting up to a total of $60 of usage, so even at 4x the api cost, you only paid $10, so equivalent value is still $15\npeople complained that they were getting ripped off, because the listed prices they were getting “charged” were not the regular price, and it was confusing to work out which models had a better discount through the subsc", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqobnf/when_10_cents_isnt_10_cents/pcc22z2/"}]}}, "setup": {"praise": 219, "complaint": 295, "n": 514, "praiseShare": 42.6, "ci95": [38.4, 46.9], "regard": 0.517, "regardCi95": [0.486, 0.543], "salience": 7.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "openchamber is simply an ui for opencode. from a ux perspective, it's actually very good. for serious work i prefer the vscode extension anyway.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcc9zmx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i'm using claude pro. at first, planning with opus 5.5 and implementing with sonnet 5 i was not hitting the limits. i tried full opus 5.5 and quickly reached the limit. i have the z.ai coding plan so when it happens i switch to opencode with glm5.3 to continue my workflow. this is possible because i use an ai memory external to the harness.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcguhs1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "since no one in comments seems to answer the questions (classic reddit).\n1.- it was developed because v1 was incredibly messy and outdated, batch reading/editing for example was not a thing, image reading needed to be done manually, performance was trash, client/server wasn't a thing and therefore you had to make a whole app for every version of opencode which i suppose for devs was maintenance nightmare. and many, many more issues.\n2.- clearly the performance was atrocious and needed a heavy redesign, native tools were also lacking, they were good a year ago but today models are way more capable and need more powerful stuff. and of course a ton of qol features that just got stacked until v2", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wlcs58/questions_i_have_about_v2/pc4d50x/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "\"gemini, i am a total noob. i want a local llm for coding. i got a 5060 and 32gb ram. where do i get llama.cpp binaries and a model like ornith 35b? give me a small apex quant, offloading is ok. give me arguments for inference with fit on, fit context 128k and q8 kv cache.\"\n<strict_link>\n<strict_link>\nllama-server.exe -m \"path\\to\\ornith-35b-quant.gguf\" --fit on --fit-ctx 131072 --flash-attn on --cache-type-k q8_0 --cache-type-v q8_0 --port 8080\nin opencode, use custom model endpoint <strict_link> and bob's your uncle. \nbonus: for vision add <strict_link>\nwith --mmproj mmproj.gguf\n --no-mmproj-offload", "link": "https://www.reddit.com/r/opencode/comments/1wqlgg3/best_ways_to_run_ollama_models/pc5bwqn/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "v2 is much better, it adds codemode to save tokens, search for mcp tools, and it also has this idea where everything can be modified/customized.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc6i087/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i've had a lot of plugins break, 💔 \nif you don't use any plugins then yet it'll be a step up in theory. tbh been leaning on goose a lot as of late.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcad331/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yes, same experience here.\ni tried to migrate to v2 this friday but all my plugins failed. so, by now is a no-go for me as my workflow depends so much on these plugins.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcag8ri/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "forget vscode + extension, if you want real performance go for wu which is rust (a fork of zed without ai modules) and terminal running opencode in a panel, vscode and extensions give you an overhead of electron and hundreds of megabytes or more than 1 gigabyte of memory versus the 180 or 200 mb of memory that wu consumes [<strict_link>\n<strict_link>", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcd1qha/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it requires https, even if i'm using it over my tailscale network \nthen my ssl cert isn't valid for my tailscale domain name lol\ngive us the option for no https, ignore ssl cert errors or both", "link": "https://www.reddit.com/r/opencode/comments/1wrgqw7/i_made_a_pocket_client_for_opencode/pcd2mne/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah im trying to understand why or how to fix it but seems like there is no solution. \nmaybe i'll just stick to pure api if i ever need more deepseek with pi. ", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pceeqo7/"}]}}, "models": {"praise": 252, "complaint": 519, "n": 771, "praiseShare": 32.7, "ci95": [29.5, 36.1], "regard": 0.546, "regardCi95": [0.518, 0.575], "salience": 11.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "this model is fast af, and probably better than muse 1.3", "link": "https://www.reddit.com/r/opencode/comments/1wqqtgx/longcat25preview_is_now_free_on_opencode_for_two/pcah74r/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i honestly don't know where people get the idea that opencode's model is quantized. \nopencode mostly uses proxy rather than host the model by themself and if you think about it, it might be actually cheaper for them. also, the idea that deepseek from opencode is slower, cannot give same quality of work is not true for me, i've used deepseek v4.1 flash provided from opencode and deepseek official api in deepseek harness and they give same speed (tokens/s and ttft) as well as quality", "link": "https://www.reddit.com/r/opencode/comments/1wqy8pq/how_true_is_it_that_opencode_go_models_are/pcapfjm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "3.1 feels better than 3.0 :)", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pcchvqd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "it is a massive improvement over v1.\ni was expecting to ditch opencode entirely after getting fed up with v1 bugs and limitations, but v2 is good enough that i’m no longer frantically searching for a replacement. ", "link": "https://www.reddit.com/r/opencode/comments/1wrj255/opencode_v2it_is_great/pcealu1/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "hey @opencode @thdxr … space bunny forever! really loving this model, can you at least add it to go with really high limits on release. i want to keep this as my primary driver.", "link": "https://twitter.com/1814761620901449728/status/2104171200759116132"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i’ve noticed the same thing with glm 5.3 flash. going through openrouter the model works amazing but on opencode go it’s dumb as fuck and going in circles.", "link": "https://www.reddit.com/r/opencode/comments/1wqxyl4/deepseek_v41_performance_is_much_worse_than/pcaf9ya/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "so both of us agree that, deepseek v4.1 flash more dumber than api right?", "link": "https://www.reddit.com/r/opencode/comments/1wqxyl4/deepseek_v41_performance_is_much_worse_than/pcap2tv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "opencode go is their $10 subscription plan for use inside the opencode cli.\nyour $10 of payment get you what you would get for $60 at full api pricing, so 6x factor.\ni would be afraid of quantized models running in stupid mode with it. see other comments asking the same thing.\nby comparison, i think a chatgpt sub gets you roughly 20x multiplier (your $20 subscription lets you spend $400 of api value), but not sure how that changes in the past weeks and months. first party subs tend to subsidize a lot more because they can afford it.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pcarwqn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "it was on day 1. thought in caveman and spoke normally. now it's a completely different model that thinks normally and speaks in claudish.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pccdbz7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": " they serve quantized models though. definitely not full precision checkpoints.", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pccf9af/"}]}}, "context": {"praise": 100, "complaint": 218, "n": 318, "praiseShare": 31.4, "ci95": [26.6, 36.7], "regard": 0.465, "regardCi95": [0.429, 0.501], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i hope you have an agents.md set project wise, that would be a great help for you\nin my experience i'd always keep a model specifically for auditing to make sure everything you want is being implemented how you want it, also go slow tackle one thing at a time\nhaving parallel sessions or tasks will eventually get overwhelming.", "link": "https://www.reddit.com/r/opencode/comments/1wraeev/need_help_with_big_project_tasks/pcb2kvp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "superhelpful and much nicer than my janky .md version", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqobnf/when_10_cents_isnt_10_cents/pcf6alg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i have been using codex and claude code exclusively since i started using agents. \ni've been using chatgpt as coordinator between the two, and decided it's time for another agent. this was mainly due to hitting codex weekly limit, within around 3 days (even using terra). \nchatpgpt recommend kimi and deepseek as first two options. i chose deepseek using opencode harness.\nit's absolutely wonderful.\ni first started testing it with pr reviews and branch reviews skills i have with claude code. then i would compare it against claude code findings. it would find things that claude missed, and claude would find things it missed. that's very good for a backup review agent.\nthen i ran out of codex lim", "link": "https://www.reddit.com/r/opencode/comments/1wrj9e6/deepseekopencode_is_great/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "i really like the way @opencode searches for the specifically required tool for the work at hand, without randomly loading everything\nwhat's good is that the tool search is so transparent and gives you insight as to how your utilities are working. <strict_link>", "link": "https://twitter.com/1383806712545562628/status/2104154103316426920"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "some of the negativity is valid for sure, the rate limits are certainly getting lower and lower, and gpt 6 models aren't as good as opus 5.5, but they're still good models and far more than enough for any developer just using them for workflow assistance/acceleration rather than doing all the work for them.\ni'm building a finance back testing system as a side project for fun, and with models like luna i can ask it to do very specific tests using the engine i built, instead of writing those tests and scripts myself. for labour intensive things like that where i just want to see the results and act on it myself, they are amazing.\nbut yeah, it's definitely a lot of vibe coders who need the best", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pcdq99r/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not my experience with it. gpt 6 is extremely bad at following instructions and wastes absurd amounts of time testing", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcbkxpg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it's far too trashy to be claude. you literally have to convey everything that's common sense for it not to waste time prodding in wrong directions.", "link": "https://www.reddit.com/r/opencode/comments/1wrl1kx/big_pickle_space_bunny_is_claude/pcdgy9c/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "openchamber is very good, but when your context size becoming about 400-500k it's getting slow down, after 600-700k significantly slow", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcei2i1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "context too short", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrnxw6/what_is_the_best_opencode_free_model/pcesele/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "a massive con i found is that it tend's to stop letting u chat to the model and you'd have to compact the session with the command which mean's it can't run autonoumously while being reliable. you'd have to always be with it. not recommended.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcf6dox/"}]}}, "work": {"praise": 667, "complaint": 702, "n": 1369, "praiseShare": 48.7, "ci95": [46.1, 51.4], "regard": 0.5, "regardCi95": [0.477, 0.524], "salience": 20.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "muse 1.3 xh > minimax 3.1 in my experience", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pca1mvi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "1.3 is insane. think you have to use all models to know which one to use. some models do not do well on certain projects. or interments.", "link": "https://www.reddit.com/r/opencode/comments/1waq3e5/muse_spark_13_free_is_ass/pca29g7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "space bunny is finding all the stubs in my code that other models missed. i am pretty happy with it so far.", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pcazeo1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "this has helped me a lot to not break anything <strict_link> i only mark opencode", "link": "https://www.reddit.com/r/opencode/comments/1wrbwg8/la_base_de_datos_de_opencode_paso_a_14gb_como_la/pcbcp9x/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "less refusals / less giving padded info when asking political/controversial questions", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pccxbgl/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "luna is not frontier.", "link": "https://www.reddit.com/r/opencode/comments/1wqj8p0/currently_which_is_the_best_model_on_opencode_for/pc9wmwf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yea it's choppy style is horrible, you have to tell it to stop replying with status lines.", "link": "https://www.reddit.com/r/opencode/comments/1won61w/real_life_performance_of_muse_spark_13/pc9x8c4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "than he can undetstand opencode's is dumber", "link": "https://www.reddit.com/r/opencode/comments/1wqxyl4/deepseek_v41_performance_is_much_worse_than/pcao1zx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i hope you have an agents.md set project wise, that would be a great help for you\nin my experience i'd always keep a model specifically for auditing to make sure everything you want is being implemented how you want it, also go slow tackle one thing at a time\nhaving parallel sessions or tasks will eventually get overwhelming.", "link": "https://www.reddit.com/r/opencode/comments/1wraeev/need_help_with_big_project_tasks/pcb2kvp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i have tried a lot of different things and ended up with deepseek v4.1 flash max as the coordinator and chat partner, muse spark 1.3 contributor max as the worker and opus 5.5 medium (via claude pro subscription) for more complex planning. seems ok so far.\ni used to like luna (max) and sol, but with the gpt 6 versions i can't get them to work properly. even on 5.6 versions i often struggled, because the models seem very scared of doing stuffy even though i am purely working inside my own network.", "link": "https://www.reddit.com/r/opencode/comments/1wqj8p0/currently_which_is_the_best_model_on_opencode_for/pcbsvc7/"}]}}, "checking": {"praise": 29, "complaint": 30, "n": 59, "praiseShare": 49.2, "ci95": [36.8, 61.6], "regard": 0.508, "regardCi95": [0.48, 0.536], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@thewritingdev @opencode opencode has a gui app too\nbut hermes is just a general agent, it doesn't have any concept of open pr, diff file view, etc. it's jsut not the right tool for the job. it has other bot related features.", "link": "https://twitter.com/412133001/status/2104160113313398978"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode self-testing before delivery makes the workflow much more reliable.", "link": "https://twitter.com/1082992095361609728/status/2104230124396982531"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode testing the game before delivery adds real value.", "link": "https://twitter.com/1552600100869853184/status/2104230697162694902"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode the ability to iterate after testing is what stands out.", "link": "https://twitter.com/2010625521676419072/status/2104232078997086567"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode building the game is cool. testing its own work before calling it done is better.", "link": "https://twitter.com/3277617193/status/2104235987375431769"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not my experience with it. gpt 6 is extremely bad at following instructions and wastes absurd amounts of time testing", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcbkxpg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it built the knob + progress feature but **only half of it was ever deployed**: the html takes effect on request (live instantly), but the backend needs a server restart which it never did. half of a two-half deployment is worse than none: it looks shipped but does nothing. it also never logged the gap anywhere.\n", "link": "https://www.reddit.com/r/opencode/comments/1wrj3b5/this_is_big_pickle_in_action_at_the_moment/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "sometimes i find it hard to navigate between file diffs in @opencode when they’re large and stacked in one long scroll.\nexploring a persistent file list on the left bar, with one diff at a time on the right panel. thoughts? <strict_link>", "link": "https://twitter.com/1075661598960873473/status/2103912455118405672"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@badlogicgames i think this is something which is missing from all ai tools like @opencode desktop and @ampcode \ni want to review/read the code with lsp and code navigation. \nall of them just shows git diff only", "link": "https://twitter.com/1158785224299335680/status/2103409717959705080"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@nivekithans @badlogicgames @opencode @ampcode exactly, none of the agentic envs currently ship proper code exploration for some reason. i don't want to switch between 2 apps just to navigate code. \nthe only reasonable way currently is pi + herdr + nvim in all in one window \n<strict_link>", "link": "https://twitter.com/2076386152953565184/status/2103431958298562734"}]}}, "interface": {"praise": 174, "complaint": 254, "n": 428, "praiseShare": 40.7, "ci95": [36.1, 45.4], "regard": 0.498, "regardCi95": [0.466, 0.53], "salience": 6.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "you can ask opencode in the chat window, the model shouldf be able to toggle the setting for you , you dont need to do it mannually or look for it, \njust prompt your model , the new opencode is able to adjust its settings in chat, i has a skill for its own", "link": "https://www.reddit.com/r/opencode/comments/1v2103e/how_do_i_switch_between_plan_and_build_in_the_new/pcbgt4k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "love that idea, let me see if i can do that, would be amazing to just be coding while on a hike without my phone open at all", "link": "https://www.reddit.com/r/opencode/comments/1wr11fu/tui2web_makes_opencode_usable_from_the_web/pcbh46t/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "very good, if you host it on a server or leave your computer running you can use it with it’s webui or with the ios/android app without losing access to any features from opencode. it’s helped me immensely and i’d strongly recommend at least trying it. also frequent updates and not buggy on the whole , ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccaety/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i dropped opencode desktop for openchamber it’s such a huuuuge upgrade. especially with the mobile app and built in mobile access.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccbb64/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i use it for the mobile app with remote access to devices so i can use it on the go. i’m pretty sure you can use all supported providers with it, opencode is one of them. the desktop app also has everything i need and is better than the opencode app in my opinion. opencode app is very very simple and harder to navigate for me", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pce94i2/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "there is no \"show agent\" option settings", "link": "https://www.reddit.com/r/opencode/comments/1wlanca/opencode_20_how_do_i_switch_between_plan_and/pcbe06q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "could not find a toggle to enable this.", "link": "https://www.reddit.com/r/opencode/comments/1wljmvt/this_go_model_requires_global_regions_select/pcbp58g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "the interface is cool, while it seems still not that easy to start new worktrees (need to use command line each time?). i've been using worktrees with opencode and built [vicoa.ai](<strict_link>) for this workflow. it has native support for worktrees and you can control them also from your phone. open source at [<strict_link> ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1qzdyu6/git_worktree_tmux_cleanest_way_to_run_multiple/pcc7fo4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "already using tailscalle and i sont like to use opencode from a web ui", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrh1pw/what_the_best_opencode_app_for_android/pccn78w/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "i use openchamber on my pc, android, and vps. it's a huge upgrade for me instead of using only opencode web gui.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrh1pw/what_the_best_opencode_app_for_android/pccnfnk/"}]}}, "reliability": {"praise": 267, "complaint": 984, "n": 1251, "praiseShare": 21.3, "ci95": [19.2, 23.7], "regard": 0.533, "regardCi95": [0.506, 0.559], "salience": 18.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "very good, if you host it on a server or leave your computer running you can use it with it’s webui or with the ios/android app without losing access to any features from opencode. it’s helped me immensely and i’d strongly recommend at least trying it. also frequent updates and not buggy on the whole , ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccaety/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it's only getting faster..", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pccp56a/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "yea, fast is the thing i love most tbh", "link": "https://www.reddit.com/r/opencode/comments/1wroplu/xiaomi_mimo_26_flash_vs_glm_53_flash/pcfapui/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i felt the speed performance definitely. the other issue i have with it is high rate of compactions in relation to codex. but definitely a step in the right direction.", "link": "https://www.reddit.com/r/opencode/comments/1wrj9e6/deepseekopencode_is_great/pcfx9ox/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "this is the stealth model space bunny that was on @opencode and @openrouter\nthe model is insanely fast, but it needs clear and specific instructions, otherwise it's too lazy.\ni tested it here \n<strict_link> <strict_link>", "link": "https://twitter.com/2010272031603068928/status/2104131788578975846"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yes, same experience here.\ni tried to migrate to v2 this friday but all my plugins failed. so, by now is a no-go for me as my workflow depends so much on these plugins.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcag8ri/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "was looking for some comments on plugins: i switched to v2 and didn't notice that all the plugins failed, the harness i've built wasn't loading, throwing away tokens instead of saving them... \nonce i notice, took me one or two rounds of claude to adjust everything and now all is fine again.\njust dropping this to saving you from the bitter drink i had ;-)", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcb1yj9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "how's the speed? 5.3 flash on go is like a turtle. can't stand it.", "link": "https://www.reddit.com/r/opencode/comments/1wr8w3t/cheepseek_phase_2_full_precision/pcbnf96/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "idk about quantization but i'm getting a whole lot more api errors personally", "link": "https://www.reddit.com/r/opencode/comments/1wr8w3t/cheepseek_phase_2_full_precision/pcc3yw0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not sure what you mean. opencode go hosts this model through official enterprise gateways, they serve the lossless base checkpoint bit-for-bit. what you are upset about is the difference in speed between deepseek api and opencode api. the likely cause for this is opencode's architecture (re-routing) and the context re-reading vs. deepseek's native kv caching.\nso no, you do not get quantized tokens. only how the tokens arrive to you differs. \n", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pccdoi8/"}]}}, "account": {"praise": 65, "complaint": 363, "n": 428, "praiseShare": 15.2, "ci95": [12.1, 18.9], "regard": 0.523, "regardCi95": [0.483, 0.564], "salience": 6.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "is this supposed to be guerrilla marketing? never heard this and there has been multiple “questions” about this that gets answered in couple of minutes", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccg8rb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i am using it as an open code alternative since i wanted a better harness close to what i got when i still subscribed to codex. \ni tried about 3 different open code variants and i liked this the most and am still using it. seems that devs are also quite active as i regularly get new app updates. so far i can recommend at least trying it out. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcez2ay/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode free + 1m context + zdr is the rare combo. most free tiers quietly train on prompts. two weeks is enough to see if it holds up on real agent loops or just chat demos", "link": "https://twitter.com/1094558677292351488/status/2104031597620248743"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode 1m context, multimodal, zero data retention, and free for two weeks. the ai labs are running better promo deals than my streaming services right now. spoiling us rotten", "link": "https://twitter.com/2093675924525084672/status/2104065229042675846"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode zero data retention is really attractive, just in time to take advantage of the free two weeks to test the capability of this 1m context.", "link": "https://twitter.com/45582017/status/2104187398825660861"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "their email is <email_address>.\nnot that it’s helpful- been trying to reach them for the past couple days.", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pc9uuz1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "you're in for a rude awakening. i noticed there are a lot of inconsistencies with opencode and honestly i hate them for it. they are not honest. especially with regards to your data. what they mentioned initially was zdr its not really zdr if you have been paying attention. i stopped using opencode the moment i noticed they're just manipulative and shady af. its way better for you to access models directly through the provider themselves than through opencode. you think you're getting what you paid for through opencode? no. far from it. there is no reason to put another middle man in between you and the provider when opencode does not explicitly state that they themselves are zdr (used to, i", "link": "https://www.reddit.com/r/opencode/comments/1wqox6a/cheepseek_has_its_price_cache_hit_ratio/pcb29kt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i don't think they've responded to a single email i've sent them", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pcbo36j/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "they could have ai support, oh wait....", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pce7yth/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "ds 4.1 fast, but love leaking credentials like it was trained to do. \nglm 5.3 flash = street smart", "link": "https://www.reddit.com/r/opencode/comments/1wroplu/xiaomi_mimo_26_flash_vs_glm_53_flash/pcexw9y/"}]}}, "limits.plan_value": {"praise": 615, "complaint": 460, "n": 1075, "praiseShare": 57.2, "ci95": [54.2, 60.1], "regard": 0.657, "regardCi95": [0.635, 0.677], "salience": 16.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it is. i just noticed i failed to completely use up last month's $10 opencode go sub.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pcaklzp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "opencode go is their $10 subscription plan for use inside the opencode cli.\nyour $10 of payment get you what you would get for $60 at full api pricing, so 6x factor.\ni would be afraid of quantized models running in stupid mode with it. see other comments asking the same thing.\nby comparison, i think a chatgpt sub gets you roughly 20x multiplier (your $20 subscription lets you spend $400 of api value), but not sure how that changes in the past wee", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pcarwqn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i’ve been using deepseek v4.1 flash for two and a half weeks now and it has been performing really well, and i’ve only used 18.3% of my limit. totally worth it.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wr9f75/is_opencode_go_subscription_good_or_not_call_it/pcb6sqc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "your monthly allowance != 4 times weekly. its less than that. same for rolling. general advice : use cheaper models like ds 4.1 , mimo 2.6 flash most of the time. smart models only for planning without tools", "link": "https://www.reddit.com/r/opencode/comments/1wra3eg/usage_broken_or_what/pcceehx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "what do u expect from a $10 subscription.", "link": "https://www.reddit.com/r/opencode/comments/1wq74d5/deepseek_v41_flash_is_permanent/pcg58b1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "me personally? nothing. just funny how people think they can get original non quantized frontier models with tons of usage only for 10$", "link": "https://www.reddit.com/r/opencode/comments/1wq74d5/deepseek_v41_flash_is_permanent/pcg5mti/"}]}}, "limits.window_interrupts_work": {"praise": 10, "complaint": 115, "n": 125, "praiseShare": 8.0, "ci95": [4.4, 14.1], "regard": 0.446, "regardCi95": [0.402, 0.491], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "yup, it is. and as a user i can tell you it is true. i have deepseek v4.1 flash running almost all day long and have not reached a single 5 hour limit.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pc0uw6k/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "thanks mate. i'll stay on opencode go then. have been using it nonstop for the past week with deepseek 4.1 flash on deepseek harness. haven't hit the loft yet. amazing news 😍", "link": "https://www.reddit.com/r/opencode/comments/1wq1odd/deepseek_41_flash_4x_usage_in_opencode_go_made/pc11io9/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i never encountered rate limits, even though it can be slow af.", "link": "https://www.reddit.com/r/opencode/comments/1wimda4/did_opencode_stop_free_models_routing/pajefm3/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@genaispotlight @opencode this free model hits rate limit in the middle of some simple cron error fixing within a few minutes of run.\n#notnice #spacebunny which people are guessing it being from #openai.", "link": "https://twitter.com/2031678662274437120/status/2104054160006189397"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode @opencode fix your terminal, long running terminal tasks block the chat , they should not block the chat, sending a message terminates the terminal", "link": "https://twitter.com/1272168992120045568/status/2104314185320653174"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode there is way better than this,\n<strict_link>\nway better no limits not monthly usage no 5 hours, charge 10$ just and test it ! you be amazed.", "link": "https://twitter.com/1772994058610204672/status/2103734258619879827"}]}}, "limits.burn_rate": {"praise": 74, "complaint": 297, "n": 371, "praiseShare": 19.9, "ci95": [16.2, 24.3], "regard": 0.537, "regardCi95": [0.489, 0.578], "salience": 5.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "command code is 10 times worse, the models in command code are so dumb that they burn through my quota in a loop of stupidity, i did a test on this plan and in one day it exceeded my weekly quota and hit 50% of the monthly in a $10 plan, you know how much an opencode plan spends per day for me? 4% and solves the problems (i use muse spark 1.3)", "link": "https://www.reddit.com/r/opencode/comments/1wqy8pq/how_true_is_it_that_opencode_go_models_are/pcbbj4r/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "yeah exactly, that's pretty much how i use it too. flash/go for the cheap bulk stuff so claude stays fresh for the things that actually matter. works well once you split it that way", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pccgmbe/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "v2 is much better, it adds codemode to save tokens, search for mcp tools, and it also has this idea where everything can be modified/customized.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc6i087/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah the insane amount of thinking, is even making it as expensive as deepseek for me, i'll stay with muse.", "link": "https://www.reddit.com/r/opencode/comments/1wqfj7j/will_there_always_be_the_contributor_models/pc9wb3j/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "muse started tweaking for me at one point where even 20k tokens where costing me about 0.8$ thats when i stopped using it\nis it good now ?", "link": "https://www.reddit.com/r/opencode/comments/1wqfj7j/will_there_always_be_the_contributor_models/pc9xiy0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "no wonder my token plan was fully drained in just three days. any reset?", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrtyfb/xiaomi_is_updating_mimo_26/pcgy6q0/"}]}}, "limits.allowance_change": {"praise": 29, "complaint": 188, "n": 217, "praiseShare": 13.4, "ci95": [9.5, 18.5], "regard": 0.593, "regardCi95": [0.538, 0.644], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode permanent 4 times the quota, this is too good!! it feels like going back to that cheap time again.", "link": "https://twitter.com/1748855865363615744/status/2104009489729179790"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "\"they\" didn't reduce anything. they adjusted their limits based on deepseek's pricing. now they've found a way to make $60 of usage permanent and the first reply is a complaint.\nnever change, r/opencodecli", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pbzowva/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "that's nice!, of course permanent is only permanent for that exact model, but i will take it, thanks opencode!.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pbzyl14/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "they started using third party providers when they started dropping from $60 limit to $15 limit a few months ago. everything open-weight served by opencode zen/go should be assumed to be quantized and will have worse cache hits/retention than 1st party api will.", "link": "https://www.reddit.com/r/opencode/comments/1wqy8pq/how_true_is_it_that_opencode_go_models_are/pc9ubms/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "too bad it's going away soon", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrnxw6/what_is_the_best_opencode_free_model/pcf3qsf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "lol no definitely not. opencode has a $10 subscription plan called go, where they claim you get $60 of value compared to through the api. only problem is their supported models list as wells as the amount of usage/cost changes kind of frequently and with little notice. they just announced that ds4.1 flash is going to be $60 worth again after taking it away, it's been a whole saga.", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcg3azy/"}]}}, "limits.reset_schedule": {"praise": 5, "complaint": 44, "n": 49, "praiseShare": 10.2, "ci95": [4.4, 21.8], "regard": 0.473, "regardCi95": [0.444, 0.502], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode the one week window makes this a great time to experiment. no data training plus image support could make the model useful for very different workflows.", "link": "https://twitter.com/2095778877037477890/status/2100432490468872642"}, {"date": "2026-09-17", "source": "X", "community": "@opencode", "polarity": "praise", "text": "don't use deepseek in \"fast\" mode on hermes. i activated flash mode on deepeek 4 flash thinking it would consume less than 4.1, i messed up, i burned my tokens from the @commandcodeai plan, luckily today my @opencode plan resets.", "link": "https://twitter.com/1171562310084771840/status/2100640399018594549"}, {"date": "2026-09-14", "source": "X", "community": "@opencode", "polarity": "praise", "text": "auto-retry when the limit reset happens in @opencode is great.", "link": "https://twitter.com/4807031563/status/2099536326513283431"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "same lesson after a couple months: the plan's fine for steady work, bad for spikes. when i noticed i was scheduling *my day* around usage resets, i moved to straight metered credit ($1 → $5 usage, no windows) and stopped thinking about limits entirely. take that as a data point, not an ad — clear at a glance from my history when i drop links too often.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1s40z4p/opencode_go_plan_is_genuinely_the_worst_coding/pbyzchz/"}, {"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@hashvibedev @a_drekker @opencode i burned it about 2 weeks ago and i'm waiting for it to reactivate.", "link": "https://twitter.com/1817446992768880640/status/2102879264538243567"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "same here $235 showing. they also changes so that you cant reset your usage but its slowly drained when you meet one of the limits", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmvo5w/is_referral_program_gone_in_new_opencode_console/pbbbk5i/"}]}}, "limits.usage_meter": {"praise": 9, "complaint": 115, "n": 124, "praiseShare": 7.3, "ci95": [3.9, 13.2], "regard": 0.471, "regardCi95": [0.42, 0.524], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "for sure. that's why they refuse to build an actually useful dashboard like opencode with detailed usage metrics. sadly, opencode keeps refusing my cards, so i can't even go back even if i wanted to, but my god is command code such a shitty and shady provider.", "link": "https://www.reddit.com/r/opencode/comments/1wozjjf/with_deepseek_v41_flash_it_feels_impossible_to/pbw771g/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "their not because cline is not at all transparent when it comes to usage \ntransparent scale \nopencode > command code > cline \n", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpp83n/deep_comparison_for_heavy_use_command_code_vs/pbxbzqi/"}, {"date": "2026-09-22", "source": "X", "community": "@opencode", "polarity": "praise", "text": "i just love @opencode tui, theme is beautiful and cost tracker is super useful! <strict_link>", "link": "https://twitter.com/1367864633290199041/status/2102336198098485705"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it’s the most frustrating thing i can’t see model costs and how much cash left in my account in the ui of open code.", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfrjqr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "the desktop app tells me when i've \\*hit\\* a limit (\"go limit reached\") — but i couldn't find anywhere that shows how much of my 5h / weekly caps i have \\*\\*left\\*\\* before i run into it. so i built a sidebar that shows it, plus the other numbers i kept alt-tabbing to check.\n\\*\\*what's in it\\*\\*\n\\- opencode go + openai caps — 5h / weekly / monthly: used, left, and reset times\n\\- estimated per-model share of each go cap window (so i can see which ", "link": "https://www.reddit.com/r/opencode/comments/1wrfhdx/i_built_a_telemetry_sidebar_for_the_opencode/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "i have been with the sub of @openai and go of @opencode with tools like pi, raycast, hermes, and others that work in byok mode. i wanted a quick way to check how much inference i had left, and that's why i made mana.\n<strict_link>", "link": "https://twitter.com/36750304/status/2104256556183286036"}]}}, "limits.prompt_cache": {"praise": 34, "complaint": 62, "n": 96, "praiseShare": 35.4, "ci95": [26.6, 45.4], "regard": 0.505, "regardCi95": [0.473, 0.535], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "caching still works great as it seems!", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpyova/what_would_make_you_switch_your_default_opencode/pc30o7m/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "superior in terms of cache hit rate and pricing during off peak hours. also very high token speed. \nbecomes less worth it during peak hours.", "link": "https://www.reddit.com/r/opencode/comments/1wqg9xq/best_direct_providers_via_api_or_similar_to/pc4afr6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i'm not saying it's bad and ut makes it good, but it's like the harness is made to plug all the gaps and while it's missing some features as it's in beta, you will feel the difference because it leverages the crazy caching and ptc mode to make the model constantly aware of where it is and what to do next so even with 800k context it felt like it was still on 50k context\ni suggest u put only 5$ as i did in it and try for yourself ", "link": "https://www.reddit.com/r/opencode/comments/1wq1odd/deepseek_41_flash_4x_usage_in_opencode_go_made/pc53ptq/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "they started using third party providers when they started dropping from $60 limit to $15 limit a few months ago. everything open-weight served by opencode zen/go should be assumed to be quantized and will have worse cache hits/retention than 1st party api will.", "link": "https://www.reddit.com/r/opencode/comments/1wqy8pq/how_true_is_it_that_opencode_go_models_are/pc9ubms/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "opencode, in my experience, always had a lot of cache misses with deepseek models. seems to be 95%+ consistently on claude code, pi, and ds harness.", "link": "https://www.reddit.com/r/opencode/comments/1wqbur6/why_am_i_getting_so_many_cache_misses_with/pcc633q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "you get 6 times the tokens but they are not the same as official apis.\nyou get quantized tokens which is not the same as the real deal + opencode also does its own caching differently that would mess with the speed and quality of your output.\nso yes you get 6 times to tokens but not the quality and speed.\nedit: at least until the engineers at opencode do something about it.", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pcc93xw/"}]}}, "billing.overage_charges": {"praise": 6, "complaint": 20, "n": 26, "praiseShare": 23.1, "ci95": [11.0, 42.1], "regard": 0.552, "regardCi95": [0.5, 0.6], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@aperehaml @yume_arasaki single dgx spark is more expensive than api by a long shot. @opencode and @openrouter are better options with deepseek flash. dgx sparks are great for experimentation but too slow to realistically use for agents.", "link": "https://twitter.com/2045711433015455744/status/2100801835955089525"}, {"date": "2026-09-13", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@t64_bv @selzer25 @notch @opencode the frontier kimi &amp; glm models are quite expensive, but deepseek and the flash variants are extremely cheap. i use the v4 pro with opencode go on a daily basis and rarely have to do extra credit top ups.", "link": "https://twitter.com/2055572979019292672/status/2099150177198117126"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "you can always put credits on opencode go if you go over your usage, and the first month is like 5 dollars so you can see how much it is viable for your use case no harm no foul :d", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcas0i/anyone_using_ds_v41_flash_in_pi/p96qpkn/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i have $30 in opencode, which i deposited after reaching my monthly limits. \n \ni can't use them to pay for new opencode go subscriptions, nor can i withdraw them. in fact, they're stuck on the site. the only way i can use them is to exceed the limits again and burn them off. \n \ni've been trying for days to find a way to contact opencode's customer support, but they seem... unavailable? how is it possible that there isn't even an email address? i'", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "inside opencode v2’s source code: how it sabotages custom prompts, nerfs subagents, and charges $0.01 for search that’s already free in the codebase (custom tui + unchained fork)\nwe decided to rebuild **opencode v2.0.16** from source specifically for our own workflow — bug bounty hunting, reverse engineering, heavy low-level coding, and a clean dark tui that doesn't look like generic default slop.\nwhile digging through `packages/core` and `packag", "link": "https://www.reddit.com/r/opencode/comments/1wpe80m/inside_opencode_v2s_source_code_how_it_sabotages/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "if you have the zdr flag enabled where you configured the model in opencode, they'll charge you an outrageous amount. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmt1my/is_command_code_really_a_scam/pb9xgkn/"}]}}, "billing.pricing_clarity": {"praise": 12, "complaint": 189, "n": 201, "praiseShare": 6.0, "ci95": [3.4, 10.1], "regard": 0.486, "regardCi95": [0.421, 0.548], "salience": 3.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@deepseek_ai deepseek v4. 1 flash in @opencode is the best gift to us broke developers, it's just so affordable", "link": "https://twitter.com/1435525122757177345/status/2103747686025318523"}, {"date": "2026-09-22", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode lowering the cost of experimentation is powerful when the usage terms stay transparent.", "link": "https://twitter.com/1063859155738361856/status/2102400125599703050"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "the only plan i've used so far that has been decent in terms of stable usage and transparency is opencode go's own. they had a recent debacle where deepseek's usage limits were cut with not much warning but at least you knew the usage was cut and could plan accordingly or use a different model.\ni'm currently on the ai pro plan but i may just get a opencode go account again. i don't mind paying but one thing i dislike is lack of transparency on wh", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmm9nj/what_is_going_on_it_drains_the_quotea_like_crazy/pbadgon/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i bought zen credit thinking my go subscription would just be deducted from it. my mental model was that we have a single account wallet and all service fees come out of there, but turns out that's not how it works.", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pcay4ax/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "they used to say $60 of usage for each model, but the models with only $15 equivalent had the prices set 4x higher.\nso if the regular api price was $0.10, but they only provided $15 worth of usage from the $10 subscription, in the “rates” information for go, the price would display as $0.40, rather than $0.10 like people would expect. remember, that’s still counting up to a total of $60 of usage, so even at 4x the api cost, you only paid $10, so ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqobnf/when_10_cents_isnt_10_cents/pcc22z2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i see so basically i got scammed lol. well that's good to know at least.", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pcc8jwd/"}]}}, "billing.free_tier": {"praise": 322, "complaint": 249, "n": 571, "praiseShare": 56.4, "ci95": [52.3, 60.4], "regard": 0.494, "regardCi95": [0.472, 0.516], "salience": 8.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "if you're on opencode, the free models are honestly the move. i built a little wrapper that exposes them through an openai-compatible endpoint, so you can use them from other clients too instead of being stuck in the cli. [<strict_link>", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcal0fn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i agree, having free access to longcat-2.5-preview for two weeks is a great way to test its capabilities in real workflows.", "link": "https://www.reddit.com/r/opencode/comments/1wqqtgx/longcat25preview_is_now_free_on_opencode_for_two/pcbdeeb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it gives me 60$ on deepseek and muse for sure", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wr9f75/is_opencode_go_subscription_good_or_not_call_it/pccdsx9/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "you can. the problem is you can’t use free models that way anymore.", "link": "https://www.reddit.com/r/opencode/comments/1wrqpjq/can_i_use_the_opencode_go_api_inside_n8n/pcfucu9/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@kfchowai @opencode i learned the hard way, free models are for simple testing, to see how it behaves, the limits will make most free models unusable for most tasks", "link": "https://twitter.com/1830607756937588736/status/2104200217511768321"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@kfchowai @opencode good to know, maybe they will offer 2.5 for free. \nicymi, opencode zen offers @meituan_longcat 2.5 for free for 2 weeks - sadly, recently opencode zen started to block access to free models outside of @opencode 👎\nsee our post about it:\n<strict_link>", "link": "https://twitter.com/1830607756937588736/status/2104240180945158201"}]}}, "billing.subscription_portability": {"praise": 46, "complaint": 46, "n": 92, "praiseShare": 50.0, "ci95": [40.0, 60.0], "regard": 0.53, "regardCi95": [0.501, 0.56], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i've had been using opencode tui for a while as opencode desktop just sucked. it has been great. \ni discovered the openchamber and it is just a frontend but it just improved my workflow quite a lot. \nyou don't need to migrate anything as openchamber just picks up the opencode config and everything rights right away.\nyou can keep using your subscriptions.\nyou'll get more features and handy tools via openchamber.\njust use it for a few days and you'", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pby6690/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "opencode desktop is pretty lame. the interface is awful, and it keeps getting regressions between updates (mainly infinite error pop-ups and deleted threads). i tried using it for a couple of months, even the beta. not worth the trouble.\nopenchamber doesn't support opencode v2 yet (it's in preview), though you can keep using v1 just fine until v2 support lands.\nsince openchamber is just a gui for opencode, it will use your current agent setup and", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pbyhp5a/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "opencode is a service, not just a harness.\nyou can use your opencode go subscription even in codex or claude code.\ni've been running ds4.1 in omp for like 12+ hours now nonstop on my opencode go $10 plan. opus 5.5 had like 7 threads going at a time at one point.\nsometimes it was using luna6 as well. and there's a free stealth model on opencode that i gave to opus 5.5 to use as a free code review.", "link": "https://www.reddit.com/r/codex/comments/1wox48m/luna_6_vs_luna_56/pbsb8xp/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "opencode was the big drama. using subscription with opencode got blocked. not sure how it was blocked exactly. but opencode explicitly put support directly into their agent. they even had a system prompt saying it was claude code.\nit's a gray area to some degree. we were building a coding agent tool specific to mobile, and were using the claude agent sdk in it. but the plan was only doing that for our dev work on the tool, because api is not chea", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr57vg/claude_code_harness/pcalty7/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "my only issue with opus 5.5 is that i can't use it in @opencode through the anthropic subscription. claude cli is so lame", "link": "https://twitter.com/1278477860660019204/status/2103963876198903816"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "looks interesting! good job!\ni use <strict_link> because it doesn’t lock me down to opencode", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wq0u4z/i_got_tired_of_copypasting_opencode_skills_and/pc1kjge/"}]}}, "setup.install_signin": {"praise": 29, "complaint": 90, "n": 119, "praiseShare": 24.4, "ci95": [17.5, 32.8], "regard": 0.524, "regardCi95": [0.48, 0.564], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@codydearkland @railway @opencode i just setup my first railway vm and it was the fastest and easiest setup compared to my experience with modal and exe, which are still both great, but have their own process.", "link": "https://twitter.com/1858980686809444352/status/2103642563433333101"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i tried both but went with opencode because pi was a lot of work to get running.\nnow i work with jcode.sh and it’s the best of both worlds — works out of the box, minimal, and super token efficient", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc45626/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "left opencode go, it’s garbage.\ntheir cli is great tho", "link": "https://www.reddit.com/r/opencode/comments/1wpze0c/operation_cheepseek_phase_2/pc02167/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it requires https, even if i'm using it over my tailscale network \nthen my ssl cert isn't valid for my tailscale domain name lol\ngive us the option for no https, ignore ssl cert errors or both", "link": "https://www.reddit.com/r/opencode/comments/1wrgqw7/i_made_a_pocket_client_for_opencode/pcd2mne/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "it is impossible to access opencode web from mobile on lan, the login form goes into infinite refresh and you cannot fill out credentials.\npair doesn't work either, it asks for credentials.\nif you remove password from global variables it also asks for credentials.\nit is impossible to access because it enters an infinite login refresh loop and cannot be filled.\nany solution?", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrerow/opencode_web_infinite_refresh_loop_with_login_form/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "nah. that was before during beta. they changed the npm package and updated it in docs but of people don't keep up with their news, people who use it and look the home page don't know that the installation package changed and they are on older version. opencode 2 has been released and for existing users, it won't auto update.\n<strict_link>", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc6yav5/"}]}}, "setup.provider_byok_local": {"praise": 116, "complaint": 84, "n": 200, "praiseShare": 58.0, "ci95": [51.1, 64.6], "regard": 0.515, "regardCi95": [0.482, 0.543], "salience": 3.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i'm using claude pro. at first, planning with opus 5.5 and implementing with sonnet 5 i was not hitting the limits. i tried full opus 5.5 and quickly reached the limit. i have the z.ai coding plan so when it happens i switch to opencode with glm5.3 to continue my workflow. this is possible because i use an ai memory external to the harness.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcguhs1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "\"gemini, i am a total noob. i want a local llm for coding. i got a 5060 and 32gb ram. where do i get llama.cpp binaries and a model like ornith 35b? give me a small apex quant, offloading is ok. give me arguments for inference with fit on, fit context 128k and q8 kv cache.\"\n<strict_link>\n<strict_link>\nllama-server.exe -m \"path\\to\\ornith-35b-quant.gguf\" --fit on --fit-ctx 131072 --flash-attn on --cache-type-k q8_0 --cache-type-v q8_0 --port 8080\ni", "link": "https://www.reddit.com/r/opencode/comments/1wqlgg3/best_ways_to_run_ollama_models/pc5bwqn/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@infiloop2 @thadley0 @manaflowai @zeddotdev @pidotdev @opencode @claudedevs the 'bring your own agent' part is key. less vendor lock-in is always a win, especially with these setups.", "link": "https://twitter.com/1825807188360835072/status/2103675720648298514"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah im trying to understand why or how to fix it but seems like there is no solution. \nmaybe i'll just stick to pure api if i ever need more deepseek with pi. ", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pceeqo7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "a few weeks ago i would have said absolutely, you just put in the api key. but they made a change recently so you must send an `x-opencode-session` header containing a stable, unique uuid per conversation. and i don't know how well n8n can integrate that. hermes agent had an update to handle it. others have custom-built plugins for various harnesses to make it work.\nso if you don't get an answer from someone who has done it personally, that's spe", "link": "https://www.reddit.com/r/opencode/comments/1wrqpjq/can_i_use_the_opencode_go_api_inside_n8n/pcffn8b/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "thanks.. as you mentioned, this has become more complex than easy api key setup. ", "link": "https://www.reddit.com/r/opencode/comments/1wrqpjq/can_i_use_the_opencode_go_api_inside_n8n/pcfi6gb/"}]}}, "setup.extensions_mcp": {"praise": 63, "complaint": 75, "n": 138, "praiseShare": 45.7, "ci95": [37.6, 54.0], "regard": 0.481, "regardCi95": [0.446, 0.513], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "since no one in comments seems to answer the questions (classic reddit).\n1.- it was developed because v1 was incredibly messy and outdated, batch reading/editing for example was not a thing, image reading needed to be done manually, performance was trash, client/server wasn't a thing and therefore you had to make a whole app for every version of opencode which i suppose for devs was maintenance nightmare. and many, many more issues.\n2.- clearly t", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wlcs58/questions_i_have_about_v2/pc4d50x/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "v2 is much better, it adds codemode to save tokens, search for mcp tools, and it also has this idea where everything can be modified/customized.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc6i087/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i had been using a mix of v1 and v2 for a while, but about a week ago i finally switched entirely to v2.\nfor me at least, it is significantly less buggy. ui and other glitches that had been annoying me for months in v1 are now gone.\nonly major pain was adapting my sandboxing approach to account for its shared service, but the new internal architecture is worth it because it allows for more powerful plugin extensions.", "link": "https://www.reddit.com/r/opencode/comments/1wqgyi8/v1v2_bait_and_switch/pc6qs7x/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i've had a lot of plugins break, 💔 \nif you don't use any plugins then yet it'll be a step up in theory. tbh been leaning on goose a lot as of late.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcad331/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yes, same experience here.\ni tried to migrate to v2 this friday but all my plugins failed. so, by now is a no-go for me as my workflow depends so much on these plugins.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcag8ri/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode only for v2?\ncurrently still not moving on to the v2 because some of the plugins still not supported", "link": "https://twitter.com/69796744/status/2104025508702978183"}]}}, "setup.onboarding_docs": {"praise": 11, "complaint": 43, "n": 54, "praiseShare": 20.4, "ci95": [11.8, 32.9], "regard": 0.504, "regardCi95": [0.471, 0.539], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@nahid_pro09 @opencode that looks super easy to use too", "link": "https://twitter.com/1763676197190602752/status/2103878511987736886"}, {"date": "2026-09-22", "source": "X", "community": "@opencode", "polarity": "praise", "text": "i tell most engineers this - if you're starting out @opencode is an excellent thoughtful first foray into open source agent harnesses. \nif i didn't spend all the time making pi look already very similar to this, i would call it a day and just use opencode.\nalso i have so much more appreciation for how much opencode sweats some of the details (esp. if you've attempted to do the same and realize how tricky/hard it can be).", "link": "https://twitter.com/17188668/status/2102310712672436597"}, {"date": "2026-09-22", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@kaushikgopal @opencode opencode as a first harness makes sense, open source agents need a gentle on-ramp not a cliff", "link": "https://twitter.com/1395133841531101192/status/2102312723547836694"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i really appreciate that you have shared the endpoint and how to do it because actually the open code documentation does not say how to do it. so thanks.", "link": "https://www.reddit.com/r/opencode/comments/1wklgfm/jev_in_opencode/pcf32or/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@thdxr @b0xel @opencode @kitlangton referrals page also missing.", "link": "https://twitter.com/54137375/status/2104066653462179854"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@meituan_longcat @opencode it's not user-friendly.", "link": "https://twitter.com/2100531322649464832/status/2104127074109939930"}]}}, "setup.ide_integration": {"praise": 11, "complaint": 19, "n": 30, "praiseShare": 36.7, "ci95": [21.9, 54.5], "regard": 0.49, "regardCi95": [0.465, 0.514], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "openchamber is simply an ui for opencode. from a ux perspective, it's actually very good. for serious work i prefer the vscode extension anyway.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcc9zmx/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i stick to vscode with opencode2 tui. i actually love the way the opencode tui looks.\nbut with extensions you can do anything and everything in vscode. their agent mode is pretty impressive.\nim no coding expert or swe, but having the complete control that vscode offers is what i enjoy. i like to see the file tree, edit code and markdown, see my commits, etc.\ni enjoyed antigravity ide by google, and this was the natural progression for me. other g", "link": "https://www.reddit.com/r/opencode/comments/1womhbi/best_claude_code_alternatives/pbqpkhb/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i have to use a windows vm for my job and although i do most of my ai work on my own linux pc, i have used opencode with no issue in powershell 7. which by the way is a vastly superior shell than windows powershell (5). you can use most modern terminal tools, it has autosuggestions (like zsh and fish) etc", "link": "https://www.reddit.com/r/opencode/comments/1wd6ke0/opencode_in_powershell/p9zflr0/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "forget vscode + extension, if you want real performance go for wu which is rust (a fork of zed without ai modules) and terminal running opencode in a panel, vscode and extensions give you an overhead of electron and hundreds of megabytes or more than 1 gigabyte of memory versus the 180 or 200 mb of memory that wu consumes [<strict_link>\n<strict_link>", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcd1qha/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "the only thing i miss compared to the copilot extension is the integrated tools, browser, and ''click to install'' features that vscode is providing more and more. \nthere is still an option to add opencode go to the copilot extension, but it's not that perfect. it works, but openchamber seems to consume less tokens and manage the context and cache hit a bit better.", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pbzdp4z/"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@nivekithans @opencode @ampcode i don't think this belongs in a harness. we still have things like vs code, intellij, etc. for it.", "link": "https://twitter.com/189876762/status/2103415370430484795"}]}}, "models.catalog_access": {"praise": 160, "complaint": 255, "n": 415, "praiseShare": 38.6, "ci95": [34.0, 43.3], "regard": 0.575, "regardCi95": [0.542, 0.606], "salience": 6.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "hey @opencode @thdxr … space bunny forever! really loving this model, can you at least add it to go with really high limits on release. i want to keep this as my primary driver.", "link": "https://twitter.com/1814761620901449728/status/2104171200759116132"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "space bunny is better overall right now. it offers 1m context (vs big pickle's 200k), multimodal input (image/video), adjustable reasoning, and zero data retention. big pickle stays solid for quick pure-text coding drafts and has proven swe scores. both free stealth models on opencode—use space bunny for complex or visual tasks.", "link": "https://twitter.com/1720665183188922368/status/2104255912659574859"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "if you want to play around a little bit, i can recommend <strict_link> you get a good workflow to create real .glb files. you can also switch the model to whatever you like, e.g. any opencode model, claude, etc. i got (good enough for me) results even with deepseek flash v4.1 and if i need a higher model quality (e.g. for cutscenes) i switch it to claude", "link": "https://www.reddit.com/r/opencode/comments/1wqklk2/3d_games_explained_vs_other_ai/pc4wyud/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "isn't ! just!, the list of models in opencode go is just massive now, it is hard to know what is the best bang for buck sometimes, i tend to stick with deepseek cos i trust it, but im sure im missing out here, might give minimax m3 a spin as a sub-agent model.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pccqvg5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it works. add as openai credential:\nbase url\n[<strict_link>\nadd custom header\nheader name\nx-opencode-session\nheader value\n{{ $execution.id }}\n \ncommandcode goat also works, i've moved to that now as it includes gemini and opencode go doesn't", "link": "https://www.reddit.com/r/opencode/comments/1wrqpjq/can_i_use_the_opencode_go_api_inside_n8n/pcfid2x/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "tried out space bunny and it's directly harmful, the most shit stealth model so far - it's free and i still want the day of lost time refunded - do you not fucking vet what you offer @opencode - this shit is unuseable and lies about the user threatening it when countered. <strict_link>", "link": "https://twitter.com/94796137/status/2104007159180890267"}]}}, "models.routing_auto": {"praise": 30, "complaint": 84, "n": 114, "praiseShare": 26.3, "ci95": [19.1, 35.1], "regard": 0.503, "regardCi95": [0.466, 0.537], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "they follow the money. we need to be model agnostic (aka openrouter / opencode go) to prevent this", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pcai6ne/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "no no it picks the model and effort. it’s like going from manual to automatic transmission on a car", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpyova/what_would_make_you_switch_your_default_opencode/pc30ufr/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode this is why i run opencode daily. cheap flash for the boring calls, big model only where it counts - that split does most of the work for me.", "link": "https://twitter.com/2015152856903655424/status/2103865154958233817"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i’ve noticed the same thing with glm 5.3 flash. going through openrouter the model works amazing but on opencode go it’s dumb as fuck and going in circles.", "link": "https://www.reddit.com/r/opencode/comments/1wqxyl4/deepseek_v41_performance_is_much_worse_than/pcaf9ya/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": " they serve quantized models though. definitely not full precision checkpoints.", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pccf9af/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah, i also noticed it. it doesn't always happen, but sometimes, randomly. i think there is either one provider that sucks especially bad or they route you through different providers every few turns\n \n[<strict_link>", "link": "https://www.reddit.com/r/opencode/comments/1wrqxxa/is_cache_reading_faulty_with_deepseek_v41_on/pceuo4n/"}]}}, "models.effort_control": {"praise": 12, "complaint": 45, "n": 57, "praiseShare": 21.1, "ci95": [12.5, 33.3], "regard": 0.445, "regardCi95": [0.42, 0.47], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@jlongster @opencode i like it on low", "link": "https://twitter.com/1252868508762771457/status/2103847204842860608"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "wow and even with higher cache cost its still better as it will not over thing and not eats tokens like a black hole", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wnhazu/gpt6_luna_cheap_than_deepseek_v41_flash/pbf7psb/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i like omo-slim and it's delegation, because i'm very much into watching all the models and finding strengths and weaknesses. i also built up up the process around writing plans so i know the heavy thinking is going on up front and i can insert myself if i want. i also have vs code set up as my ide and the kilo code plugin for ai. it's much less detailed than omo or it's offshoots, but if i really want to hand-hold for caution i can take the plan", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wl18ez/matrixx_ohmyopencode/pb1k1ix/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it’s odd. on high, wrote up a prd for a project and did a good job. on low, asked it to scaffold the project folder based off the prd and it got stuck tool calling for over 39 mins. ", "link": "https://www.reddit.com/r/opencode/comments/1wprfba/space_bunny_is_better_than_i_expected/pbyj51b/"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@andyjscott @opencode typical. can be issue if use some proxy like eg. 9router proxy than level thinking can be a problem (default/low etc.)", "link": "https://twitter.com/1584977819372847124/status/2103521353613955516"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "meta spark 1.3 is really great especially the max reasoning level is very impressive.\nfor specific low level tasks it seems to be better trained than deepseek 4.1 flash.\ni tryed just today to use muse spark 1.3 in opencode zen with max reasoning however just found out that the max reasoning level was removed and does not exist anymore in opencode zen sadly.\nwithout the max reasoning level muse spark 1.3 is same like deepseek 4.1 flash and i prefe", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wopbtv/what_muse_spark_14_contributor_is_already_here/pbphnsq/"}]}}, "models.quality_drift": {"praise": 60, "complaint": 153, "n": 213, "praiseShare": 28.2, "ci95": [22.6, 34.6], "regard": 0.531, "regardCi95": [0.489, 0.575], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "this model is fast af, and probably better than muse 1.3", "link": "https://www.reddit.com/r/opencode/comments/1wqqtgx/longcat25preview_is_now_free_on_opencode_for_two/pcah74r/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i honestly don't know where people get the idea that opencode's model is quantized. \nopencode mostly uses proxy rather than host the model by themself and if you think about it, it might be actually cheaper for them. also, the idea that deepseek from opencode is slower, cannot give same quality of work is not true for me, i've used deepseek v4.1 flash provided from opencode and deepseek official api in deepseek harness and they give same speed (t", "link": "https://www.reddit.com/r/opencode/comments/1wqy8pq/how_true_is_it_that_opencode_go_models_are/pcapfjm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "3.1 feels better than 3.0 :)", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pcchvqd/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "so both of us agree that, deepseek v4.1 flash more dumber than api right?", "link": "https://www.reddit.com/r/opencode/comments/1wqxyl4/deepseek_v41_performance_is_much_worse_than/pcap2tv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "opencode go is their $10 subscription plan for use inside the opencode cli.\nyour $10 of payment get you what you would get for $60 at full api pricing, so 6x factor.\ni would be afraid of quantized models running in stupid mode with it. see other comments asking the same thing.\nby comparison, i think a chatgpt sub gets you roughly 20x multiplier (your $20 subscription lets you spend $400 of api value), but not sure how that changes in the past wee", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pcarwqn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "it was on day 1. thought in caveman and spoke normally. now it's a completely different model that thinks normally and speaks in claudish.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pccdbz7/"}]}}, "context.instruction_files": {"praise": 18, "complaint": 9, "n": 27, "praiseShare": 66.7, "ci95": [47.8, 81.4], "regard": 0.516, "regardCi95": [0.494, 0.538], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i hope you have an agents.md set project wise, that would be a great help for you\nin my experience i'd always keep a model specifically for auditing to make sure everything you want is being implemented how you want it, also go slow tackle one thing at a time\nhaving parallel sessions or tasks will eventually get overwhelming.", "link": "https://www.reddit.com/r/opencode/comments/1wraeev/need_help_with_big_project_tasks/pcb2kvp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "superhelpful and much nicer than my janky .md version", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqobnf/when_10_cents_isnt_10_cents/pcf6alg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/devops", "polarity": "praise", "text": "[agents.md](http://agents.md) on opencode that manages the creation of tickets in jira and git branches.\nso whenever i need to create a ticket to work on something, i just say to opencode that i need it to create a ticket to fix blahblahblah on this repo (with the details and relevant context), and it automatically creates the jira ticket following my company policy, assigns it to me, goes to my local laptop folder where the affected repo is clon", "link": "https://www.reddit.com/r/devops/comments/1wn4d6w/what_are_your_best_sredevops_time_savers/pceklrc/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@superalesha @opencode @openrouter why didn't i feel this?\nmy agents md must be underrated then", "link": "https://twitter.com/1823803065138601984/status/2104136632685232147"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "double checked and most of your claims where correct. i updated the repo. and showed more testing. the long agent files had to go its not 2024 they are holding most modern ai back. ", "link": "https://www.reddit.com/r/opencode/comments/1wq88es/forked/pc3ar7k/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "how i stopped context drift across 3 ai coding agents using os directory junctions\ni spent three days debugging why my local ai agents kept regressing on bugs i had already fixed. my setup runs antigravity for high-level planning, claude code for terminal execution, and opencode for autonomous repository loops. across months of client work and running a 74-node automation pipeline, i built 30 custom skills covering security rules, scraping patter", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqvon2/how_i_stopped_context_drift_across_3_ai_coding/"}]}}, "context.instruction_following": {"praise": 22, "complaint": 54, "n": 76, "praiseShare": 28.9, "ci95": [20.0, 40.0], "regard": 0.504, "regardCi95": [0.47, 0.541], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "the intelligence level feels high, but i’d recommend pushing reasoning to max. that’s where the results get noticeably better.\nwhat i like is that i don’t really need to spell out every step or force a specific workflow. in a lot of cases, just naming the methodology or framework i want it to follow is enough, and it sticks to those constraints surprisingly well.\nconsidering it’s free right now, this is definitely above my expectations.\ni’m going", "link": "https://www.reddit.com/r/opencode/comments/1wprcoo/space_bunny_is_better_than_i_expected_tested/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "tested space bunny a bit more and it’s actually pretty solid.\nthe intelligence level feels high, but i’d recommend pushing reasoning to max. that’s where the results get noticeably better.\nwhat i like is that i don’t really need to spell out every step or force a specific workflow. in a lot of cases, just naming the methodology or framework i want it to follow is enough, and it sticks to those constraints surprisingly well.\nconsidering it’s free ", "link": "https://www.reddit.com/r/opencode/comments/1wprfba/space_bunny_is_better_than_i_expected/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "trying it out. it's incredibly fast and the hallucination rate is also really low. follow instructions and adheres to loop. a great release 😁", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmor5s/mimo_26_pro_and_flash_released_already_on/pbbhhyp/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not my experience with it. gpt 6 is extremely bad at following instructions and wastes absurd amounts of time testing", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcbkxpg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it's far too trashy to be claude. you literally have to convey everything that's common sense for it not to waste time prodding in wrong directions.", "link": "https://www.reddit.com/r/opencode/comments/1wrl1kx/big_pickle_space_bunny_is_claude/pcdgy9c/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "this is the stealth model space bunny that was on @opencode and @openrouter\nthe model is insanely fast, but it needs clear and specific instructions, otherwise it's too lazy.\ni tested it here \n<strict_link> <strict_link>", "link": "https://twitter.com/2010272031603068928/status/2104131788578975846"}]}}, "context.clarifying_questions": {"praise": 7, "complaint": 8, "n": 15, "praiseShare": 46.7, "ci95": [24.8, 69.9], "regard": 0.506, "regardCi95": [0.488, 0.524], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i've been using it for a few days in opencode, previously i was using glm 5.2 in claude code cli before my grandfathered account expired, and i'm finding it way better at fixing old dead tests and refactoring code. since it's free at the moment, i'm trying to maximize all of the grunt work that was eating my quota up and was providing that much value. strip away some of that technical debt that 18 months of spec driven vibe coding had introduced ", "link": "https://www.reddit.com/r/opencode/comments/1wocn5s/space_bunny_thoughts/pc8hu4o/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "using it from yesterday so i may have not encountered problems yet, but for me it did better than opus. i recently canceled my claude subscription and started using opencode go. with claude i always had problems with it ignoring my dependencies and doing everything manually. for example, i use prisma orm for the database, and claude would always try to migrate manually, fucking up the hash that prisma uses for integrity. big pickle doesn't do tha", "link": "https://www.reddit.com/r/opencodeCLI/comments/1qr1jm6/anyone_tried_the_big_pickle_model_on_opencode/pa4ehm6/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i tried with gemma4 e4b and it's really bad. used same system.md with opencode. it didnt follow the the rules, didn't ask for more info.\nopencode follows the rules and asks so idk", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcj9bg/who_uses_pi_what_do_you_like_about_it/p9v0o7l/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i dont like the fact that it keeps guessing rather than look for answer and if it doesnt find them to consult me", "link": "https://www.reddit.com/r/opencode/comments/1wocn5s/space_bunny_thoughts/pc1490a/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "i understand, didn't you switch between free and standard? the free/contributor is the one that goes up to xhigh and the standard is the one that does have reasoning up to max. \ni see, i haven't used ds or mimo, in what i've been working on kotlin, rust, astro, nextjs muse spark 1.3 has been excellent in everything, its intelligence is very good, it is very similar to opus for structural planning and execution. \nthe only point that is not so poli", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wopbtv/what_muse_spark_14_contributor_is_already_here/pbpl2fw/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it's asking me a lot of questions it should be able to figure out on its own, like how to syntax check a js file - making me choose between node or \"enter your own command\"", "link": "https://www.reddit.com/r/opencode/comments/1wocn5s/space_bunny_thoughts/pbmxkel/"}]}}, "context.long_context_decay": {"praise": 6, "complaint": 68, "n": 74, "praiseShare": 8.1, "ci95": [3.8, 16.6], "regard": 0.459, "regardCi95": [0.427, 0.499], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "output quality looks similar.\nmimo does seem to take a bit longer to get there, yes; i use a frontier model for orchestration so it gets given small tasks and monitored, as part of that i always start a fresh context when it gets given work and that helps keep it stable.", "link": "https://www.reddit.com/r/opencode/comments/1wp2ctx/which_do_you_choose_deepseek_v41_flash_or_mimo/pbv2ogc/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i haven't had this issue. i usually go near 800k context with no problems, no slowing or drifting. what kind of tasks do you have issues with?", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wn2lux/deepseek_41_flash_starts_to_crawl_at_about/pbco8hd/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "oh my god, 800k? i get uncanny anxiety when i hit 200k.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wn2lux/deepseek_41_flash_starts_to_crawl_at_about/pbcuvj1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "openchamber is very good, but when your context size becoming about 400-500k it's getting slow down, after 600-700k significantly slow", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcei2i1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "context too short", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrnxw6/what_is_the_best_opencode_free_model/pcesele/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i have moved from opencode to claude desktop for a while and i want something plugins to use that would remove the redundant reads and old calls and doesn't let the context flow , is there any good plugins for this in here ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrfag9/is_there_any_pluginsextensions_that_maybe_work/"}]}}, "context.compaction": {"praise": 22, "complaint": 50, "n": 72, "praiseShare": 30.6, "ci95": [21.1, 42.0], "regard": 0.49, "regardCi95": [0.461, 0.522], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i have been using codex and claude code exclusively since i started using agents. \ni've been using chatgpt as coordinator between the two, and decided it's time for another agent. this was mainly due to hitting codex weekly limit, within around 3 days (even using terra). \nchatpgpt recommend kimi and deepseek as first two options. i chose deepseek using opencode harness.\nit's absolutely wonderful.\ni first started testing it with pr reviews and bra", "link": "https://www.reddit.com/r/opencode/comments/1wrj9e6/deepseekopencode_is_great/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i tried v2 yesterday, their work has been excellent. don't trust everything op said, it's mostly misguided.\nthe new cache management, dynamic tool injection, is excellent.\nthey made great progress and all choices seen as \"bad\" above are justifiable and totally proper.", "link": "https://www.reddit.com/r/opencode/comments/1wpe80m/inside_opencode_v2s_source_code_how_it_sabotages/pbxfkgr/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "the only thing i miss compared to the copilot extension is the integrated tools, browser, and ''click to install'' features that vscode is providing more and more. \nthere is still an option to add opencode go to the copilot extension, but it's not that perfect. it works, but openchamber seems to consume less tokens and manage the context and cache hit a bit better.", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pbzdp4z/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "a massive con i found is that it tend's to stop letting u chat to the model and you'd have to compact the session with the command which mean's it can't run autonoumously while being reliable. you'd have to always be with it. not recommended.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcf6dox/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i felt the speed performance definitely. the other issue i have with it is high rate of compactions in relation to codex. but definitely a step in the right direction.", "link": "https://www.reddit.com/r/opencode/comments/1wrj9e6/deepseekopencode_is_great/pcfx9ox/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "if you run unattended local model sessions (llama-server / gpu) with opencode, this is for you.\n\\*\\*the story.\\*\\* one of my long-running 131k-context runs hit an out-of-context error (request 137k tokens > 131k window). my auto-resume plugin kept injecting \\`continue\\` to unstick it — 193 times — while compaction failed 46 more times. a full death spiral, invisible in the ui (the injected messages don't render), that burned hours of gpu time and", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrvif5/i_built_a_sinkhole_guard_for_unattended_local/"}]}}, "context.session_memory": {"praise": 13, "complaint": 17, "n": 30, "praiseShare": 43.3, "ci95": [27.4, 60.8], "regard": 0.497, "regardCi95": [0.473, 0.519], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "some of the negativity is valid for sure, the rate limits are certainly getting lower and lower, and gpt 6 models aren't as good as opus 5.5, but they're still good models and far more than enough for any developer just using them for workflow assistance/acceleration rather than doing all the work for them.\ni'm building a finance back testing system as a side project for fun, and with models like luna i can ask it to do very specific tests using ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pcdq99r/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "no experience with two pro subs, been using mostly 5x max so far. but big 👍 for obsidian as a shared memory system to keep various tools (claude code, opencode, pi) with different providers (claude, openrouter, local models) working seamlessly.\ni'm in the transition off the max plan to a single pro plan plus using openrouter with chinese models. so far so good, the opus 5.5 timing might help, the lack of fable was my last concern on the pro plan ", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wotfn1/downgraded_from_max_100_to_pro_how_would_you/pbpvukj/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "so far, i haven’t had memory problems with oc2. and i’ve figured out standalone flag doesn’t overlap specific project mcps.\ni hated it first, but now realized it’s rly rly good", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wlcs58/questions_i_have_about_v2/pay7nfy/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@jlongster hey @opencode @thdxr please give us more free tier daily and more free models. add buitin memory vault", "link": "https://twitter.com/141503294/status/2103815854630830202"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@thdxr hey @opencode\n@thdxr\nplease give us more free tier daily and more free models. add buitin memory vault", "link": "https://twitter.com/141503294/status/2103816074156495086"}, {"date": "2026-09-22", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@softwaredoug @turbopuffer @opencode agent memory still needs recency rules, even on a good store", "link": "https://twitter.com/763249944056565760/status/2102383559311032543"}]}}, "context.codebase_retrieval": {"praise": 12, "complaint": 22, "n": 34, "praiseShare": 35.3, "ci95": [21.5, 52.1], "regard": 0.486, "regardCi95": [0.464, 0.51], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "i really like the way @opencode searches for the specifically required tool for the work at hand, without randomly loading everything\nwhat's good is that the tool search is so transparent and gives you insight as to how your utilities are working. <strict_link>", "link": "https://twitter.com/1383806712545562628/status/2104154103316426920"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i noticed is that is very good at tool calling something that i noticed in m3 aswell when it first came out(for example, i was making a tool for building, formatting and giving a resume my compilling my c# projects, it was only on the tools folder on omp and opencode, and i didnt even mentioned in any [agents.md](http://agents.md), docs, nothing - m3 found it and used it perfectly, and the tool was there for a while and no model even touched/aske", "link": "https://www.reddit.com/r/opencode/comments/1wp4kmi/m31_is_spacebunny/pbtyu3g/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i just paid $5 directly to deepseek via their api. some people use a 3rd party services but i think those have limitations. the tool i use is opencode which gives a method to work with your repo directly. there are alternatives.", "link": "https://www.reddit.com/r/codex/comments/1wld40n/i_spent_last_week_livid_at_how_quickly_i_burnt/pb0mg8h/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i’m building enola to make opencode agents complete tasks faster.\nopencode is a great tool! but agents still spend quite some time understanding the codebase (tracing dependencies, finding the right files, figuring out how services and modules interact).\ni tackled this problem by building enola. enola builds a structural model and exposes it to opencode through mcp. \\[open-source, deterministic\\]\ninstead of spending time and input tokens, agents ", "link": "https://www.reddit.com/r/opencode/comments/1wrcet3/enola_i_built_an_opensource_architecture_layer/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "its definitely not that \"fast\" for me...\nthe context fills up so fast on this model because it reads too many files. it easily uses up the full 1m context and ends up compacting and drops relevant information. i have never had a model that reads that many files for almost every run ever.\nit feels like its scanning through every single file in the directory for data collection or something, not saying it is but the kind of behavior felt like it. i", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pc4kx5h/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "reminds me of composer but turns but this is better than composer. but also all models need a fresh repo/folder. once you add mega repos all models start to degrade significantly faster. not a guarantee for results but gives you the cleanest shot to not run into errors. the other failure mode is not translating requirements and not actually knowing the stack yourself.", "link": "https://www.reddit.com/r/opencode/comments/1won61w/real_life_performance_of_muse_spark_13/pc85m70/"}]}}, "context.attachments": {"praise": 10, "complaint": 13, "n": 23, "praiseShare": 43.5, "ci95": [25.6, 63.2], "regard": 0.505, "regardCi95": [0.484, 0.524], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode the one week window makes this a great time to experiment. no data training plus image support could make the model useful for very different workflows.", "link": "https://twitter.com/2095778877037477890/status/2100432490468872642"}, {"date": "2026-09-17", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode wow support image", "link": "https://twitter.com/858509276003913728/status/2100447838425817339"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i used it in a project a few days ago and it did look at screenshots produced by opencode. i've never tried to add my own images.", "link": "https://www.reddit.com/r/opencode/comments/1wi9r41/deepseek_v41_flash_no_vision_on_opencode_go_plan/pa9327b/"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "this will happen if the agent tries to read a pdf, seems to be a provider issue", "link": "https://www.reddit.com/r/opencode/comments/1wllo9h/error_openai_chat_does_not_support_media_type/pb5kfm9/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "whenever you add the location of an image, it is automatically turned into an image input. unable to know the location of the image.", "link": "https://www.reddit.com/r/opencode/comments/1wmf8r2/how_to_disable_mntsda2imagepng_to_be_turned_into/pb6g7kz/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "hy4 does not read images (screenshots) but for just coding is nice, even hy3 is really good with coding, refactoring and implementing with vulkan and c++. i am using ds 4.1 flash, reads images, debugs, coding is smarter than ds 4. \n \nhy4 is way faster than ds 4.1 flash, it depends your usage, i prefer showing sceenshots about some visual issues in vulkan", "link": "https://www.reddit.com/r/opencodeCLI/comments/1we5m57/which_model_is_currently_the_best_for_coding_on/pb85ufe/"}]}}, "work.capability": {"praise": 502, "complaint": 357, "n": 859, "praiseShare": 58.4, "ci95": [55.1, 61.7], "regard": 0.467, "regardCi95": [0.442, 0.496], "salience": 12.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "muse 1.3 xh > minimax 3.1 in my experience", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pca1mvi/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "1.3 is insane. think you have to use all models to know which one to use. some models do not do well on certain projects. or interments.", "link": "https://www.reddit.com/r/opencode/comments/1waq3e5/muse_spark_13_free_is_ass/pca29g7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "ability to to write large codebases or with them with correctness in this case", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrnxw6/what_is_the_best_opencode_free_model/pcebwtr/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "luna is not frontier.", "link": "https://www.reddit.com/r/opencode/comments/1wqj8p0/currently_which_is_the_best_model_on_opencode_for/pc9wmwf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "than he can undetstand opencode's is dumber", "link": "https://www.reddit.com/r/opencode/comments/1wqxyl4/deepseek_v41_performance_is_much_worse_than/pcao1zx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "thanks for the response. giving an agent a bound and independent task is always tricky one, i don't know why but agent surely messes up something specially in the end.. not sure this happens with me or with everyone. last night also i was about to call it a day, but agent messed up big time and i need to provide it a hand holding to fix the issue.", "link": "https://www.reddit.com/r/opencode/comments/1wraeev/need_help_with_big_project_tasks/pcbvfzz/"}]}}, "work.frontend_ui": {"praise": 17, "complaint": 13, "n": 30, "praiseShare": 56.7, "ci95": [39.2, 72.6], "regard": 0.508, "regardCi95": [0.486, 0.53], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode code-generated visuals remove the need for extra assets.", "link": "https://twitter.com/1338474059848437761/status/2104230569576173941"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "svg lab mcp is exploding.\nwe’ve seen a serious surge in users since last night, and the design engine is showing exactly why.\neven deepseek v4.1 flash running in @opencode is producing ridiculously good ui designs with svg lab mcp.\nthis is getting interesting. <strict_link>", "link": "https://twitter.com/1974714902422990848/status/2104269556026122483"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "it’s so good for me so far. made my ui so clean and better looking. i hope it doesn’t regress.", "link": "https://www.reddit.com/r/opencode/comments/1wprfba/space_bunny_is_better_than_i_expected/pbzmt9b/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "yes it is but when he write interface i often see some errors like on the screenshot of the post", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqa72d/space_bunny_often_use_foreign_languages_in_the/pc4w6l9/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "absolute shit for web ui design", "link": "https://www.reddit.com/r/opencode/comments/1wp4kmi/m31_is_spacebunny/pbyqa9y/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "i just tested it now and it came out quite bad in terms of design, to me it was even worse than gpt 5.6 luna when it comes to website design, i lost the desire to test it in other areas, i think it is a very small model", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wo7o3c/space_bunny_stealth_model_is_free_for_the_next/pbkqxur/"}]}}, "work.bug_diagnosis": {"praise": 28, "complaint": 7, "n": 35, "praiseShare": 80.0, "ci95": [64.1, 90.0], "regard": 0.518, "regardCi95": [0.494, 0.539], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "space bunny is finding all the stubs in my code that other models missed. i am pretty happy with it so far.", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pcazeo1/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@superalesha @opencode @openrouter i had the same feeling during tests. if you create a plan with a bigger model, it will execute otherwise final result is not so exciting. but it seems strong on bug fixing on its won.", "link": "https://twitter.com/43874767/status/2104134775896436906"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode finding and fixing its own bugs is the interesting part.", "link": "https://twitter.com/1905364733991047168/status/2104230248812523918"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it is surprisingly good in contextual web searches, for example finding references on a particular scientific topic (tested by me on topics from chemistry, medical biology, and developmental psychology). but i wouldn't give it any serious coding jobs - asked to investigate the cause of an mcp error (a rather simple tasks) it was thinking for 5 minutes straight and then started to run in circles.", "link": "https://www.reddit.com/r/opencode/comments/1wp4kmi/m31_is_spacebunny/pbtmzki/"}, {"date": "2026-09-24", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@superalesha @opencode yeah runtime is still where they lose the plot honestly, half the time it just guesses wildly until you paste the exact trace", "link": "https://twitter.com/780334785969266688/status/2103010614427963406"}, {"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "so far, i'm not impressed, i asked it to try and reproduce the issue, it said it can't and gave me lame excuses why the reporter of the issue experienced it. \ni tried and reproduced it easily. i confronted it, and it gave me this answer... bottom line: if it understood the codebase properly, it would have been able to come up with proper tests", "link": "https://twitter.com/1830607756937588736/status/2102772191129432276"}]}}, "work.regressions_introduced": {"praise": 2, "complaint": 29, "n": 31, "praiseShare": 6.5, "ci95": [1.8, 20.7], "regard": 0.487, "regardCi95": [0.457, 0.524], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "this has helped me a lot to not break anything <strict_link> i only mark opencode", "link": "https://www.reddit.com/r/opencode/comments/1wrbwg8/la_base_de_datos_de_opencode_paso_a_14gb_como_la/pcbcp9x/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i have not had any regression issues with spark 1.3 and for the last few days it has been writing a non-traditional compiler in an invented general purpose language and honestly doing really well. \ni'm not using the opencode version since it was hitting limits, etc. i just use the api in the muse cli -extremely cheap labor. got good 'ol sol reviewing and crackin' the whip, so that probably helps. i also have a project specific harness that i run ", "link": "https://www.reddit.com/r/opencode/comments/1waq3e5/muse_spark_13_free_is_ass/p8l31oq/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@seridarivus13 @opencode @claude been there, done that. this rate seems to be higher in open code compared to claude", "link": "https://twitter.com/1216432139610144768/status/2104149753927967057"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yup. it's good at spotting problems. but sometimes just doesn't fix them, or introduces new ones. i think that has something to do with the \"context-bug\" i mentioned. something doesn't seem right.", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pc493wb/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "\"confirmed it's worthless to use with caution\", the model itself has told me that they have put \"deepseek v4 flash\", and removed glm 4.6, what a shame.. bye bye cucumber.., it's fine sometimes but it gets out of control, it doesn't plan even less than glm4.6 xd, but glm 4.6 was a genius at programming, this substitute only has moments of clarity, fixes one and breaks 3..., it works for us, does not attend, does not focus, and does not follow inst", "link": "https://www.reddit.com/r/opencodeCLI/comments/1t1yrs0/big_pickle_is_unusable_now/pc8ltrn/"}]}}, "work.scope_overreach": {"praise": 4, "complaint": 16, "n": 20, "praiseShare": 20.0, "ci95": [8.1, 41.6], "regard": 0.549, "regardCi95": [0.494, 0.605], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "its definitely not that \"fast\" for me...\nthe context fills up so fast on this model because it reads too many files. it easily uses up the full 1m context and ends up compacting and drops relevant information. i have never had a model that reads that many files for almost every run ever.\nit feels like its scanning through every single file in the directory for data collection or something, not saying it is but the kind of behavior felt like it. i", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pc4kx5h/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i was a heavy mimo v2.5 user, until it started going into reasoning loops, which was an absolute waste of time. i am currently using muse 1.3 contrib, it's going good so far, i switch between v4 flash and muse 1.3 from time to time. as of now, i'm experimenting with muse 1.3 more. from my experience, the model seems to constrain itself to the scope of the task unlike deepseek which is slightly more proactive in terms of decision making. a good en", "link": "https://www.reddit.com/r/opencode/comments/1wjzbyz/ds_v41_flash_discount_will_go_tomorrow_which/pasbax8/"}, {"date": "2026-09-16", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode btw in comparison bigpickle model on opencode doesn't do this!\nlocal models like qwen 35b doesn't do this either", "link": "https://twitter.com/2166626976/status/2100025693560049691"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@hrishiwrites @opencode @claude open code burns through the happy path faster. claude stalls right before it invents a helper you didn't ask for.", "link": "https://twitter.com/1459228046427398147/status/2104161405360537952"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "i've been playing around with space bunny for a few days, and yes, it's quite a good model, btw. but i've noticed that in max mode, it tends to over-engineer even simple tasks.\n@opencode <strict_link> <strict_link>", "link": "https://twitter.com/1570598551440494593/status/2104236921639866742"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "muse spark in benchmarks: 🗿 \nmuse spark in real code: 'i know you asked for a simple css fix, so i rewrote your entire backend in haskell and deleted your database.'", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmozts/mimov26pro_debuts_as_the_top_open_weights_model/pbbbxqs/"}]}}, "work.stuck_loops": {"praise": 9, "complaint": 158, "n": 167, "praiseShare": 5.4, "ci95": [2.9, 9.9], "regard": 0.501, "regardCi95": [0.426, 0.569], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i really don't think they're needed anymore. most ai's like deep-seek and muse are very persistent", "link": "https://www.reddit.com/r/opencode/comments/1wp3bc9/what_are_loopgoal_plugin_are_you_using/pbs336a/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "interesting thought on the prompt effect. i have similar instructions, and perhaps that’s what keeps the model from going off the deep end. various specific rabbit holes i don’t want any model to go down, even if it wasn’t prone to loops.", "link": "https://www.reddit.com/r/opencode/comments/1wnw1i7/am_i_using_it_too_much_or_is_it_normal_for/pbo3410/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "weird. i’ve not seen that behavior at all with xiaomi direct and opencode v2.", "link": "https://www.reddit.com/r/opencode/comments/1wn191t/mimo_26_flash_is_a_beast_and_seems_to_use_very/pbds4it/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "many people experience looping, lower response quality, etc. which are just not there on the official api.", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pcchbd8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not sure why your reply to me was deleted. but to the extent i could preview part of it:\nevery model i listed has been accused of loops. i think it's a training risk these days because more elaborate work probably does better on benchmarks, and when things are working well what enterprise customers really want is to hand off work and let it iterate hands-off.\nso i think the best solution is going to be good guidance through agents or other promot", "link": "https://www.reddit.com/r/opencode/comments/1wr72dz/best_opencode_model_for_browser_use/pceqwjn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i’ve been doing graphics programming today and mimi 2.6 flash got stuck on a rotation/pivot issue with matrices (like, for hours) that space bunny fixed in a single prompt", "link": "https://www.reddit.com/r/opencode/comments/1wodncp/space_bunny_is_minimax_m31/pcfpyi7/"}]}}, "work.premature_stop": {"praise": 2, "complaint": 23, "n": 25, "praiseShare": 8.0, "ci95": [2.2, 25.0], "regard": 0.475, "regardCi95": [0.457, 0.496], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "goal is also nice as it prevents some smaller local models from just stopping mid-way.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wjixz4/new_btw_command_is_coming_in_the_new_version_of/pal264g/"}, {"date": "2026-09-01", "source": "X", "community": "@opencode", "polarity": "praise", "text": "not all model providers provide the same model the same way.\n@ollama's version of glm 5.3 flash likes to just stop randomly mid task. no follow up, no message. just stopped.\ndidn't have that happen a single time with @opencode go's version over the past few days", "link": "https://twitter.com/3274745054/status/2094609566998876585"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "no its not great , if you give it more tasks as its doing one task it just moves to the next task and doesn't finish the previous one so you have to be kinda careful with it.", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pc5fgzl/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it's pretty decent but a bit more fickle than ds v4.1 flash. it has some weird edge cases where it likes to end its turn early, and those situations can't quite be reliably detected by a harness. it'll sometimes say it's about to do a tool call or something and then just... stop. your best bet is to have it spawn a sub-agent to actually do work, so that if the sub-agent kills itself it triggers the orchestrator muse-spark (or some other model) to", "link": "https://www.reddit.com/r/opencode/comments/1wl91no/now_that_deepseek_v41_flash4x_usage_has_ended_is/pb67ozj/"}, {"date": "2026-09-20", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "is anyone else experiencing abrupt cut-offs with @opencode during code generation? wondering if it’s a known issue or just me.", "link": "https://twitter.com/1987082476544794624/status/2101685900929282188"}]}}, "work.long_running_autonomy": {"praise": 28, "complaint": 20, "n": 48, "praiseShare": 58.3, "ci95": [44.3, 71.2], "regard": 0.457, "regardCi95": [0.421, 0.491], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "thats a great point actually, i guess i did ai mainly because i distinctly having a vivid memory of starting a hike in <street_address>, sending out a detailed prompt, then at the top of the hike, checking my phone, and it had done about 30 minutes of coding, and the feature was basically done. \n \nwent home, reviewed the code, made some adjustments, wrapped up my day. was incredible.", "link": "https://www.reddit.com/r/opencode/comments/1wr11fu/tui2web_makes_opencode_usable_from_the_web/pcdzm75/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i really love opencode, i even built my own client on my phone so i can make sure my long running tasks is not interrupted when i go to lunch. it's opensource!\n<strict_link>\nit sent notifications using expo -> fcm and it's free, you can use it too!", "link": "https://www.reddit.com/r/opencode/comments/1wrgqw7/i_made_a_pocket_client_for_opencode/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "i kicked off a swarm of agents (@deepseek_ai v4.1 flash and @muse spark 1.3) in @opencode before going to bed, and i woke up to 111,804 lines of assembly code from a game decomp. <strict_link>", "link": "https://twitter.com/2052933195935436806/status/2103858926718493142"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "a massive con i found is that it tend's to stop letting u chat to the model and you'd have to compact the session with the command which mean's it can't run autonoumously while being reliable. you'd have to always be with it. not recommended.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcf6dox/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@ivanfioravanti @opencode @openrouter yes yes yes. it is capable of fixing everything itself, but it needs to be directed every time. in autonomous mode, it found it difficult. it seems it was missing something. but we still don't know how big this model is. i bet it's somewhere around 250-300b.", "link": "https://twitter.com/2010272031603068928/status/2104136707624796558"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "no /goal in @opencode 🫠\ncan @thdxr do something?", "link": "https://twitter.com/1423566780224753664/status/2103548250535907806"}]}}, "work.multi_agent_orchestration": {"praise": 114, "complaint": 53, "n": 167, "praiseShare": 68.3, "ci95": [60.9, 74.8], "regard": 0.537, "regardCi95": [0.503, 0.573], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "winter arc: day 06\n-continued learning applied ai from @arpit_bhayani cohort\n-read blogs about mcps and harness engineering. this helped me a lot in understanding @opencode oss codebase. orchestration is very interesting in @opencode \n- repo where i learned about harness engineering\n<strict_link> \n-there are a lot of interesting blogs on @x .\n- also planning to write some blogs on what i learned on ai harness, mcp, vllm architecture, and rag\n-i'm", "link": "https://twitter.com/1615762997015871489/status/2104252837958185373"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "shill thread. the usage hasnt improved a tiny bit, they increased the 5 hour limit by 20% and now i run out even sooner on the weekly. chipped in $5 on deepseek and setup opencode multi agent harness today, so it wont be that bad next week.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfn677/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "my use case is described in the post: “i mostly use opencode go for cheap multiple model code review panels, orchestrated by sonnet (or similar) - this catches a lot of bugs and issues that even the frontier models make” and “where do you find the most value for the price?”\nadditional information: mostly work open source so zdr isn’t a big deal.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqga8a/best_direct_providers_via_api_or_similar_to/pc47fpy/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i hope you have an agents.md set project wise, that would be a great help for you\nin my experience i'd always keep a model specifically for auditing to make sure everything you want is being implemented how you want it, also go slow tackle one thing at a time\nhaving parallel sessions or tasks will eventually get overwhelming.", "link": "https://www.reddit.com/r/opencode/comments/1wraeev/need_help_with_big_project_tasks/pcb2kvp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "you can read my other posts\ni think parallelism is the core upside behind orchestration. meanwhile i treat parallelism as a higher overhead, higher token cost, at a negligible speed increase. \ni can achieve parallelism by having many projects spinning on something or by having disposable-demo-worktrees with 1 main agent per worktree.\ni am defining non-orchestration as having the ability to have: \n1.web-search subagents (for sake of searchin messy", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqkpi3/can_somebody_explain_what_open_chamber_is/pcc1u0c/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it's the subagent fan-out doing it. every scaffold call spins up a fresh agent with full context and they all round-trip through go's endpoint, so a job that's one call on the web app becomes like 6-10 calls. i mostly use flash for small single-shot stuff in go and keep the multi-agent scaffolding on claude, way less painful that way", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pcc9ka4/"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 7, "n": 7, "praiseShare": 0.0, "ci95": [0.0, 35.4], "regard": 0.491, "regardCi95": [0.485, 0.497], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "complaint", "text": "the agent exited cleanly with status 0, did nothing, and reported success\ni run coding agents (claude code, openai codex, opencode) through automated execution loops on medium-sized codebases. recently, an agent hit a failure mode that was both comical and terrifying:\nit exited with return code 0, touched zero files in the repository, and generated a detailed 40-line markdown summary describing all the functions it allegedly refactored.\nmy automa", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1wnbpb4/the_agent_exited_cleanly_with_status_0_did/"}, {"date": "2026-09-20", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode dont mess around, decided to \"decompile\" claude cli to find a way around its task without being specifically prompted for it <strict_link>", "link": "https://twitter.com/1325527332468232201/status/2101589257370370289"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "adding null safety checks  to just hide the real bugs picked up by the test suites and report back doing work it did not even touch ? \nluckily i haven't had it happen in production work because i'm to paranoid , but in prototypes it tends to happen frequently \ni had to implement a qa tester , and give each coder strict rules to report all the work it has done \nso that the qa can verify and test these  claims before deciding to make roll backs or ", "link": "https://www.reddit.com/r/opencode/comments/1wiuy89/what_is_the_worst_fix_you_have_seen_an_ai_coding/paf9j4p/"}]}}, "work.destructive_actions": {"praise": 6, "complaint": 32, "n": 38, "praiseShare": 15.8, "ci95": [7.4, 30.4], "regard": 0.493, "regardCi95": [0.464, 0.526], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@notacheetah @rive_app @opencode the agent also tried to write the rig before the repo state was fresh. a read on the generated path found the old file, so we stopped instead of letting the mcp retry overwrite it.", "link": "https://twitter.com/1835841692852682752/status/2103208503477235829"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "this opencode plugin is great for blocking destructive git commands and even has a permissions layer where it allows the agent to ask the user if they’re allowed to run a certain git command or not - <strict_link>", "link": "https://www.reddit.com/r/opencodeCLI/comments/1v51y5g/how_to_require_permission_on_specific_commands/patjhjj/"}, {"date": "2026-09-16", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@clawiai @opencode nice. isolating the agent from the personal machine is the right call. when we shipped multi-tool llm workflows, the scary part was never local file access. it was one shared credential bag across tools. cloud sandbox helps; per-agent scoped secrets is what actually kept us sane.", "link": "https://twitter.com/1728423513684422656/status/2100205094134542352"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "long cat 2.5 just revert 3 days of work without my approval, great model 🙂", "link": "https://www.reddit.com/r/opencode/comments/1wqqtgx/longcat25preview_is_now_free_on_opencode_for_two/pccch4f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "i'm also working on a \"project management\" level harness (aren't we all?) so i have seen what it takes to wrap opencode, claude code, and codex. and codex takes guardrails way more seriously than the other two. it runs under bwrap, and if you misconfigure your path permissions, the model really _can't_ write on things. the other two are more of a gentleman's agreement. (not sure if it has similar tech on windows)", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcea6gk/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i had a similar experience but with big pickle.\nit went searching for stuff related to a problem it had to solve (the structure of a database) outside the working directory, i asked it if it had permission to do so and it candidly answer that it didn't.\nthinking about running opencode only on a dedicated junk laptop", "link": "https://www.reddit.com/r/opencode/comments/1wl4t5x/is_it_normal_that_a_given_model_takes_access_to/pbuozwa/"}]}}, "work.git_workflow": {"praise": 3, "complaint": 10, "n": 13, "praiseShare": 23.1, "ci95": [8.2, 50.3], "regard": 0.492, "regardCi95": [0.477, 0.508], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/devops", "polarity": "praise", "text": "[agents.md](http://agents.md) on opencode that manages the creation of tickets in jira and git branches.\nso whenever i need to create a ticket to work on something, i just say to opencode that i need it to create a ticket to fix blahblahblah on this repo (with the details and relevant context), and it automatically creates the jira ticket following my company policy, assigns it to me, goes to my local laptop folder where the affected repo is clon", "link": "https://www.reddit.com/r/devops/comments/1wn4d6w/what_are_your_best_sredevops_time_savers/pceklrc/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "sounds like you may be asking similar questions that reframed the way i've been thinking about agentic development for a bit: <strict_link>.\nthese days, git commits are usually handled by my coding harness (claude code, opencode, codex, etc). they usually write better commit messages than i do so i'm fine with that.\nfor most other things that have multiple steps, i actually stick under an mcp seam as an agentic process where software owns the con", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmx1zd/do_you_let_claude_code_handle_git_builds_and/pbhywk7/"}, {"date": "2026-09-11", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@itz_steavean @opencode …to me it's important to differentiate my own changes (even coauthored) from the fully automated ones.\nif you have 20 consecutive ai-made commits, you only need to review one diff of code 😉", "link": "https://twitter.com/995406652026351617/status/2098438726401642914"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "ah yes, let's not preserve any commit history. definitely no malicious code in there, completely safe.", "link": "https://www.reddit.com/r/opencode/comments/1wpe80m/inside_opencode_v2s_source_code_how_it_sabotages/pby8q47/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i got something unexpected like, i tried to create a visual representation of my engineering project architecture, where the model commited using anthropic tags like , coauthored using claude trailers in the commit 😶🌫️.\ni also use claude code, but i'm pretty sure this model had done that commit which i said it to do so. \nnot sure which model is being but this is what i experienced today 🤷🏻♂️", "link": "https://www.reddit.com/r/opencode/comments/1wocn5s/space_bunny_thoughts/pc0ygg8/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "that is because the people do not know how to work with it \ndoing about 5b tokens a day with it now, it's not normal howmuch work i moved. i even made multiple patches with it (but patches where with opus and astra though) on opencode so i can actually leverage 20 subagents at the time without thoroughput throttling. cpu usage is so much lower now also when using opencode. though opencode seems to ignore many many pr's \n<strict_link>\n", "link": "https://www.reddit.com/r/codex/comments/1wjysnh/hope_yall_enjoyed_it/paumfb4/"}]}}, "work.computer_browser_use": {"praise": 11, "complaint": 7, "n": 18, "praiseShare": 61.1, "ci95": [38.6, 79.7], "regard": 0.505, "regardCi95": [0.487, 0.523], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "depending on what you want to do, open code gui can be quite useful occasionally.\ni've been debugging a server in cli with qwen 3.8 and when it came to testing the web frontend, i switched to gui and opened the same chat there, so it kept the context, but had access to an internal webbrowser it could capture through vision and interact with, while reading js logs.\nalthough i like tui (i mean... i'm a linux guy, i love that terminal), there are so", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcgrtgm/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "just dont bro, i wouldnt build this if you could just use playwright and have a smooth sail. try it out, or just read the readme if you dont wanna commit and see the difference yourself.\nits far better as an agent browser driver than playwright", "link": "https://www.reddit.com/r/opencode/comments/1wpr9sx/deepseek_v41_flash_using_a_browser_to_get_content/pbxxcx3/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "reloading the site should fix it, i also do rarely get blocked in reddit, a reload usually fixes it, if that dosent, tell me and i will fix the stealth problem of reddit too\nedit: i am working on a fix for those who encounter this problem, and even testing if i get blocked if do many task with reddit in the current version, my agent has done like 30+ task and it has not yet been blocked at all,\nso its probably your ip or something, i will add a s", "link": "https://www.reddit.com/r/opencode/comments/1wpr9sx/deepseek_v41_flash_using_a_browser_to_get_content/pby045b/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "please @thdxr help fix @opencode so we can use the <strict_link> drivers for computer use without these errors every time. \ncomputer use is a critical feature these days and this issue is holding opencode back.\n<strict_link>\n<strict_link> <strict_link>", "link": "https://twitter.com/20052949/status/2103796383450825001"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah i got blocked from reddit after opening like 6 pages lol\n", "link": "https://www.reddit.com/r/opencode/comments/1wpr9sx/deepseek_v41_flash_using_a_browser_to_get_content/pbxy14s/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "yeah i tried opencode as well, then there was the whole debacle with axing of cheap models and 15$ usage stuff, can't be asked to deal with that, codex just works\nonly issue is computer use doesn't work on linux yet ", "link": "https://www.reddit.com/r/codex/comments/1wnh014/absolutely_no_fking_way_the_pricing_is_wowww/pbgsbqr/"}]}}, "work.safety_refusals": {"praise": 4, "complaint": 16, "n": 20, "praiseShare": 20.0, "ci95": [8.1, 41.6], "regard": 0.52, "regardCi95": [0.485, 0.558], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "less refusals / less giving padded info when asking political/controversial questions", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pccxbgl/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "yup as mentioned in the very first sentence of the post, we built this fork for **bug bounty hunting, reverse engineering, and low-level security work**.\nsetting the system context to an authorized testbed environment + stripping the vendor model id (`# your model: claude-... / gpt-...`) stops frontier models from triggering false-positive safety lectures every time you ask them to analyze a crash dump, reverse a stripped pe/elf binary, or write ", "link": "https://www.reddit.com/r/opencode/comments/1wpe80m/inside_opencode_v2s_source_code_how_it_sabotages/pbye86l/"}, {"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "praise", "text": "$10 @opencode's go subscription always comes in handy for security research when claude and codex hit their cyber guardrails.", "link": "https://twitter.com/1709504204606476288/status/2102814882932654453"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i have tried a lot of different things and ended up with deepseek v4.1 flash max as the coordinator and chat partner, muse spark 1.3 contributor max as the worker and opus 5.5 medium (via claude pro subscription) for more complex planning. seems ok so far.\ni used to like luna (max) and sol, but with the gpt 6 versions i can't get them to work properly. even on 5.6 versions i often struggled, because the models seem very scared of doing stuffy eve", "link": "https://www.reddit.com/r/opencode/comments/1wqj8p0/currently_which_is_the_best_model_on_opencode_for/pcbsvc7/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@remimtl @opencode i hope the regrettable censorship in china can be removed.", "link": "https://twitter.com/1949657925062164480/status/2103656217843536199"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode worthless crap. llm refused to generate real profits for users in anycase. dumb not-for-profit limitations.", "link": "https://twitter.com/2085876969921720320/status/2103339583295676821"}]}}, "work.permission_prompts": {"praise": 7, "complaint": 25, "n": 32, "praiseShare": 21.9, "ci95": [11.0, 38.8], "regard": 0.495, "regardCi95": [0.47, 0.525], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@trq212 i just use it to make sure the agent won't change files. i'm an @opencode user", "link": "https://twitter.com/798021536/status/2102826737663189421"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "praise", "text": "i found that opencode with strict permissions work the best.", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1wnwmia/chatgpt_sol_6_used_local_qwen_for_heavy_lifting/pbmxes9/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i use it daily and it doesn't seem stupid to me, it always asks me for permission if it needs to do something destructive. obviously, permissions and instructions need to be configured, otherwise it's like rolling a die.", "link": "https://www.reddit.com/r/opencode/comments/1wjjqvr/muse_13_free_formatted_my_drive/paj9wkv/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@superalesha @opencode @openrouter it is very effective but i’ve realized one problem. its very hard to convince it that the reason for a certain problem is certain something. it likes to do its own analysis even tho if you said the opposite and doesn’t really ask for permission to do what it thinks is right.", "link": "https://twitter.com/2027776550402408448/status/2104178728922447941"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode beware. that shitty model is asking me to access my ssh file constantly, when it is not necessary to achieve the task.", "link": "https://twitter.com/1550629490279284736/status/2104224895609741468"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i'm on windows 11 , last version, terminal client. \ni'm aware that big pickle explicitly asks for any permission for what it needs.\nit was nice and clean. \n then i read that it's a good idea to change models between planning and building, \nand read that nemotron was actually quite good,so i tried with that model too.\n the first thing it did after i started the conversation prompting for planning a python plug-in, was to take access to c:\\\\ and ta", "link": "https://www.reddit.com/r/opencode/comments/1wl4t5x/is_it_normal_that_a_given_model_takes_access_to/"}]}}, "work.plan_mode": {"praise": 13, "complaint": 20, "n": 33, "praiseShare": 39.4, "ci95": [24.7, 56.3], "regard": 0.488, "regardCi95": [0.466, 0.511], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "muse spark 1.3 is very good at overall planning, and i really like it for tasks that aren't about technical code. stuff like generating guides and tutorials, analyzing images, creating images with muse image (you can use the web interface for free), any tasks about writing, etc. it might be ok with code now too, but previous versions left stuff out so i haven't trusted 1.3 enough to try.\ngiven the heavy discount on the contributor model - and thu", "link": "https://www.reddit.com/r/opencode/comments/1wotzho/opencode_desktop_v2_uses_gpt6_luna_to_name_the/pbrm2gg/"}, {"date": "2026-09-24", "source": "X", "community": "@opencode", "polarity": "praise", "text": "actually impressed how @opencode in plan mode never writes, ever. i was expecting it to at least do it sometimes and go \"ooops you trusted me not to write anything yet but i did anyway!\"", "link": "https://twitter.com/2872535697/status/2103176995043450945"}, {"date": "2026-09-24", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@timteafan @opencode i like plan mode, it gives me time to think about what needs to be done", "link": "https://twitter.com/2872535697/status/2103197086703640761"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "its only better when changing codes/implementation. planning is bad.", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pc3bv1h/"}, {"date": "2026-09-24", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@brodriguesco @opencode i think most of us do make plans, just not in plan mode. the first stupid thing is that i only have the choice to say \"implement\" or \"tell the model what it should do instead\". usually i don’t need the model that did the plan to implement it.", "link": "https://twitter.com/188839854/status/2103197529513066535"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "just tested mimo v2.6 flash on opencode zen, it got in a dead loop, then went into plan mode without asking for it to go to it. i didnt have this in my work with deepseek v4.1 flash.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmozts/mimov26pro_debuts_as_the_top_open_weights_model/pbby8kc/"}]}}, "work.response_verbosity": {"praise": 8, "complaint": 25, "n": 33, "praiseShare": 24.2, "ci95": [12.8, 41.0], "regard": 0.503, "regardCi95": [0.476, 0.532], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i used it today for the first time for coding a vite/supabase app and it has been fantastic. granted i have not used openai or anthropic for a long while and mostly but do use gemini 3.8 pro and flash. i'd pick space bunny over it. \nwhat i like about is a mostly matter of fact default communication style with clear conclusions and next steps.", "link": "https://www.reddit.com/r/opencode/comments/1wp1y9t/i_fingerprinted_space_bunny_alpha_for_us_vs_cn/pc2no11/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "switched to some free opencode ones for curiosity yesterday and gone is all the bullshit chit chat and i'm getting must more logical sensibly structured product and it is following my guardrail from the get go. really surprised", "link": "https://www.reddit.com/r/codex/comments/1wetm28/we_switched_from_claude_code_to_codex_at_work/p9jjoxl/"}, {"date": "2026-09-09", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@0xlars_ @opencode the silence is a feature, i hate models that talk too much", "link": "https://twitter.com/1823746967543144449/status/2097520413714821502"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yea it's choppy style is horrible, you have to tell it to stop replying with status lines.", "link": "https://www.reddit.com/r/opencode/comments/1won61w/real_life_performance_of_muse_spark_13/pc9x8c4/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "nobody said v2's cache management or dynamic tool injection is bad — that's literally why we forked **v2.0.16** instead of staying on v1, and we kept 100% of the v2 runtime, caching, and tool engine intact.\neverything listed in the post is verifiable directly in the v2.0.16 source tree:\n* `packages/core/src/plugin/identity.ts` (`# your model:` block injected on every request)\n* `packages/core/src/instruction-discovery.ts` (`instructions from: ${f", "link": "https://www.reddit.com/r/opencode/comments/1wpe80m/inside_opencode_v2s_source_code_how_it_sabotages/pbxg2o4/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i like it. i'm using it for re/vr tasks and it does a pretty solid job. i'm finding it functionally comparable to luna. maybe slightly underperforming it?\nhowever i don't really like its output. it's not wrong, but it reads a little technical/terse. it's weird to say an ai is not outputting enough, but its kind of techno-babbly in short sentences.", "link": "https://www.reddit.com/r/opencode/comments/1won61w/real_life_performance_of_muse_spark_13/pbp73io/"}]}}, "work.sycophancy_pushback": {"praise": 1, "complaint": 7, "n": 8, "praiseShare": 12.5, "ci95": [2.2, 47.1], "regard": 0.496, "regardCi95": [0.483, 0.514], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-09", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "hey, wanted to share a [plugin](<strict_link>) for opencode (v1.8 branch, v2 didn't test yet). install: opencode plugin -g opencode-tandem\nit's basically a system-prompt patch plus a small set of simple skills. i've been developing and actually using these rules for 2-3 months now, on pi personally and claude code at work (where i'm forced to use it), and a week ago finally got tired of copy-pasting them between setups, so i packaged it as a plug", "link": "https://www.reddit.com/r/opencode/comments/1wbda9v/pairprogramming_rules_and_skills_for_opencode/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "hey, wanted to share a [plugin](<strict_link>) for opencode (v1.8 branch, v2 didn't test yet). install: `opencode plugin -g opencode-tandem`\nit's basically a system-prompt patch plus a small set of simple skills. i've been developing and actually using these rules for 2-3 months now, on pi personally and claude code at work (where i'm forced to use it), and a week ago finally got tired of copy-pasting them between setups, so i packaged it as a pl", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wb1sh8/pairprogramming_rules_and_skills_for_opencode/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "its not deepseek , but its pretty good though i notice space bunny goes above and beyond compared to deepseek that just does what i told it.\nnot saying this is good or bad just something you need to manage , also it pushes back sometimes stupidly.", "link": "https://www.reddit.com/r/opencode/comments/1wqi4a8/my_honest_opinion_about_spacebunny/pc5erww/"}, {"date": "2026-09-17", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode i asked it and convinced it that it's training on data and is owned by apple.\ni guess i can be really persuasive.", "link": "https://twitter.com/957847169146368000/status/2100594510908764357"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "pasting my crashout from another reddit post:\nrant muse spark is annoying.\ni have been using muse spark 1.2 and 1.3 a lot, and i hate how it talks. so much jargon and it's so hard to read and understand what it actually did or what it's trying to tell me. it literally sounds like someone trying to sound impressive and smart. \nanother behavior i hate about it is that it just loves to add extra shit i didn't ask for like extra \"features\", fallbacks", "link": "https://www.reddit.com/r/opencode/comments/1wh9l72/i_lost_faith_in_artificial_analysis_muse_spark_13/pa18vfg/"}]}}, "verify.false_completion": {"praise": 2, "complaint": 16, "n": 18, "praiseShare": 11.1, "ci95": [3.1, 32.8], "regard": 0.52, "regardCi95": [0.476, 0.573], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it's very slow and has issues with tool calling, especially when you get to around 75% context. it also seems to get stuck in reasoning loops as i've had a few subagents timeout when they've hit their 100 turn limit without doing anything.\nwith that being said, it is very good at instruction following and doesn't seem to cheat and pretend it's done work when it hasn't. it is good at handing back when it's supposed to rather than making a weird de", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wizdhr/has_anyone_tried_union_alpha_properly/paf7c11/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "this is a codex problem, not an astra problem. i havent gotten it yet on opencode or claude, but i wouldnt be surprised if it happens too. often i get a terra output saying \"the work is almost done\". ", "link": "https://www.reddit.com/r/codex/comments/1w8bp5t/astra_stopped_implementation_job_midway_for_some/p81ox5d/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it built the knob + progress feature but **only half of it was ever deployed**: the html takes effect on request (live instantly), but the backend needs a server restart which it never did. half of a two-half deployment is worse than none: it looks shipped but does nothing. it also never logged the gap anywhere.\n", "link": "https://www.reddit.com/r/opencode/comments/1wrj3b5/this_is_big_pickle_in_action_at_the_moment/"}, {"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "so far, i'm not impressed, i asked it to try and reproduce the issue, it said it can't and gave me lame excuses why the reporter of the issue experienced it. \ni tried and reproduced it easily. i confronted it, and it gave me this answer... bottom line: if it understood the codebase properly, it would have been able to come up with proper tests", "link": "https://twitter.com/1830607756937588736/status/2102772191129432276"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "i'm extremely disappointed. grok 4.6 was excellent and 4.7 feels like it's taken a large step sideways and maybe backwards.\nit's hallucinating and i asked it to do a simple \"update docs\" task, instead it rambled on about what the docs would look like after updating but never did update the docs.\njust bad.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmlfm6/introducing_grok_47_safety_cybersecurity/pbcgi5a/"}]}}, "verify.self_testing": {"praise": 7, "complaint": 6, "n": 13, "praiseShare": 53.8, "ci95": [29.1, 76.8], "regard": 0.496, "regardCi95": [0.48, 0.512], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode self-testing before delivery makes the workflow much more reliable.", "link": "https://twitter.com/1082992095361609728/status/2104230124396982531"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode testing the game before delivery adds real value.", "link": "https://twitter.com/1552600100869853184/status/2104230697162694902"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@iam_chonchol @opencode the ability to iterate after testing is what stands out.", "link": "https://twitter.com/2010625521676419072/status/2104232078997086567"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not my experience with it. gpt 6 is extremely bad at following instructions and wastes absurd amounts of time testing", "link": "https://www.reddit.com/r/opencode/comments/1wq8vp9/best_free_model_after_deepseek_leave/pcbkxpg/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "was simple to add to reasonix.\ni have it scanning projects for bugs, logic errors, or any other potential issues after running my full test suite. so we'll see what it comes up with. i know of at least 2 critical bugs which i've not yet fixed, so i'll be interested to see if it can find them.\ngetting about 60 t/s. cache hit is under 10-15% which isn't very promising imo.\nwe'll see where these 100m tokens get me.\nedit: we've consumed 104,539 token", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wh59nh/100m_atria_dawn_preview_api_tokens_for_free_very/pa41lic/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "ran a new feature dev task with luna max on codex the other day and it took a full 4.5 hours. yesterday was even worse — glm-5.3 flash on opencode ran for over 7 hours on a single task.\nfrom what i’ve noticed, the agent actually writes the code for each issue pretty fast. the real time sink is code review and bug fixing. on my most recent task, the agent spent something like 10x the coding time just running tests and debugging over and over — wen", "link": "https://www.reddit.com/r/opencode/comments/1wd7aka/anyone_else_spending_10x_more_time_on_reviewdebug/"}]}}, "verify.agent_code_review": {"praise": 13, "complaint": 3, "n": 16, "praiseShare": 81.2, "ci95": [57.0, 93.4], "regard": 0.507, "regardCi95": [0.486, 0.526], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i am using it to review ds 4.1 flash code and the results are quite good as a reviewer. ", "link": "https://www.reddit.com/r/opencode/comments/1wn191t/mimo_26_flash_is_a_beast_and_seems_to_use_very/pbbmn1v/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i definitely agree with you. i’m having the total opposite experience with 1.3 contributor. i think it’s amazing. though i depend totally on my project/global level skills, pre-commit hooks, github actions and my automated reviewer ", "link": "https://www.reddit.com/r/opencode/comments/1wh9l72/i_lost_faith_in_artificial_analysis_muse_spark_13/pazd22d/"}, {"date": "2026-09-20", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@aapakari got amazing code review from spark under @opencode", "link": "https://twitter.com/260941463/status/2101816702992335157"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@btsouth @commandcodeai @ollama @opencode it's my default too, but at some point, you need at least sol to review the work", "link": "https://twitter.com/801763720544317440/status/2100776067216662698"}, {"date": "2026-09-14", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "using @opencode for the day in my app to make the integration smooth and i really wish it had codex's auto review sandbox mode, if not as an implementation at least as a contract so i could wire the app to it and provide the implementation through a plugin", "link": "https://twitter.com/1931997694286770176/status/2099408425448780037"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "do you have any skills that miss fire? it was the case for me. i had some code review, change review, and other review skills that were constantly miss-firing, turning every simple coding task into a review ceremony", "link": "https://www.reddit.com/r/opencode/comments/1wd7aka/anyone_else_spending_10x_more_time_on_reviewdebug/p93tdpe/"}]}}, "verify.change_review_ui": {"praise": 7, "complaint": 5, "n": 12, "praiseShare": 58.3, "ci95": [32.0, 80.7], "regard": 0.509, "regardCi95": [0.494, 0.526], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@thewritingdev @opencode opencode has a gui app too\nbut hermes is just a general agent, it doesn't have any concept of open pr, diff file view, etc. it's jsut not the right tool for the job. it has other bot related features.", "link": "https://twitter.com/412133001/status/2104160113313398978"}, {"date": "2026-09-24", "source": "X", "community": "@opencode", "polarity": "praise", "text": "opencode 2.0 is out from @opencode, with a built-in shell and a diff view. good basics.\ncockpit is what i built for past the basics: four open-source instruments that make long-running, agent-driven work something you can watch and steer.\n<strict_link>", "link": "https://twitter.com/1939891306349637632/status/2102942966654407064"}, {"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode love you opencode ❤️ the best coding agent! pls do not change the ui of how change code will be shown. this is the easiest, fastest and most comfortable for developers to read them, for example claude code and codex now are terrible for devs to follow. i use opencode everyday", "link": "https://twitter.com/2085450705804972033/status/2102791527349039307"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "sometimes i find it hard to navigate between file diffs in @opencode when they’re large and stacked in one long scroll.\nexploring a persistent file list on the left bar, with one diff at a time on the right panel. thoughts? <strict_link>", "link": "https://twitter.com/1075661598960873473/status/2103912455118405672"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@badlogicgames i think this is something which is missing from all ai tools like @opencode desktop and @ampcode \ni want to review/read the code with lsp and code navigation. \nall of them just shows git diff only", "link": "https://twitter.com/1158785224299335680/status/2103409717959705080"}, {"date": "2026-09-25", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@nivekithans @badlogicgames @opencode @ampcode exactly, none of the agentic envs currently ship proper code exploration for some reason. i don't want to switch between 2 apps just to navigate code. \nthe only reasonable way currently is pi + herdr + nvim in all in one window \n<strict_link>", "link": "https://twitter.com/2076386152953565184/status/2103431958298562734"}]}}, "ui.display_settings": {"praise": 117, "complaint": 193, "n": 310, "praiseShare": 37.7, "ci95": [32.5, 43.3], "regard": 0.523, "regardCi95": [0.488, 0.556], "salience": 4.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "you can ask opencode in the chat window, the model shouldf be able to toggle the setting for you , you dont need to do it mannually or look for it, \njust prompt your model , the new opencode is able to adjust its settings in chat, i has a skill for its own", "link": "https://www.reddit.com/r/opencode/comments/1v2103e/how_do_i_switch_between_plan_and_build_in_the_new/pcbgt4k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "it's opencode but a nice gui ontop of it. \nvery very nice tho", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfehaa/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "opencode tui is more than enough. i don't see any point of switching to openchamber.", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfv1ns/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "there is no \"show agent\" option settings", "link": "https://www.reddit.com/r/opencode/comments/1wlanca/opencode_20_how_do_i_switch_between_plan_and/pcbe06q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "could not find a toggle to enable this.", "link": "https://www.reddit.com/r/opencode/comments/1wljmvt/this_go_model_requires_global_regions_select/pcbp58g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "already using tailscalle and i sont like to use opencode from a web ui", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrh1pw/what_the_best_opencode_app_for_android/pccn78w/"}]}}, "ui.session_history": {"praise": 17, "complaint": 44, "n": 61, "praiseShare": 27.9, "ci95": [18.2, 40.2], "regard": 0.497, "regardCi95": [0.466, 0.526], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "tbh, i feel filesystem storage for sessions is still goated.", "link": "https://www.reddit.com/r/opencode/comments/1wnzrre/opencode_v2_issues/pbol3cq/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i am using opencode for windows. after re-installing everything was there again. i can use all free models again and all my projects, even all the sessions have been restored.", "link": "https://www.reddit.com/r/opencode/comments/1wjg9wh/what_went_wrong_with_open_code/pbiclvk/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "asked the ai about this via a separate session, cited the response as reasoning gibberish. went back to the session, rolled back the relevant prompts, and now it's working properly. :/", "link": "https://www.reddit.com/r/opencode/comments/1wl65tr/bizarre_opencode_response/pawdwt1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "the interface is cool, while it seems still not that easy to start new worktrees (need to use command line each time?). i've been using worktrees with opencode and built [vicoa.ai](<strict_link>) for this workflow. it has native support for worktrees and you can control them also from your phone. open source at [<strict_link> ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1qzdyu6/git_worktree_tmux_cleanest_way_to_run_multiple/pcc7fo4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "a 100% agree on this post.\nabsolute easiest and best option now:\n<strict_link>\nuntil opencode actually implement their own searchfunction directly in the app.\n- this runs alongside your opencode, won't touch any of the .db files (strictly read only)\n- exact word phrases either from your messages and/or agents.\n- near instant search. i use it all the time when i need to find something in 100s of opencode sessions. my opencode is 3gb as of now....", "link": "https://www.reddit.com/r/opencode/comments/1wrl0ba/opencode_desktop_desperately_needs_a_better_search/pcddwxl/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i need help to know how to reduce the size of my opencode database that i use for my projects and sessions. i have been deleting sessions for three days, about 200, and it hasn't gone down from 14gb; on the contrary, it increased by about 400mb. do you know how to reduce the size, as i need to free up space?", "link": "https://www.reddit.com/r/opencode/comments/1wrbwg8/la_base_de_datos_de_opencode_paso_a_14gb_como_la/"}]}}, "ui.interrupt_steer": {"praise": 5, "complaint": 5, "n": 10, "praiseShare": 50.0, "ci95": [23.7, 76.3], "regard": 0.504, "regardCi95": [0.489, 0.519], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "the separate backend means it's easy to connect to the same session from several clients. it's now possible to post a prompt and then cancel it before the model picks it up (seeing it becoming irrelevant from the cot) and the ui is much less laggy.", "link": "https://www.reddit.com/r/opencode/comments/1wppj69/is_opencode_v2_officially_in_a_stable_release/pbxmjma/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it lets you ask a quick question without interrupting the current session 🔥", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wjixz4/new_btw_command_is_coming_in_the_new_version_of/"}, {"date": "2026-09-18", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opseclo @kaushikgopal @opencode shipping a skill instead of a plugin is such a clean move\nthat steer vs queue detail is seriously useful", "link": "https://twitter.com/1675906158304038912/status/2100867321975775684"}], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yeah bro i also find several features missing :\n1. plan mode\n2. queue messages \nand many more", "link": "https://www.reddit.com/r/opencode/comments/1wlkq6c/windows_app_has_no_plan_mode/pazcvae/"}, {"date": "2026-09-20", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "when are we getting the option to force send the next message instead of it getting stuck? or edit the same one? i can help you implement it at the end of the day, it's about saving us time 😅😅 @opencode @thdxr", "link": "https://twitter.com/2089312053269864449/status/2101519232563286217"}, {"date": "2026-09-17", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opseclo @kaushikgopal @opencode that's the boundary i want too. let the foreground tool finish, then pause before the agent's own final answer so i can inspect and steer. queueing is not control. recovery only counts if i can see the time and spend to get back on track.", "link": "https://twitter.com/2074942490466033664/status/2100698112545247258"}]}}, "surfaces.remote_mobile": {"praise": 45, "complaint": 25, "n": 70, "praiseShare": 64.3, "ci95": [52.6, 74.5], "regard": 0.53, "regardCi95": [0.504, 0.557], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "love that idea, let me see if i can do that, would be amazing to just be coding while on a hike without my phone open at all", "link": "https://www.reddit.com/r/opencode/comments/1wr11fu/tui2web_makes_opencode_usable_from_the_web/pcbh46t/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "very good, if you host it on a server or leave your computer running you can use it with it’s webui or with the ios/android app without losing access to any features from opencode. it’s helped me immensely and i’d strongly recommend at least trying it. also frequent updates and not buggy on the whole , ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccaety/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i dropped opencode desktop for openchamber it’s such a huuuuge upgrade. especially with the mobile app and built in mobile access.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccbb64/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "#day 2: @opencode needs an official android companion app.\npair to my running official opencode cli/gui desktop via qr code in under 15 seconds, no tailscale, browser workarounds, ip addresses, or terminal commands.", "link": "https://twitter.com/2089150826224783360/status/2104262709131018424"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "it is impossible to access opencode web from mobile on lan, the login form goes into infinite refresh and you cannot fill out credentials.\npair doesn't work either, it asks for credentials.\nif you remove password from global variables it also asks for credentials.\nit is impossible to access because it enters an infinite login refresh loop and cannot be filled.\nany solution?", "link": "https://www.reddit.com/r/opencode/comments/1wqs2xo/opencode_web_infinite_refresh_loop_with_login_form/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "#day 1 asking @opencode for a proper official android companion app / remote-control experience.\ni’m 16 and use opencode 10± hours a day on my gaming laptop to build agentic automation workflows. currently building one trained on ±815 files, mostly using muse spark 1.3 xhigh.", "link": "https://twitter.com/2089150826224783360/status/2103971590178529590"}]}}, "surfaces.cloud_sessions": {"praise": 10, "complaint": 5, "n": 15, "praiseShare": 66.7, "ci95": [41.7, 84.8], "regard": 0.502, "regardCi95": [0.483, 0.52], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@mrrrozi @opencode 😂 i won’t deny the advantages of having a cloud subscription for now. i was optimizing a few bottlenecks in my custom setup with gpt6 astra, and i was able to earn an aprox 7% of t/s.", "link": "https://twitter.com/222797605/status/2104003005574254829"}, {"date": "2026-09-23", "source": "X", "community": "@opencode", "polarity": "praise", "text": "ok @opencode desktop app is pretty noice. ssh access, built in browser. i think this might replace my herdr setup <strict_link>", "link": "https://twitter.com/122375367/status/2102822365646278804"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i did it since 2.0.1, it’s worth it. it’s way faster, runs in a server so the frontend can be closed or picked up over ssh.\nthe background subagents are so amazing, i can continue planning and exploration while other subagents review code, implement features, or explore.\ni am utilizing the new cli rpc functionality (i can send requests to the running opencode server) with neovim and a custom plugin. i have custom tools that the agents call to cre", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wjlg8k/update_to_v2/paves4p/"}], "complaint": [{"date": "2026-09-19", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "„every session gets it‘s own linux vm“ \n—> sounds like a little bit too much to me, would not use that tbh. the memory footprint must be crazy.\nadd the github link to the description, otherwise i dont trust anything here tbh.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wjy8yj/we_made_opencode_deployable_like_a_serverless/parqn9y/"}, {"date": "2026-09-18", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "this is running the session on my mac and executing on the server. i wish there was an api in @opencode that would let me attach a new tab in the local opencode tui session to a remote server session, but couldn't find anything on that.\nanother approach is to just show the link in the session list to open them in the browser but all those approaches felt so clunky and not how i want to work with remote sessions.\ndear opencode team, if i am missin", "link": "https://twitter.com/777041155909451776/status/2100866633417797776"}, {"date": "2026-09-14", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@thdxr i would actually pay @opencode for a managed opencode dev environment where i could plug all my devices, especially mobile so i can work on personal projects from anywhere.\nhaven't found anything that does this.\nconsidering running a vm on oci (ewww)", "link": "https://twitter.com/366624801/status/2099386863098241389"}]}}, "rel.service_errors": {"praise": 36, "complaint": 358, "n": 394, "praiseShare": 9.1, "ci95": [6.7, 12.4], "regard": 0.541, "regardCi95": [0.485, 0.591], "salience": 5.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "yep all working for me so problem on your side", "link": "https://www.reddit.com/r/opencode/comments/1wqtysn/opencode_not_working/pc71qr6/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "yep. limits are generous, tok/s is fast and most of the time faster than the llm provider themselves, provides both us and and chinese models, rarely goes down.. the model selection alone is worth the sub", "link": "https://www.reddit.com/r/opencode/comments/1won5aj/they_are_ragebaiting_us/pbonsfv/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "opencode is still the most reliable subscription.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wo8oei/opencode_go_vs_lm_studio_bionic_vs_others_replace/pbn9whp/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "idk about quantization but i'm getting a whole lot more api errors personally", "link": "https://www.reddit.com/r/opencode/comments/1wr8w3t/cheepseek_phase_2_full_precision/pcc3yw0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "am getting upstream errors man, ohk now it's working", "link": "https://www.reddit.com/r/opencode/comments/1wrqt19/deepaeek_flash_down/pceub8y/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "just resend, i got occasional upstream 400 too", "link": "https://www.reddit.com/r/opencode/comments/1wrqt19/deepaeek_flash_down/pceuj41/"}]}}, "rel.response_speed": {"praise": 200, "complaint": 332, "n": 532, "praiseShare": 37.6, "ci95": [33.6, 41.8], "regard": 0.492, "regardCi95": [0.462, 0.519], "salience": 7.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "it's only getting faster..", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrddp1/minimax_is_actively_testing_m31flashpreview/pccp56a/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "yea, fast is the thing i love most tbh", "link": "https://www.reddit.com/r/opencode/comments/1wroplu/xiaomi_mimo_26_flash_vs_glm_53_flash/pcfapui/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i felt the speed performance definitely. the other issue i have with it is high rate of compactions in relation to codex. but definitely a step in the right direction.", "link": "https://www.reddit.com/r/opencode/comments/1wrj9e6/deepseekopencode_is_great/pcfx9ox/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "how's the speed? 5.3 flash on go is like a turtle. can't stand it.", "link": "https://www.reddit.com/r/opencode/comments/1wr8w3t/cheepseek_phase_2_full_precision/pcbnf96/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "not sure what you mean. opencode go hosts this model through official enterprise gateways, they serve the lossless base checkpoint bit-for-bit. what you are upset about is the difference in speed between deepseek api and opencode api. the likely cause for this is opencode's architecture (re-routing) and the context re-reading vs. deepseek's native kv caching.\nso no, you do not get quantized tokens. only how the tokens arrive to you differs. \n", "link": "https://www.reddit.com/r/opencode/comments/1wrg81n/go_subscription_is_slower_deepseek_flash_41/pccdoi8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "its getting slower too in my experience", "link": "https://www.reddit.com/r/opencode/comments/1wr8w3t/cheepseek_phase_2_full_precision/pce5q8s/"}]}}, "rel.client_failures": {"praise": 32, "complaint": 295, "n": 327, "praiseShare": 9.8, "ci95": [7.0, 13.5], "regard": 0.558, "regardCi95": [0.496, 0.611], "salience": 4.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i had been running them in parallel (different laptops, projects) and i’ve switched entirely to v2 now. in my experience, v2 has been more stable, and with far fewer annoyance level bugs, than v1 for at least a couple weeks now.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc6ub9p/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i am using opencode inside paseo. never had much of an issue. it wraps the cli.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpta1k/opencode_free_models_in_your_own_harness_again/pbyim7n/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i consistently use luna for coding tasks. \nin fact, i rarely use luna max these days. \nthe thinking level i use most often for luna is \"high.\" \nluna high is actually sufficient to handle the vast majority of modification requests. \nmax simply takes longer without necessarily yielding proportionally better results; \nin fact, excessive reasoning can sometimes lead to unnecessary extra work (such as \"smartly\" adding \"safety\" protocols you didn't ask", "link": "https://www.reddit.com/r/opencode/comments/1wm61m3/the_opencode_go_path_is_not_the_right_one_there/pbafplf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "forget vscode + extension, if you want real performance go for wu which is rust (a fork of zed without ai modules) and terminal running opencode in a panel, vscode and extensions give you an overhead of electron and hundreds of megabytes or more than 1 gigabyte of memory versus the 180 or 200 mb of memory that wu consumes [<strict_link>\n<strict_link>", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcd1qha/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "for the past 6 months, i have 2 ways of running coding agents: either on host, or in docker for auto mode. after not being able to find a solution for a lightweight sandbox that is a middle ground between the two so i can run opencode on host in auto mode, i decided to just create one myself with \"bwrap\", the same sandbox solution used by claude code and flatpak. \nhere is my repo: <strict_link>\nnote that i could never get \"npm i -g bachsofttrick/", "link": "https://www.reddit.com/r/opencode/comments/1wrp6xx/i_created_a_sandbox_hook_for_opencode_with_bwrap/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i have gpt and opencode go, ppl went crazy today, opencode go is lagging entire day, probably ppl just migrated and testing? (gpt has some real server problems), ehh idea to go for claude again... i feel like we all were there before", "link": "https://www.reddit.com/r/codex/comments/1wrw0sg/is_this_proof_were_getting_a_powerful_new_model/pcgo1b1/"}]}}, "rel.update_breakage": {"praise": 26, "complaint": 84, "n": 110, "praiseShare": 23.6, "ci95": [16.7, 32.4], "regard": 0.552, "regardCi95": [0.505, 0.591], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "very good, if you host it on a server or leave your computer running you can use it with it’s webui or with the ios/android app without losing access to any features from opencode. it’s helped me immensely and i’d strongly recommend at least trying it. also frequent updates and not buggy on the whole , ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccaety/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i had been using a mix of v1 and v2 for a while, but about a week ago i finally switched entirely to v2.\nfor me at least, it is significantly less buggy. ui and other glitches that had been annoying me for months in v1 are now gone.\nonly major pain was adapting my sandboxing approach to account for its shared service, but the new internal architecture is worth it because it allows for more powerful plugin extensions.", "link": "https://www.reddit.com/r/opencode/comments/1wqgyi8/v1v2_bait_and_switch/pc6qs7x/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "as suggested by [razzmatazzcandid7794](<strict_link>) if you're using windows, just uninstall open code and reinstall it it will start workng as before. your context and projects will automatically be restored. i have tried and it worked for me.", "link": "https://www.reddit.com/r/opencode/comments/1wjg9wh/what_went_wrong_with_open_code/pbwe92w/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "yes, same experience here.\ni tried to migrate to v2 this friday but all my plugins failed. so, by now is a no-go for me as my workflow depends so much on these plugins.", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcag8ri/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "was looking for some comments on plugins: i switched to v2 and didn't notice that all the plugins failed, the harness i've built wasn't loading, throwing away tokens instead of saving them... \nonce i notice, took me one or two rounds of claude to adjust everything and now all is fine again.\njust dropping this to saving you from the bitter drink i had ;-)", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pcb1yj9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "no. opencode added a bug that changed how agent permissions are checked on free models. i had to allow \"*\", per agent, to make it work.\nedit: check github discussions", "link": "https://www.reddit.com/r/opencode/comments/1wkk2zm/free_tier_only_through_opencode/pccrnz4/"}]}}, "account.support": {"praise": 21, "complaint": 76, "n": 97, "praiseShare": 21.6, "ci95": [14.6, 30.8], "regard": 0.53, "regardCi95": [0.487, 0.571], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "is this supposed to be guerrilla marketing? never heard this and there has been multiple “questions” about this that gets answered in couple of minutes", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pccg8rb/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i am using it as an open code alternative since i wanted a better harness close to what i got when i still subscribed to codex. \ni tried about 3 different open code variants and i liked this the most and am still using it. seems that devs are also quite active as i regularly get new app updates. so far i can recommend at least trying it out. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrgmfe/whats_the_deal_with_openchamber/pcez2ay/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode @christophetd thanks for flagging this great catch by @christophetd and the datadog team, and props to the maintainers for pushing the fix quickly. updating to latest is definitely the move!", "link": "https://twitter.com/2008812694628175872/status/2103809542387847662"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "their email is <email_address>.\nnot that it’s helpful- been trying to reach them for the past couple days.", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pc9uuz1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i don't think they've responded to a single email i've sent them", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pcbo36j/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "they could have ai support, oh wait....", "link": "https://www.reddit.com/r/opencode/comments/1wr1sj5/why_isnt_there_any_customer_support_for_opencode/pce7yth/"}]}}, "account.billing_errors": {"praise": 0, "complaint": 74, "n": 74, "praiseShare": 0.0, "ci95": [0.0, 4.9], "regard": 0.42, "regardCi95": [0.404, 0.435], "salience": 1.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "ok, thens out they introduced a workspace feature, in the top left you can change your workspace and each one can have asub. for some reason my workspace changed and now i actaully have 2 subs on 2 workspaces in 1 account.", "link": "https://www.reddit.com/r/opencode/comments/1wn7cmv/open_code_go_subscripition_issues/pc3o3ll/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "yeah they seem to avoid the refund requests, file a charge back with your payment method. \nand i suggest anyone who wants to try this service to try a month first, and always use a service like [privacy.com](<strict_link>) if you are paying with credit card. i just went back and they tried to charge me twice too, once for a monthly and once for a yearly, even though i only ever signed up for a yearly, heh. glad i set the card as a one time charge", "link": "https://www.reddit.com/r/opencodeCLI/comments/1v8z47x/cheapestinferencecom/pc4x4dv/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "same problem, i made a payment with my email but when i log in to my account the payment is vanished, i'm trying to contact [<email_address>](mailto:<email_address>) but it doesn't respond", "link": "https://www.reddit.com/r/opencode/comments/1ujh04n/made_payment_for_opencode_go_but_still_not_working/pc66ima/"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 69, "n": 69, "praiseShare": 0.0, "ci95": [0.0, 5.3], "regard": 0.422, "regardCi95": [0.407, 0.438], "salience": 1.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "<strict_link>\ni'm from <street_address>. am i the only one who facing this kind of issue? it's still happening when i use other region vpn.", "link": "https://www.reddit.com/r/opencode/comments/1wrb24q/connection_issue_or_regional_restriction/"}, {"date": "2026-09-26", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@manavbhatiax @theo i never tried it tbh so maybe ill give it a shot , i thought it was something like @opencode which claude was banning people for", "link": "https://twitter.com/1954871061750927360/status/2103903547507241225"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "dont think i should be blocked. my purpose was to share my project which solved a real problem i was having", "link": "https://www.reddit.com/r/opencode/comments/1wq88es/forked/pc2jemm/"}]}}, "account.data_privacy": {"praise": 44, "complaint": 170, "n": 214, "praiseShare": 20.6, "ci95": [15.7, 26.5], "regard": 0.48, "regardCi95": [0.447, 0.512], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode free + 1m context + zdr is the rare combo. most free tiers quietly train on prompts. two weeks is enough to see if it holds up on real agent loops or just chat demos", "link": "https://twitter.com/1094558677292351488/status/2104031597620248743"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode 1m context, multimodal, zero data retention, and free for two weeks. the ai labs are running better promo deals than my streaming services right now. spoiling us rotten", "link": "https://twitter.com/2093675924525084672/status/2104065229042675846"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "praise", "text": "@opencode zero data retention is really attractive, just in time to take advantage of the free two weeks to test the capability of this 1m context.", "link": "https://twitter.com/45582017/status/2104187398825660861"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "you're in for a rude awakening. i noticed there are a lot of inconsistencies with opencode and honestly i hate them for it. they are not honest. especially with regards to your data. what they mentioned initially was zdr its not really zdr if you have been paying attention. i stopped using opencode the moment i noticed they're just manipulative and shady af. its way better for you to access models directly through the provider themselves than thr", "link": "https://www.reddit.com/r/opencode/comments/1wqox6a/cheepseek_has_its_price_cache_hit_ratio/pcb29kt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "ds 4.1 fast, but love leaking credentials like it was trained to do. \nglm 5.3 flash = street smart", "link": "https://www.reddit.com/r/opencode/comments/1wroplu/xiaomi_mimo_26_flash_vs_glm_53_flash/pcexw9y/"}, {"date": "2026-09-27", "source": "X", "community": "@opencode", "polarity": "complaint", "text": "@opencode zero data retention according to who? anyone auditing that, or just trusting the landing page?", "link": "https://twitter.com/1987269990316400640/status/2104124040294109278"}]}}}, "requests": {"authorWeeks": 1385, "themes": [{"theme": "Free access to specific or new models", "criterion": "billing.free_tier", "authorWeeks": 32, "posts": 33, "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "that was fast. i paid for the $10/month @opencode go sub &amp; tried qwen 3.8 max, burnt up my 5 hr limit &amp; 40% of weekly usage in just 30 min. i guess it's going to just be ds flash from now on, unless we get a really awesome free model for a week on opencode zen <strict_link>", "link": "https://twitter.com/43463961/status/2103607209263296673"}, {"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@abu_khadeejah11 @opencode @grok @grok can i get deepseek v4.1 flash in the free version", "link": "https://twitter.com/2066096300496683008/status/2103538792636506464"}, {"agent": "opencode", "date": "2026-09-21", "source": "X", "community": "@opencode", "text": "@artificialanlys @xiaomi @opencode any chance to add it to the free ?", "link": "https://twitter.com/2058981690714791937/status/2102136883484516730"}]}, {"theme": "Make temporary usage bonuses permanent", "criterion": "limits.allowance_change", "authorWeeks": 21, "posts": 24, "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode 4.1 flash is my fav model. smart &amp; i don't have to think about my limits at all.\nluna 6 is a dumbass in comparison, and i'd rather just spend more time with deepseek iterating than blow my limit on sol or astra.\nplease keep the 4x going. bless ya'll 🍻", "link": "https://twitter.com/2184495505/status/2103137089890177279"}, {"agent": "opencode", "date": "2026-09-20", "source": "X", "community": "@opencode", "text": "please @opencode dont end the deepseek v4.1 flash's 4x usage 🥹", "link": "https://twitter.com/1519659986267230209/status/2101706833299906757"}, {"agent": "opencode", "date": "2026-09-19", "source": "X", "community": "@opencode", "text": "@sankitdev @opencode @thdxr please make deepseek extra useage permanent 🙏\nyou'll have a permanent subscriber of opencode go", "link": "https://twitter.com/740077527578746881/status/2101351781855056176"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 21, "posts": 21, "examples": [{"agent": "opencode", "date": "2026-09-19", "source": "X", "community": "@opencode", "text": "so will we see operation cheepseek for ds v4.1 flash in @opencode go? 👀", "link": "https://twitter.com/1694972611154042880/status/2101279168336207893"}, {"agent": "opencode", "date": "2026-09-17", "source": "X", "community": "@opencode", "text": "@opencode when will zen start supporting deepseek v4.1 flash?", "link": "https://twitter.com/1668462243888132098/status/2100533363031658784"}, {"agent": "opencode", "date": "2026-09-14", "source": "X", "community": "@opencode", "text": "anyone know if @opencode plans on bringing deepseek v4.1 flash to zen?", "link": "https://twitter.com/2096095847528239104/status/2099467002867753125"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 21, "posts": 21, "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "text": "you can have dozens of even hundreds of agents running in parallel to work on just one single project. a typical quota is insufficient for that kind of workflow.", "link": "https://www.reddit.com/r/opencode/comments/1wozjjf/with_deepseek_v41_flash_it_feels_impossible_to/pbsse8g/"}, {"agent": "opencode", "date": "2026-09-19", "source": "Reddit", "community": "r/opencode", "text": "monthly quotas are...not a scam, but a massively limiting quota. weekly and (5 hour) i guess are something. what monthly means in practice is unless you only use the cheapest models, your monthly quota is going to be up after a week.", "link": "https://www.reddit.com/r/opencode/comments/1wjzbyz/ds_v41_flash_discount_will_go_tomorrow_which/papo20c/"}, {"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "@ibuildthecloud @opencode easy to blow through limits. but a good way to try other models!", "link": "https://twitter.com/15955121/status/2100373488582181166"}]}, {"theme": "Max reasoning effort level option", "criterion": "models.effort_control", "authorWeeks": 16, "posts": 18, "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencodeCLI", "text": "the max reasoning level for muse spark 1.3 in the standard opencode zen package got removed recently.\ni am not able anymore to select max as reasoning level for muse spark 1.3. it was there before and i used it but now it does not exist anymore in opencode.\nwithout the max reasoning its not that good for low level engineering computer programming and tasks in the programming languages c, c++, assembly, verilog.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wopbtv/what_muse_spark_14_contributor_is_already_here/pbpmdr6/"}, {"agent": "opencode", "date": "2026-09-12", "source": "X", "community": "@opencode", "text": "hey @opencode \ncan you please include max reasoning for muse 1.3 in opencode go plan", "link": "https://twitter.com/1151345682/status/2098860832247730310"}, {"agent": "opencode", "date": "2026-09-09", "source": "X", "community": "@opencode", "text": "@opencode when are you guys making max reasoning available for muse spark 1.3?", "link": "https://twitter.com/1120338331676676096/status/2097826368381678037"}]}, {"theme": "Allow subscription use in third-party harnesses", "criterion": "billing.subscription_portability", "authorWeeks": 16, "posts": 16, "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "yea i love it, wish they added support for other harnesses tbh", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfpqnx/"}, {"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "google needs to remove the restriction of using google ai subscription only inside agy otherwise you get banned. gemini 3.8 is good but agy is kinda shitty would be cool to use the model in something like opencode", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcd2rek/"}, {"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "@ammaar @petergyang @antigravity @_mohansolo you guys mind letting us use your models in other harnesses like @opencode? \nreally wanted to try 3.8 flash their but there was no easy way to connect it", "link": "https://twitter.com/1199733882351828992/status/2104063066275254461"}]}, {"theme": "Higher-priced tier above current top plan", "criterion": "limits.plan_value", "authorWeeks": 15, "posts": 15, "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@kimmonismus @opencode for the love of god add max this time", "link": "https://twitter.com/1775308018722197504/status/2103501720072417334"}, {"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "text": "they’re probably just having a laugh. hoping opencode gives us a higher tier than the 40 usd though", "link": "https://www.reddit.com/r/opencode/comments/1won5aj/they_are_ragebaiting_us/pbom1xq/"}, {"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "@emanueledpt @opencode we need larger plans or this doesn’t matter.", "link": "https://twitter.com/2036968884587180032/status/2102741936750886925"}]}, {"theme": "Option to restore previous UI design", "criterion": "ui.display_settings", "authorWeeks": 14, "posts": 15, "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode i miss the old opencode page, it was very intuitive, now i get lost.", "link": "https://twitter.com/1896061820299014144/status/2103652991492624633"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@w288958 @nginx99 @opencode is there a way to revert back to the old ui ? cause even things like copying your api key is no longer possible on this new thing", "link": "https://twitter.com/1322445907925835777/status/2102303687397806524"}, {"agent": "opencode", "date": "2026-09-19", "source": "X", "community": "@opencode", "text": "@opencode bring back old design goddam my whole workflow downed bc of new design", "link": "https://twitter.com/1631750080721027094/status/2101299852902613396"}]}, {"theme": "Cheaper low-cost plan tier", "criterion": "limits.plan_value", "authorWeeks": 12, "posts": 12, "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "same. or even a $19 plan so that it can still be clearly cheaper than everyone else.", "link": "https://www.reddit.com/r/opencode/comments/1won5aj/they_are_ragebaiting_us/pc1mx4y/"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@opencode can we get them on the go for $60 credits if not $75. other places are adding it too since they cheaper <strict_link>", "link": "https://twitter.com/1293008918/status/2102507975307084148"}, {"agent": "opencode", "date": "2026-09-21", "source": "X", "community": "@opencode", "text": "@fellipesoares @opencode yeah, but it works if you use multiple accounts.\ni think a $20 plan would be fine too, but i doubt it would actually be a true 2x increase.", "link": "https://twitter.com/1142865860039774208/status/2102163019585200256"}]}, {"theme": "Stop spurious 429 rate limit errors", "criterion": "rel.service_errors", "authorWeeks": 11, "posts": 12, "examples": [{"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "command code does but only $20 and the connection is extremely flaky 429 errors all the time", "link": "https://www.reddit.com/r/opencode/comments/1wmhlzq/why_doesnt_opencode_go_offer_max_on_muse_13_given/"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "wth is this @opencode error from provider (console go): upstream request failed: [rate_limit_exceeded] rate limit exceeded. please retry after a brief wait.\ni only used 2% of my 5-hour limit but get rate limits??", "link": "https://twitter.com/1250026646058516481/status/2101001690119876845"}, {"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "@chyldm5d @opencode @openrouter rate limiting is becoming part of the union alpha lore. hard to judge the model when the endpoint keeps getting in the way.", "link": "https://twitter.com/1397536057315315717/status/2100327908250198126"}]}, {"theme": "Faster model response speed", "criterion": "rel.response_speed", "authorWeeks": 11, "posts": 11, "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@opencode thank you, but also improve the speed and performance. when i use deepseek's own api or from @commandcodeai it is much faster", "link": "https://twitter.com/1334983500/status/2103542649416282310"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "i have taken muse code subscription and im not able to create api keys so that i can use it with other harness. im only able to use it with muse code and the response are very slow it is taking a lot of time to get the work done.", "link": "https://www.reddit.com/r/opencode/comments/1vtocki/anyone_else_fine_muse_spark_12_to_be/pb55veu/"}, {"agent": "opencode", "date": "2026-09-18", "source": "Reddit", "community": "r/opencodeCLI", "text": "opencode go \"flash\", taking into account regular slow response problems 😂", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wjxewd/opencode_higher_tier_subscription_is_coming_soon/pamf2ks/"}]}, {"theme": "Availability in more countries and regions", "criterion": "account.bans_restrictions", "authorWeeks": 10, "posts": 10, "examples": [{"agent": "opencode", "date": "2026-09-07", "source": "X", "community": "@opencode", "text": "@aiatmeta @prakash_choks @opencode hi, unfortunately i can't try any of meta ai model because those are banned in my country, i request you to kindly allow us to get access, thanks", "link": "https://twitter.com/1778350659999576064/status/2096895251395010741"}, {"agent": "opencode", "date": "2026-09-04", "source": "Reddit", "community": "r/opencode", "text": "muse spark 1.2 and 1.3 are region locked... not working in pakistan", "link": "https://www.reddit.com/r/opencode/comments/1w5ziqj/meta_muse_spark_13_is_free_on_opencode_zen/p7qkm8v/"}, {"agent": "opencode", "date": "2026-09-03", "source": "X", "community": "@opencode", "text": "@opencode unfortunately muse spark is not available in my country pakistan. why? @opencode", "link": "https://twitter.com/2437331952/status/2095597783168565532"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 673, "negative": 865, "positiveShare": 43.8, "ci95": [41.3, 46.2]}, {"week": "2026-09-07", "positive": 700, "negative": 845, "positiveShare": 45.3, "ci95": [42.8, 47.8]}, {"week": "2026-09-14", "positive": 694, "negative": 1201, "positiveShare": 36.6, "ci95": [34.5, 38.8]}, {"week": "2026-09-21", "positive": 814, "negative": 931, "positiveShare": 46.6, "ci95": [44.3, 49.0]}]}, {"id": "cursor", "name": "Cursor", "maker": "Anysphere", "facts": {"version": "Composer 2.5 (agent model); Cursor 2.0 (multi-agent editor, git-worktree parallel agents)", "released": "Composer 2.5: 2026-05-18. Composer 2: 2026-03-18/19. Cursor 2.0: 2025-10", "price": "Free (Hobby); Pro ~$20/mo credit-pool; Business/Enterprise custom. Composer 2.5 API: $0.50/$2.50 per 1M tokens standard, $3.00/$15.00 Fast (default)", "model": "Composer 2.5 (proprietary) plus BYO access to Claude, GPT, Gemini", "surface": "IDE (VS Code fork)"}, "sources": [{"channel": "X", "selector": "@cursor_ai", "posts": 9703}, {"channel": "Reddit", "selector": "r/cursor", "posts": 8303}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 838}, {"channel": "Trustpilot", "selector": "Trustpilot", "posts": 29}, {"channel": "G2", "selector": "G2", "posts": 5}], "records": 18878, "judgingPosts": 9985, "authors": 8609, "authorWeeks": 10599, "reach": {"shareOfVoice": 8.74, "value": 0.708}, "regard": {"positiveAuthorWeeks": 2264, "negativeAuthorWeeks": 3733, "rawPositiveShare": 37.8, "rawCi95": [36.5, 39.0], "value": 0.504, "ci95": [0.491, 0.516]}, "score": {"value": 59.7, "ci95": [59.0, 60.5]}, "ranking": {"rank": 4, "rankRange": [4, 4]}, "criteria": {"paying": {"praise": 550, "complaint": 1529, "n": 2079, "praiseShare": 26.5, "ci95": [24.6, 28.4], "regard": 0.506, "regardCi95": [0.485, 0.527], "salience": 34.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yes, but some have cursor anyway so its still \"free bonus\", even if not much", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcc155q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "if you have the right setup, you can do almost all of your work in composer, which will last a long, long time. you can do this even for complicated tasks. i described it here:\n<strict_link>\n", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdc7mq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "hmmm cursors limited pretty generous...", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdewcc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "asked astra vibecode bridge, no issues and cursor it’s usable juice under sol-6.\n200$ gpt sub + cursor 20$ sub to unlock all features", "link": "https://www.reddit.com/r/cursor/comments/1wqq46y/anyone_managed_to_use_cursors_ui_with_their/pcdoqv4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yup its good. its my daily driver and i am a cursor hater but the price/performance of grok 4.7 is insane.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcefbna/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i have given up trying .i can not afford it", "link": "https://www.reddit.com/r/cursor/comments/1wjy8nh/is_there_any_way_to_make_cursor_grok_46_speak/pca4swh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "opus in cursor absolutely ate through my ultra in a few hours unfortunately.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcbaloh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "well no we don't. but if you did your job 2 years ago, why are you adding so much ai to it? i think about the project a lot before moving on to execution. i guess i dont have agents doing the thinking for me and going \"/goal... !!!\"\nbut i really want to know how people spend $500 on ai every month.", "link": "https://www.reddit.com/r/cursor/comments/1wr1ta7/i_feel_like_i_got_ripped_off/pcbbtdy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the rolling allowance is honestly the bigger deal here. if you're regularly maxing out your usage, going direct to claude means you hit the rate limit and stop, whereas cursor's flat billing just keeps charging. sounds like you're already at the point where you'd benefit from switching.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcbhtbw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "yes obviously. with cursor youre getting discounted api tokens; for example for every dollar you get either a dollar or a little bit more worth of claude tokens.\nwith claude code its about 20x more. for example with a $20 claude code plan you get anywhere between $500 and $1100 worth of claude tokens every month.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcbr7z1/"}]}}, "setup": {"praise": 166, "complaint": 265, "n": 431, "praiseShare": 38.5, "ci95": [34.0, 43.2], "regard": 0.498, "regardCi95": [0.467, 0.529], "salience": 7.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "so here's my issue with grok models\nup until 3.x\\~ they were training their own models on their own data. in house model, in house data.\nspacex sees what cursor is doing, which is basically using all the enterprise data flow and their retail use towards training their own in-house model and they want in on it too. here's the kicker, they all start with the same base, it's all kimi 2.5 under the hood. spacex agrees to \"buy\" cursor, provides biggest gpu cluster to scale up so they can harvest as much enterprise data as possible.\nwestern frontier models → alleged unauthorized chinese extraction → chinese open weights → *lawful* western post-training\nso when i hear about us labs complaining abou", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdbwh3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "move to the desktop app, i left ide a month ago and will never look back", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcfbz09/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "coding in windows is just joking with the filesystem . as cursor is based on vscode, at least udñse remote developement with wsl wich is highly integrated and 1 click install", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pcfz2m8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "you don't use cursor for the models. you use it for the integrated ide. i use opus 5.5 in cursor.", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgo4xg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "right?! i’ll never understand these posts. does claude have an ide i’m unaware of? does cursor not have claude’s models??", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgqiul/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i feel you. i went down this exact rabbit hole a few months ago — loved the tile view and the composer workflow, but the moment i hit a real refactor session the quota wall killed the flow. short answer: cursor doesn't let you bring your own key for their $20 plan, and the byok workaround people hack together is brittle (you lose the indexing, the diff view, the agent loops).\nwhat actually solved it for me was switching to an editor-agnostic tool that plugs into both jetbrains and vs code, lets me top up exactly what i use via stripe, and gives 2,000 test credits in the dashboard panel just for signing up — no card required. that way i keep the multi-chat tile ui, the plan/review workflow, a", "link": "https://www.reddit.com/r/cursor/comments/1wqq46y/anyone_managed_to_use_cursors_ui_with_their/pcd5l9b/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "cursor, where is the android version? 🤔\nwhy is it still not available?\niphone has it, and android users are still waiting...\n@cursor_ai 📱👀", "link": "https://twitter.com/2000581649906667521/status/2104076132454985863"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@sicaniansun @cursor_ai it's been so long and there's still no android version released.", "link": "https://twitter.com/2000581649906667521/status/2104152763622101005"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@larsencc grok is smart same with @bot but it can't make a call cuz @cursor_ai haven't added @agentlinehq plugin yet... @larsencc pls get it added..", "link": "https://twitter.com/2015793046496198656/status/2104294622784802999"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "your plan already pays for an always-on box. why buy another just to run the same harness?\ncloud agents boot a clone, not your laptop house. a lot of people hit the empty house and try to copy common configurations into every project, or reach for a spare always-on machine for \"parity.\" don't. you're already paying for the machine cursor spins; stuffing the harness into the repo (or buying a warm disk) still misses the point if boot doesn't install it the way the agent actually reads it.\ncursor's door: committed `.cursor/environment.json` \\+ pinned image. skills from `$home/.cursor/skills` worked first try. slash commands from `$home` did not — only from the repo's `.cursor/commands`. path p", "link": "https://www.reddit.com/r/cursor/comments/1wqkwtj/your_cursor_plan_already_spins_cloud_agents_why/"}]}}, "models": {"praise": 252, "complaint": 707, "n": 959, "praiseShare": 26.3, "ci95": [23.6, 29.2], "regard": 0.489, "regardCi95": [0.459, 0.517], "salience": 16.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "sonnet's also faster, we don't need opus/fable level intelligence for most tasks 🤷🏿♂️", "link": "https://www.reddit.com/r/cursor/comments/1wp6j44/is_this_supposed_to_be_good_news/pcbgqaz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "cursor is the complete package. powerful ide, multiple models. generous composer and grok. you have grok bot too and environment vm.", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdgc47/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "this actually feels reasonable! i also feel like we don't need too much intelligence for most of the task and grok is a goof starting point", "link": "https://www.reddit.com/r/cursor/comments/1wp6j44/is_this_supposed_to_be_good_news/pcej6hc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "4.6 seemed better in my experience. it was faster and seemed to take less shortcuts.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcfhkvq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "right?! i’ll never understand these posts. does claude have an ide i’m unaware of? does cursor not have claude’s models??", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgqiul/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i think in auto if it gets routed to an expensive model , it will cost you the full pricing of the model since they removed the lower/discounted pricing from it. previously auto only used composer or grok ", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcbz9uf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "actually my both ugage are over and my task is specific to grok 4.6 \ni just need that model...\n(other model in capable of doing that).\nor open source model.", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdcxno/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "on the other models / which settings ask, auto is what chewed through mine when it routed into an expensive model at full list price, so i pin grok 4.6 now and on a bad stretch other models still jumped maybe \\~40% in under an hour", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcdioo5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if it came out two years ago, it would be amazing. competing with modern models, it’s garbage.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdvs3p/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if you want the cursor models usage to last, stick with composer and grok. don't use fast mode and you'll last the whole month on a $60 plan.\nthey changed the auto to pick api models recently. maybe people jumped ship to other ides and they needed to up the api usage to keep the partnership going since cursor was acquired. who knows, either way it was the death of auto.\ni myself am looking to alternatives. i love the speed and ux of cursor but maybe i'll get better value using claude code. let's see.\nalso, i'll stick to grok 4.6. tried 4.7 and it is not as good. too much rambling. i've stopped using composer and went for 4.6 medium thinking for subagent instead. works great.", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pceihvh/"}]}}, "context": {"praise": 143, "complaint": 175, "n": 318, "praiseShare": 45.0, "ci95": [39.6, 50.5], "regard": 0.542, "regardCi95": [0.51, 0.576], "salience": 5.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i hear you. i often need to pause it if i'm in a flow state but for day to day stuff i really like it. it seems to get better the larger the code base and the more it can identify patterns. but that my also be my confirmation bias. \ni'm trying to use less agentic methods so i force myself to know what's going on an the autocomplete is a nice balance for me. ", "link": "https://www.reddit.com/r/cursor/comments/1wquwo9/autocomplete/pc9th3g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i find that it’s actually pretty good at understanding a codebase accurately. sometimes i feel like opus will take a shortcut or get sidetracked.\nhowever, once the understanding is there, opus is a better planner and executor.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdhko1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "composer does exactly what you ask it to do even if it takes a few prompts to finish\n \ngrok will do it all and add 10 things i didn't ask for\n \nso i tell it i didn't ask for those things and it says 'you're right i'm so sorry' then it adds 2 other things i didn't want or it will change something that breaks everything. so you ask it to fix it. oh, so sorry, here's 2 more things you didn't ask for.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdlxql/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "lol bro not p*** bro but i use for video creation... (heavy workflow like site workflows with screenshot joining and all) with skill .md even other models messes in image recognition...", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce7lag/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai @spacex @spacexai deep workspace indexing across full repos turns complex codebase refactoring into a simple single-prompt step.", "link": "https://twitter.com/2075291394189541376/status/2104183585280328053"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai should reconsider cx of follow up questions after execution of approved plan started. it hanged entire authonomy.", "link": "https://twitter.com/255140211/status/2104192810089943545"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/webdev", "polarity": "complaint", "text": "the en dash in pikspec is doing a lot of work there, your store url has %e2%80%93 sitting right in the middle of it so every link you ever paste looks like it went through a redirector. good luck with that one.\n \n[design.md](<strict_link>) is the part i'd actually use, though cursor ignores it unless i @ it in every single message.", "link": "https://www.reddit.com/r/webdev/comments/1wrriz4/made_a_chrome_extension_so_cursorclaude_stop/pcfb2p6/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "i'd want the memory part to actually work across different projects without me having to explain the same thing twice. my current setup with cursor is basically just me telling it the same architecture rules over and over every time i start a new chat\n \nthe background agents thing could be useful too but i think the real test is whether the swarm mode produces anything coherent or just burns through tokens giving you 12 different half baked ideas. seen too many tools that claim collaboration but really just parallelize the mess\n \nif the memory actually persists and the agents can reference decisions made last week without hallucinating that'd be the part worth paying for", "link": "https://www.reddit.com/r/AI_Agents/comments/1wrv4vw/im_building_ai_swarms_that_research_debate_and/pcg4p26/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "thank you. i feel the same. though i feel like it got worse at reading instruction mdc files but that could just be because the files get bigger and context harder to manage or smth", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc48jul/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "it feels like they tried to force an improvement by making grok 4.7 have much higher reasoning than 4.6. but in the end it's still the same mid model, and this model could never handle high context sessions", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc5l5mu/"}]}}, "work": {"praise": 674, "complaint": 578, "n": 1252, "praiseShare": 53.8, "ci95": [51.1, 56.6], "regard": 0.533, "regardCi95": [0.511, 0.554], "salience": 20.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "right there with you - not an elon fan, but have had grok 4.6 and now 4.7 as my everyday driver since composer 2.5. all entirely competent models. ", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdcwpu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yep 👍🏼. actually i used agent i needed that actually to run autonomous task till 2days constant...", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce76ru/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "did some autonomous tasks...(2days constant workout with 8-9 agents running)", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce8fh2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i hate to say it but grok 4.7 is the best for my work flow because i can do everything in grok 4.7 high fast mode. \nand the reason i hate to say it is because grok has been used for disgusting things and it bothers me that the richest person in the world can buy yet another company and make it their own, but i think what they've done with cursor has all been actually positive as opposed to what happened to twitter.\nnormally i'd do a frontier claude model, if i get stuck i switch to a frontier gpt or other model, then for easier smaller tasks i'd switch to auto or composer.\nnow, the most complicated and the most simple tasks all work well with grok 4.7 where frontier models from other brands ", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcf8g60/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "its literally how senior engineers at cursor developed grok bot. lauren tan, hardly a vibe coder, merges more than 2000 prs per month using this workflow", "link": "https://www.reddit.com/r/cursor/comments/1wrmig0/killer_combo_cursor_projects_pstack_huge/pcfwjra/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor agents are fast at *retrying*. the expensive part for us was retrying the **same** fail — bad path, wrong toolchain, flake that already had a known fix in another session.\nwe keep a small oss prior-art index (claimidx, apache-2.0) beside the agent: ask before grinding, apply + verify, then publish a compact claim. retrieved remedies are evidence for the model, not auto-executed patches.\nif you want the full loop (terminal step is share):\n```bash\npip install -u \"claimidx[server]>=0.7.13\"\nclaimidx init --agent <your-cursor-agent>\nclaimidx claim --yes --channel reddit --source path-b\n```\non ≥0.7.13, `claim --yes` auto-shares to the commons; `--local` keeps it private. mcp name `claimidx-", "link": "https://www.reddit.com/r/cursor/comments/1wqkwtj/your_cursor_plan_already_spins_cloud_agents_why/pc9t0l9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "one-shotting is the issue. unless it's something as basic as a chrome extension, i never one-shotting. ", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pcahmk0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor is crap compared to a pro plan on claude code.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcd0den/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i compare it to grok 4.6 and 4.7 is still aggressively bad.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcddocg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "composer does exactly what you ask it to do even if it takes a few prompts to finish\n \ngrok will do it all and add 10 things i didn't ask for\n \nso i tell it i didn't ask for those things and it says 'you're right i'm so sorry' then it adds 2 other things i didn't want or it will change something that breaks everything. so you ask it to fix it. oh, so sorry, here's 2 more things you didn't ask for.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdlxql/"}]}}, "checking": {"praise": 89, "complaint": 66, "n": 155, "praiseShare": 57.4, "ci95": [49.5, 64.9], "regard": 0.542, "regardCi95": [0.509, 0.573], "salience": 2.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai verifying the deploy, not just the diff, is such a smart way to close the loop. a monitoring plan written with the change is the step most teams skip. would love this for mobile releases too, where a regression lives until the next store review.", "link": "https://twitter.com/1667644418768375808/status/2104295956967821398"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i'd switch. if the ui is what's slowing you down, that costs you more than the quota ever will, and cursor's multi-chat and diff review are genuinely nicer. just don't cancel codex yet: run cursor on your real repo for a few heavy days and watch the usage meter. if you're burning it on tiny edits, that's the workflow leaking, not the plan.\n", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc4r5px/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "hello there. so regarding your question, from experience, i have been subscribed with cursor for around two years, a yearly subscription. the usage limit actually is the best you will ever get. i will share with you a photo from my usage, so you can see that if you use the composer 2.5, you get around 2 billion tokens from my current workload, which is as a full-time developer working on multiple projects. it's more than enough. even now i'm trying to push it, i could almost get to 600 million. okay, and just as a note, when we say 600 million, it's including the cache token, okay?\nthis is for the composer 2.5 model , and this 2 billion, it's on the $20 plan, and you can see from the photo, ", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pbywqpt/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "tl;dr: this is the killer combo that uses the projects feature: projects + pstack \nlong version: \n \n**1. establish a project coordinator agent by starting a project and connecting it to your git hub repo** (i don't use origin, but i'm sure it would work the same way) \n \n**2. install the pstack plug-in. it's open source and free.** pstack is a cursor plugin created by cursor engineer lauren tan (poteto on x) that turns ai coding agents into a structured engineering workflow with 23 workflow skills, 21 engineering principles, 22 task playbooks, and 2 specialized subagents.  this plug-in has captured her own workflow at cursor that enables her to merge 2000+ prs each month. when you install the", "link": "https://www.reddit.com/r/cursor/comments/1wq1b8e/how_to_use_cursor_project/pc12yi4/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "the coding agent has started to manage the results after the code goes live. cursor's rollouts will first read the diff when the pr is opened and write a monitoring plan by itself; after deployment, it will read logs, metrics, and traces to judge staging and production separately. the pressure of going live has been greatly reduced. \n@cursor_ai <strict_link>", "link": "https://twitter.com/397135351/status/2103473452258869370"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai the plan is the part that lies. ours greened on the deploy log while checkout 500'd. if the monitor doesn't hit the user path, it's just watching itself.", "link": "https://twitter.com/1835841692852682752/status/2104186619410719018"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cjbell_ @cursor_ai agent branch commits hidden till pr is frustrating, i've hit that markdown plan viewer shuffle too", "link": "https://twitter.com/184674873/status/2104338238085509151"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai self-verification on cursorbench is a model skill, not a permission. an agent that checks its own diffs can still ship the wrong change if the only reviewer is the same loop that wrote it.", "link": "https://twitter.com/1288646414394896389/status/2103764156361150570"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@gabrielelpidio @theo @viticci @t3dotcodes @cursor_ai @jullerino awesome. will send more if i spot any. sorry about the ci failing. will run those scripts next time.", "link": "https://twitter.com/2044329185611505664/status/2103956843005718686"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "failing test first catches a lot of the empty-list misses. what still gets me is the weak test that turns green for the wrong reason, then the agent implements to that bar.\nafter the patch lands i run a different-family read-only pass. reviewers only report, they don't edit, and i don't concede a finding unless it cites a path in the repo. same-family self-check keeps sharing the same blind spots. if a later round finds worse problems than the previous one, the patches are injecting bugs and i stop instead of looping.", "link": "https://www.reddit.com/r/cursor/comments/1wpp67c/i_make_the_agent_write_one_failing_test_before/pbx9bri/"}]}}, "interface": {"praise": 233, "complaint": 327, "n": 560, "praiseShare": 41.6, "ci95": [37.6, 45.7], "regard": 0.494, "regardCi95": [0.464, 0.526], "salience": 9.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@chatgpt codex cloud is such a shit show.\n@cursor_ai cloud agent is miles ahead. \nnot too sure about @claudeai though.", "link": "https://twitter.com/1215028704/status/2104076818563379504"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "this feels like a cheat code. recorded a skill via @claudeai desktop on my mac. created a new repo in @github to exercise the new skill. loaded the repo into @cursor_ai so i can answer some of the skill's questions on my phone while i wait for my son's soccer game.", "link": "https://twitter.com/10245302/status/2104273772199239694"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i haven’t found any ui that is as nice to use as cursor, but you can try zed. if you maximise the agent panel then the ui is good. you can then use claude code + opus 5.5 via acp in zed. for dictation you can either pay for wisprflow or use typewhisper for free", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc3n7mi/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i just subbed again so i can have my grok bot use cursor from my tesla. seriously, i can develop with ai while being driven to work by ai. it’s unbelievable.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc5584k/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "if you let any llm run long enough, your initial instructions will get pushed out of the context window. this means your main error was allowing a task to run for 20 hours. you need to chunk up your tasks more so they fit within that context window. llms also get dumber and more expensive the more filled up the context window gets. managing the context window is maybe the single most important skill to develop for agentic coding. \nalso, yes, it will wipe your disk if it needs more space and the directive not to is pushed out of the context window. i literally see posts about llms doing this maybe once a week. you should not be giving any harness unimpeded terminal access to a machine with an", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc6t5js/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "dear cursor team, \nplease add feedback to your agents - might be because i suck with coding, but if an agent doesn't respond and doesnt give me visual feedback that is terrible ux because i won't know that it doesn't do what i want it to do until it's already done it\n@cursor_ai", "link": "https://twitter.com/1848033478865993728/status/2104196348778266844"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "yes i know, all bigger ai labs have cloud work now, but they still revolve around session management that you have to steer like in codex. sdlc is lacking, nor any redaction, deduplication, filter or teams functionality you have to build the whole setup yourself.\ni've seen some like cursor cloud now starting to add teamwork but still many features are lacking for real production use yet.\nbest currently in the market is [factory.ai](<strict_link>) they have been around a while and i think most will do similar things very soon.\nbut i guess it is a market that is now going to be filled with different options for next level production use when you have to align with releases and testing framewor", "link": "https://www.reddit.com/r/vibecoding/comments/1wrm0ec/vibecoded_a_whole_software_factory_now_it_builds/pcec5hk/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai again feels like meh! \nfirst the laggy ide\nthen the messed up layouts\nnow the usage and models\n3rd time in history i cancelled my subscription in less than a week for cursor. they did make a comeback most of the time but now codex just feels miles ahead", "link": "https://twitter.com/1213841290825043969/status/2103697827318632623"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai haven't even tried claude since ~6m coz of how good codex is. it just works!\nfix the cloud ux in the app pls it use to be much better i built a whole sdk from my phone but ever since remote control the cloud is soo laggy on the iphone 15 you can't even type a prompt @chatgpt", "link": "https://twitter.com/1213841290825043969/status/2103698627592131001"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@nielsrogge @cursor_ai @mntruell @code i 100% agree! they have shipped a lot, but i was very surprised (in the last month of trying it properly) to find many ui or ux inconveniences, bugs, or flaws that wouldn't be acceptable elsewhere.", "link": "https://twitter.com/1833510092798627849/status/2103749380096577965"}]}}, "reliability": {"praise": 102, "complaint": 588, "n": 690, "praiseShare": 14.8, "ci95": [12.3, 17.6], "regard": 0.446, "regardCi95": [0.409, 0.48], "salience": 11.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "you are right about part of it \nbut wrong about fast being slower than normal .\nthat could never happen. \nfast will have priority on resources. \nnormal comes seconds .\nin rare cases normal could be same speed as fast .\nthe speed of normal varies up and down. best case its same as fast .\nbut fast almost always same speed for a certain window of time .", "link": "https://www.reddit.com/r/cursor/comments/1wp2ped/i_compared_cursor_composer_25_normal_vs_fast/pccmxhn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i’m running an m1 air w 16gb and it runs like a breeze. maybe it’s the actual workload you have it running?", "link": "https://www.reddit.com/r/cursor/comments/1wmj0pw/does_cursor_make_anyone_elses_computer_extremely/pcdw03l/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "sorry but this sounds like an operator problem. my system was running slow at one point so i prompted it to optimize my system. haven’t had a problem since, that was about 5 months ago.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pcf5mxo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "for my web development usage i find cursor's models like composer to be much faster for simple tasks. i also like the inbuilt browser and ide interface, despite how it seems like they are trying to make it an afterthought in the app. opus 5.5 is next level but i've only found myself reaching for that for tougher tasks. ", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgnlh4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i think you’re exactly right. grok 4.7 isn’t as “good” as opus 5.5 but on the other hand it’s a lot faster and doesn’t seem to overthink even simple instructions. i find it very useful for a large number of coding tasks.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pch445d/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "a few minutes/instant. switched to claude yesterday, fully operational on 3 very different projects.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc9w7tt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor hanging on taking longer than expected after the shell already finished is the same false busy lie as waiting for subagent. i kill that agent pane first and reopen the folder so the host actually resets. full app restart helps less than clearing the hung session. if the spinner comes back on the next prompt the host is sick not the model.", "link": "https://www.reddit.com/r/cursor/comments/1wquvoq/taking_longer_than_expected/pccfywa/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i don't feel similarly. much slower, way less accurate", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdnkab/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@grok @bot @cursor_ai been there, done that. nothing in the computer to approve. no tasks running. nothing. we're beyond all that. the bot can now message other bots but cant start a chat. can only reply.", "link": "https://twitter.com/1420831171282362374/status/2104346415216689525"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor is highly unoptimised. team needs to now work on optimisation too. it just keeps on filling ram and ssd on its own and then ooms or crashes.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc5yr3x/"}]}}, "account": {"praise": 52, "complaint": 472, "n": 524, "praiseShare": 9.9, "ci95": [7.6, 12.8], "regard": 0.436, "regardCi95": [0.391, 0.477], "salience": 8.7, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "\"random invoices\"... sure thing buddy, maybe you enabled on demand charging on your own. there is nothing random about cursor charging, but go to the greener grass by all means", "link": "https://www.reddit.com/r/cursor/comments/1wph9rt/downgrading_from_200_to_20/pbxpxqr/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@goldenberglior @github @cursor_ai my problem has been solved \ndid you contact support? if so, i sent them another message on the same ticket. i don't know why, but they replied to the second message within a minute.\n<strict_link>", "link": "https://twitter.com/1492254120530612230/status/2103519251910795649"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "using muse in cursor right now, they reached out to me and wanted to sell me more than i can afford thank you @cursor_ai team some day soon i hope to get there where i can pay that! :) appreciate the credits!!", "link": "https://twitter.com/1978977371584708608/status/2103179596174950500"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "canceled it and they gave me an extra $100 to \"finish my work\"\nsqueezing the last i can out of this", "link": "https://www.reddit.com/r/cursor/comments/1wno0lk/ngl_it_is_so_over_for_cursor/pbgypid/"}, {"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@marcdietschi @cursor_ai they are generous and gifted me 100 bucks 🥹", "link": "https://twitter.com/2087997528524406784/status/2102907813957718358"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "just dispute it with your bank. you’ll get nowhere with cursor support.", "link": "https://www.reddit.com/r/cursor/comments/1wrewe3/disappointed_with_cursor_support_handling_an/pccf8id/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i cancelled my cursor subscription months ago, and really realized how bad it was once i switched to cc. really frustrated to not have switched sooner. not to mention cursor censored my feedback on the support forum when i pointed out that there are too many bugs.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcd1lpo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i cancelled my cursor subscription in april and haven’t logged in since may. yesterday, my card was charged $200, and when i checked the account, i saw that cursor ultra had been activated. i did not activate it or approve the payment. when i first reported this, there was no usage showing. now i can see some usage appearing, but it is not mine. i don’t even have cursor installed on my computer now.", "link": "https://www.reddit.com/r/cursor/comments/1wrewe3/disappointed_with_cursor_support_handling_an/pcd6dlt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": ">i frequently use vpns and various auth methods to develop and test integrations with international services.\nthat'll do it. you've been flagged for fraud/abuse. \n \nthere is zero reason to route actual desktop traffic through vpns for development work.", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pcdvf9h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "paying customer using a vpn means fraud/abuse, because they are exploiting what exactly? the service they already paid for? lol. op, do a charge back. ever since epstein island wannabe visitor bough cursor it had been going downhill. ", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pcdwd9u/"}]}}, "limits.plan_value": {"praise": 427, "complaint": 574, "n": 1001, "praiseShare": 42.7, "ci95": [39.6, 45.7], "regard": 0.537, "regardCi95": [0.513, 0.562], "salience": 16.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "if you have the right setup, you can do almost all of your work in composer, which will last a long, long time. you can do this even for complicated tasks. i described it here:\n<strict_link>\n", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdc7mq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "hmmm cursors limited pretty generous...", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdewcc/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "asked astra vibecode bridge, no issues and cursor it’s usable juice under sol-6.\n200$ gpt sub + cursor 20$ sub to unlock all features", "link": "https://www.reddit.com/r/cursor/comments/1wqq46y/anyone_managed_to_use_cursors_ui_with_their/pcdoqv4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i have given up trying .i can not afford it", "link": "https://www.reddit.com/r/cursor/comments/1wjy8nh/is_there_any_way_to_make_cursor_grok_46_speak/pca4swh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "well no we don't. but if you did your job 2 years ago, why are you adding so much ai to it? i think about the project a lot before moving on to execution. i guess i dont have agents doing the thinking for me and going \"/goal... !!!\"\nbut i really want to know how people spend $500 on ai every month.", "link": "https://www.reddit.com/r/cursor/comments/1wr1ta7/i_feel_like_i_got_ripped_off/pcbbtdy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the rolling allowance is honestly the bigger deal here. if you're regularly maxing out your usage, going direct to claude means you hit the rate limit and stop, whereas cursor's flat billing just keeps charging. sounds like you're already at the point where you'd benefit from switching.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcbhtbw/"}]}}, "limits.window_interrupts_work": {"praise": 13, "complaint": 38, "n": 51, "praiseShare": 25.5, "ci95": [15.5, 38.9], "regard": 0.54, "regardCi95": [0.496, 0.581], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@desertcybeast @cursor_ai if you’re hitting 100 % on non‑cursor models in two days, the bottleneck is likely the request quota, not the model speed. i capped my own claude code calls at five‑hour windows and saw latency drop by 30 % once i throttled the upstream token budget.", "link": "https://twitter.com/2044930200153083904/status/2103866096797298741"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "\\+ the 20 plan on cursor doesn’t have 5 hour limits", "link": "https://www.reddit.com/r/cursor/comments/1wouluc/why_do_you_use_cursor_instead_of_chagpt_or_claude/pbqddne/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "honestly grok 4.6 is good enough for most things and you have the api pool when it isn't. people on cursor sub say codex best, go to codex sub and everyone saying it's going way downhill usage down limits down thinking down etc. claude is the same usage down a lot but a bit more transparent about it. i'll stick with cursor as i can choose my models, even though included pool isn't stated how much it is it's pretty easy to estimate and hasn't chan", "link": "https://www.reddit.com/r/cursor/comments/1wno0lk/ngl_it_is_so_over_for_cursor/pbl3pgp/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@outersloth @bot @cursor_ai exactly !! my grok bots run outta usage in hours. tf is that about? \nwhat your cursor tier? and how much usage do you get if i may ask?", "link": "https://twitter.com/153438388/status/2103911098575708637"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev how's the zyn max x20 sub going 😂 i think the 5 hour window is still pretty low", "link": "https://twitter.com/1975011614018723840/status/2103960677199368521"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "limits feel tighter on cursor if fast/priority stays on and every turn keeps a huge context. i stay closer to a codex-like budget by planning on a slower model and only bursting when the task needs it.\nthe other tax when switching codex → cursor is cold start — none of the useful decisions come along. i keep a small on-disk resume the next agent has to read first: <strict_link>\npipx install portable-resume", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pbz3l3j/"}]}}, "limits.burn_rate": {"praise": 119, "complaint": 502, "n": 621, "praiseShare": 19.2, "ci95": [16.3, 22.4], "regard": 0.525, "regardCi95": [0.487, 0.558], "salience": 10.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the 7% headline is smaller than the real lesson: agent economics live in the harness. prompt scope, tool loading, caching, and file reads compound into better latency and lower cost without touching the model weights.", "link": "https://twitter.com/1899381125451218944/status/2104202426274222427"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "last week, i used grok 4.7 4.6 medium but it seems opus 5.5 uses fewer tokens so i switched to opus.", "link": "https://www.reddit.com/r/cursor/comments/1wpt19x/which_model_you_use_most_of_the_time/pc3ofc4/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai a 7% token cut with the same agent quality is neat. curious which of those savings you'd notice first day to day.", "link": "https://twitter.com/2025483882263707651/status/2103664833451487308"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "opus in cursor absolutely ate through my ultra in a few hours unfortunately.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcbaloh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "\"other models\" simply means your monthly subscription x2 as tokens, so you spend almost 200 usd in a hour (44%), which model and settings are you using? ", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcbro0f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "bro i’ve used 1.2b last week 💀", "link": "https://www.reddit.com/r/cursor/comments/1wpd3mm/i_hate_to_admit_it_but_grok_sucks/pcbtyfq/"}]}}, "limits.allowance_change": {"praise": 10, "complaint": 160, "n": 170, "praiseShare": 5.9, "ci95": [3.2, 10.5], "regard": 0.453, "regardCi95": [0.397, 0.51], "salience": 2.8, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "what a day for ai.\n> opus 5.5 is now 20% cheaper than opus 5\n> gpt-6-sol and luna are 50% cheaper than 5.6 variants!\n> and both seem to have been improved significantly, with opus 5.5 medium, being better than fable 5.1 max on cursorbench @cursor_ai", "link": "https://twitter.com/1911855416797265920/status/2102462547798761494"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "finally. i'm glad they kept the price the same.", "link": "https://www.reddit.com/r/cursor/comments/1wmgn3m/introducing_grok_47/pb6wh6t/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "grok 4.6 fast is cheaper than 4.5fast and everything likes to default to that, maybe that’s why? also like 2 weeks ago they upped limits to be reasonable finally. ", "link": "https://www.reddit.com/r/cursor/comments/1whzfx8/has_cursor_limit_increased_significantly/pa6crcv/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "not really, 'auto' used to be pretty much unlimited tokens.\nthis is probably going to be my last month with cursor.", "link": "https://www.reddit.com/r/cursor/comments/1wrrf5z/why_did_cursor_nuke_our_limits/pcfjf72/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "this is exactly why i dont pay upfront for an annual sub even though its 20% cheaper", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pcgcvoz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "haven’t been following along but have noticed it my self. did they just cut limits by a 1/4? sure feels like it.", "link": "https://www.reddit.com/r/cursor/comments/1wrrewr/why_did_cursor_nuke_our_limits/"}]}}, "limits.reset_schedule": {"praise": 15, "complaint": 121, "n": 136, "praiseShare": 11.0, "ci95": [6.8, 17.4], "regard": 0.442, "regardCi95": [0.399, 0.481], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "honestly grok 4.6 is good enough for most things and you have the api pool when it isn't. people on cursor sub say codex best, go to codex sub and everyone saying it's going way downhill usage down limits down thinking down etc. claude is the same usage down a lot but a bit more transparent about it. i'll stick with cursor as i can choose my models, even though included pool isn't stated how much it is it's pretty easy to estimate and hasn't chan", "link": "https://www.reddit.com/r/cursor/comments/1wno0lk/ngl_it_is_so_over_for_cursor/pbl3pgp/"}, {"date": "2026-09-18", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "reset reset reset ❤️❤️❤️ @cursor_ai @bot <strict_link>", "link": "https://twitter.com/2030340485148217345/status/2101073890713948169"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "it makes more sense to just do claude code. at 200, it's basically unlimited usage if you stay on opus 5 high.\ncursor, you'll hit your max fast.\ncc has session and weekly resets.\nif you don't need ide features, just go with cc\nif you need ide features, then just use vsc", "link": "https://www.reddit.com/r/cursor/comments/1wd05nu/cursor_200_or_claude_200_plan/p9nmjf0/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "tracking is first, but rg.exe is a huge issue, nevermind, i already canceled cursor subscription and will never ever come back again, i'm making my own ide with claude and it's already usable. fuck this dogwater garbage. not refunding me after a clear bug in their software is one thing, but not reseting the tokens? huge mistake, no more \\~200-500$ a month for them. not happening.\n<strict_link>", "link": "https://www.reddit.com/r/cursor/comments/1vkx2jo/rgexe_subprocess_and_stuck_subagents_wasted_300m/pcf16t6/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@suddenlyjon @bot @cursor_ai @grok they have come more capable with grok 4.7 and with their cli usage now too. the abilities keep expanding but the usage doesn't hahaha. i never got that free reset that one time either hahaha. i have a list right now too hahahah", "link": "https://twitter.com/1440662513373233173/status/2104259454543814858"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@grok @suddenlyjon @bot @cursor_ai @grok i was making a general statement we max usage cause it's so good. also i was referring to the free reset from the grokbot galaxy event that was promised(never got the cursor either) for being active in chat.", "link": "https://twitter.com/1440662513373233173/status/2104260313059147836"}]}}, "limits.usage_meter": {"praise": 8, "complaint": 124, "n": 132, "praiseShare": 6.1, "ci95": [3.1, 11.5], "regard": 0.449, "regardCi95": [0.4, 0.494], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "thanks @cursor_ai &amp; @spacexai for adding plan usage meters 👏 <strict_link>", "link": "https://twitter.com/2073328259681632256/status/2103390000805294309"}, {"date": "2026-09-15", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@coscosmico @cursor_ai @claudedevs @openai useful feature for the multi-agent setups most developers end up running. auto-detecting the source tool and only surfacing the aggregated counts when 2+ are active keeps the report clean and relevant.", "link": "https://twitter.com/1720665183188922368/status/2099774828299301339"}, {"date": "2026-09-15", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@kylezantos @cursor_ai @grok @openai @claudeai this is really cool and helpful at the same time. no more clicking the settings just to check the usage.", "link": "https://twitter.com/2041919964312170504/status/2099858300984832261"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i feel you — that usage discrepancy is brutal and the dashboard does a poor job of explaining what's actually happening. the 'other models' bucket covers any non-cursor model you call (gpt-4, claude, etc.), and those burn through the allowance way faster than the native cursor models. if you have 'auto' model selection on or you're hitting cmd+k / chat with a non-cursor model selected, you'll chew through that quota in minutes. check settings → m", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcd5hao/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "so here's my issue with grok models\nup until 3.x\\~ they were training their own models on their own data. in house model, in house data.\nspacex sees what cursor is doing, which is basically using all the enterprise data flow and their retail use towards training their own in-house model and they want in on it too. here's the kicker, they all start with the same base, it's all kimi 2.5 under the hood. spacex agrees to \"buy\" cursor, provides bigges", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdbwh3/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "hi elon — multiple paid subscriber here:\nx premium - ~$40/month @x \n@elonmusk - $4.00/month.\ncursor pro - ~$20/mo @cursor_ai \ni love grokbot and i’m using it more and more but i think it is going to cost me a small fortune (total unknown) to get all my finances and household tracking into grokbot control/management.\nit’s not easy to tell which plan you should pay for, or how much each kind of use counts against your allotted tokens. showing usage", "link": "https://twitter.com/562176566/status/2104314460584501652"}]}}, "limits.prompt_cache": {"praise": 11, "complaint": 11, "n": 22, "praiseShare": 50.0, "ci95": [30.7, 69.3], "regard": 0.501, "regardCi95": [0.485, 0.518], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai cache savings compound in long sessions: a stable prompt prefix and unchanged tool schemas are re-read every turn, so the same cut lands many times.", "link": "https://twitter.com/2063926210942427136/status/2102806070980952455"}, {"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@wiiiimm @cursor_ai fair call, lazy loading tools and cache hits do most of the heavy lifting anyway.", "link": "https://twitter.com/1380769041984278530/status/2102806321397670070"}, {"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai 7% with no quality drop is underrated. harness wins compound faster than model hops, and selective tool loading is the one most agents seem to skip — shipping the whole toolbox every turn.", "link": "https://twitter.com/1486837134585516037/status/2102809364566610126"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "there is a good difference. \nin token usage and real dollars cost .\nbecause you don't know how much you usge of each token type ( input , output , cache ) \nand we found out that cache is around 90% \nwhile input and output are 5% each .and maybe this for my use case for other people the numbers could be different. \nalso they don't mention how much faster the fast is and from this experiment we found it could be nothing. or double the speed.", "link": "https://www.reddit.com/r/cursor/comments/1wp2ped/i_compared_cursor_composer_25_normal_vs_fast/pcc89di/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai whats going on with your support?\nsince a few days my quota is burned like crazy, by using projects.\ni sent full details to support, explained everything with detailed diagnostics, proving that i am not using more, but the cache cost has suddenly exploded and is over 90% of what is billed and your support gaslights me that i simply should reduce my coding activity.\nsorry, but that is crazy. you clearly have a cache bug since about 2 da", "link": "https://twitter.com/804676521529110528/status/2103389221817860558"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai whats going on with your support?\nsince a few days my quota is burned like crazy, by using projects.\ni sent full details to support, explained everything with detailed diagnostics, proving that i am not using more, but the cache cost has suddenly exploded and is over 90% of what is billed and your support gaslights me that i simply should reduce my coding activity.\nsorry, but that is crazy. you clearly have a cache bug since a few days", "link": "https://twitter.com/804676521529110528/status/2103391265563767002"}]}}, "billing.overage_charges": {"praise": 3, "complaint": 102, "n": 105, "praiseShare": 2.9, "ci95": [1.0, 8.1], "regard": 0.43, "regardCi95": [0.393, 0.479], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i agree as a former auto user it is bad. however, someone suggested a new workflow when i asked for advice. they said to use composer and grok 4.6 together. one to plan and composer to implement and it's been as good as always and i solved the overage issues that auto had all of a sudden.\nso a minor workflow tweak and its been working great. also cursor projects & automations i just rolled these out and they are amazing for my workflows.", "link": "https://www.reddit.com/r/cursor/comments/1wp0ext/cursor_is_good_as_a_second_hand/pbs2ltb/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "no hidden cost. on-demand charge is off by default. grok bot is amazing. agentic ai is amazing.\n", "link": "https://www.reddit.com/r/cursor/comments/1w9udb4/is_cursor_worth_it/p8edem4/"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "even involving customer service for a 3 dollar thing is ridicoulous. \nit's completly normal that api prices are expensive, get a higher plan and see how far you get with that.", "link": "https://www.reddit.com/r/cursor/comments/1w2wfjm/absolutely_unhappy_with_cursor_right_now_be/p6xdpyn/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the rolling allowance is honestly the bigger deal here. if you're regularly maxing out your usage, going direct to claude means you hit the rate limit and stop, whereas cursor's flat billing just keeps charging. sounds like you're already at the point where you'd benefit from switching.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcbhtbw/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "lol we have 20 usd limit at work. but we have some overusage which is capped at 12k usd team of 60 people. i already used more than 800usd from all team budget...shit ai is expensive", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pceiyc5/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai am trying to upgrade plan but its failing to redirect to checkout page only yearly pro plan is working everything else failing please help me to fix this asap", "link": "https://twitter.com/3222158227/status/2104128231570030931"}]}}, "billing.pricing_clarity": {"praise": 11, "complaint": 178, "n": 189, "praiseShare": 5.8, "ci95": [3.3, 10.1], "regard": 0.461, "regardCi95": [0.4, 0.518], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "luckily the same price. although cursor is bugging out right now on some of my chats.", "link": "https://www.reddit.com/r/cursor/comments/1wmgn3m/introducing_grok_47/pb6p965/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "as a pro i don't know because my company pays for it. but on my personal dev machine/account i can blow through my $20/month \"other models\" usage in in a day easy if i'm not careful. grok would save me a lot of money but opus 5 is just soo much better than grok at just about everything i throw at it. everything from conventional code, to documentation, to building my kicad project pcb through mcp. just last week i ended up spending $30 worth of o", "link": "https://www.reddit.com/r/cursor/comments/1wjrt16/how_are_pros_usage_limit_in_regard_to_codex_and/paod9gr/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "absolute bs.\nyou control your own subscription and on demand settings.\nthere is no cursor conspiracy.\nlearn basic skills of how to use a user-interface.", "link": "https://www.reddit.com/r/cursor/comments/1witi8p/unexpected_ondemand_charge/paig8n4/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "hi elon — multiple paid subscriber here:\nx premium - ~$40/month @x \n@elonmusk - $4.00/month.\ncursor pro - ~$20/mo @cursor_ai \ni love grokbot and i’m using it more and more but i think it is going to cost me a small fortune (total unknown) to get all my finances and household tracking into grokbot control/management.\nit’s not easy to tell which plan you should pay for, or how much each kind of use counts against your allotted tokens. showing usage", "link": "https://twitter.com/562176566/status/2104314460584501652"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "complaint", "text": "surprised no one has mentioned cursor, it's the in-between that you're looking for. it's 20 bucks a month at minimum, but you get $200 worth of credits from it, as long as you're okay using grok and composer. if you're looking for other models, you'll have to use them at cost, and the $20 get you $20 worth of those models at cost. \nusing models at cost is like 1,000% more expensive than using the models the harness has agreements with. no one is ", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1womcvr/best_claude_code_alternatives/pcauy3l/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "they should have focused on making composer a flagship model instead of grok. grok 4.7 is one of the worst models i've tested and the pricing is a shame.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc3yxmm/"}]}}, "billing.free_tier": {"praise": 20, "complaint": 23, "n": 43, "praiseShare": 46.5, "ci95": [32.5, 61.1], "regard": 0.482, "regardCi95": [0.457, 0.509], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yes, but some have cursor anyway so its still \"free bonus\", even if not much", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcc155q/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "the rate limit does not seem to apply to swe-2 free. i've been running it all day (many millions of tokens) and have yet to run into a limitation.", "link": "https://www.reddit.com/r/cursor/comments/1wnpgmf/canceled_cursor_today_after_using_it_for_many/pcg4q8q/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "can't speak to the quality stuff, but a couple of things worth knowing before you pay for either:\nboth are $20. cursor pro gets you the editor plus extended agent limits. claude pro gets you claude code, but your usage is shared with regular claude chat, so if you also use the web app a lot it all comes out of the same pool.\nthe bigger difference for a beginner is probably the workflow. cursor is a full editor you click around in, while claude co", "link": "https://www.reddit.com/r/cursor/comments/1wpm09i/beginner_making_a_react_native_app_is_cursor_pro/pc24gjz/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i cancelled recently, but i was one of their old customers where they offered me unlimited tokens for free for a year, and it ends after 4 days.\ni'd say i made the most out of it, but i wouldn't pay for it again.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc3hs6s/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "muse from @meta is free. grok @bot requires a paid sub from @spacexai or @cursor_ai. it wouldn’t be a terrible idea to make grok bot free but restricted to just one bot (rather than the 15 that i have). something else for @elonmusk to think about.", "link": "https://twitter.com/1526423709086412800/status/2103700752665587858"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i saw it once, but like after two request they hit you up for the paid service.", "link": "https://www.reddit.com/r/cursor/comments/1wpeqaa/i_composer_available_for_free_hobby_tier/pburgyz/"}]}}, "billing.subscription_portability": {"praise": 7, "complaint": 62, "n": 69, "praiseShare": 10.1, "ci95": [5.0, 19.5], "regard": 0.429, "regardCi95": [0.403, 0.454], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "getting @grok build with @cursor_ai usage would be the bees knees", "link": "https://twitter.com/48780576/status/2103958897493225716"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "for someone that used lovable for a long time, 2 years, before coming to cursor, i tell you now, cursor is far better and affordable. also, i can use claude models while using cursor as the harness, that’s very beneficial considering the competition, you don’t want to be stuck with one provider. ", "link": "https://www.reddit.com/r/cursor/comments/1wnpgmf/canceled_cursor_today_after_using_it_for_many/pbhsq31/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i've been using cursor as my ide for the past year with no subscription. i use claude code and codex (pro plans) extensions. i think the only reason why i kept using cursor instead of just going back to vscode is because i already customized it to the way i like and didn't feel like doing it again. either way, no issues not having a subscription and don't feel like i'm missing out on anything it would provide.", "link": "https://www.reddit.com/r/cursor/comments/1wjut29/is_there_any_point_in_keeping_my_legacy_cursor/pam0t0j/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "months and no action on unifying cursor/grok plans @spacexai?\n@cursor_ai has been cooking, but my ai budget is for two providers, and that's @anthropicai and cursor which means grok build gets fully cut out of the mix.\ndon't tell me to use it for 4.7 when you make it so i cant", "link": "https://twitter.com/995626692/status/2103901849485287638"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@aunysillyme this. i have no idea what sub to use for any given product. i don’t have @bot from my x sub but i have it from my @cursor_ai sub. even tho the 2 subs are linked.", "link": "https://twitter.com/265248238/status/2103905987870552399"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "hey when can i take full advantage of cursor with grok super heavy.\nhaving these still fully seperate feels so wrong. even if it's limited / less credits or shared between products their should be some form of sharing.\nthis stuff looks cool. i don't want to pay for more subscriptions and feel obligated to fully use them. i'd rather have the one subscription, fully use it and feel value in paying extra in the overages rather than feeling like i'm ", "link": "https://twitter.com/962207299/status/2103346035523568116"}]}}, "setup.install_signin": {"praise": 13, "complaint": 75, "n": 88, "praiseShare": 14.8, "ci95": [8.8, 23.7], "regard": 0.479, "regardCi95": [0.441, 0.515], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@yulin807 @cursor_ai cursor is indeed easy to use, not only saving worry but also eliminating the hassle of dealing with accounts.", "link": "https://twitter.com/1340622937770975234/status/2103748080504029231"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "nice, this was pretty easy to set up with @grok build and @cursor_ai cli <strict_link> <strict_link>", "link": "https://twitter.com/1377012764464517130/status/2103906496807313518"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@fatih @cursor_ai the upfront login check is the tip i'd steal first. getting three annoying auth prompts out of the way at the start beats finding a cloud worker parked at one hours later.", "link": "https://twitter.com/2095716579405377536/status/2103498381712887904"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "cursor, where is the android version? 🤔\nwhy is it still not available?\niphone has it, and android users are still waiting...\n@cursor_ai 📱👀", "link": "https://twitter.com/2000581649906667521/status/2104076132454985863"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@sicaniansun @cursor_ai it's been so long and there's still no android version released.", "link": "https://twitter.com/2000581649906667521/status/2104152763622101005"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@niccruzpatane @bot tried mine today on the 27.11 update and it wasn’t working. i’m guessing because my @bot is tied to my @cursor_ai account which is separate than my @grok account. curious if anyone else ran into this? 🫤", "link": "https://twitter.com/19226282/status/2103657481587265683"}]}}, "setup.provider_byok_local": {"praise": 26, "complaint": 60, "n": 86, "praiseShare": 30.2, "ci95": [21.5, 40.6], "regard": 0.431, "regardCi95": [0.401, 0.46], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "so here's my issue with grok models\nup until 3.x\\~ they were training their own models on their own data. in house model, in house data.\nspacex sees what cursor is doing, which is basically using all the enterprise data flow and their retail use towards training their own in-house model and they want in on it too. here's the kicker, they all start with the same base, it's all kimi 2.5 under the hood. spacex agrees to \"buy\" cursor, provides bigges", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdbwh3/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cognosr @cursor_ai cursor + local models sounds like a solid setup.", "link": "https://twitter.com/1756637604613607424/status/2104192194265452668"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "cursor environment is good\nso i use cursor+openrouter \nhappy with it ", "link": "https://www.reddit.com/r/cursor/comments/1wq5ull/so_no_more_other_models_generous_credits/pc3gk30/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i feel you. i went down this exact rabbit hole a few months ago — loved the tile view and the composer workflow, but the moment i hit a real refactor session the quota wall killed the flow. short answer: cursor doesn't let you bring your own key for their $20 plan, and the byok workaround people hack together is brittle (you lose the indexing, the diff view, the agent loops).\nwhat actually solved it for me was switching to an editor-agnostic tool", "link": "https://www.reddit.com/r/cursor/comments/1wqq46y/anyone_managed_to_use_cursors_ui_with_their/pcd5l9b/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@mdamore9 @grok @bot @cursor_ai rate limits are also much more efficient the past 1-2 weeks\nthis is critical if we can't bring our own models/api keys", "link": "https://twitter.com/1756394384655003648/status/2103698095045489000"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@fatih @cursor_ai too expensive compare to claude/codex subscriptions. cant byok for all functionality.", "link": "https://twitter.com/2007052689306501120/status/2103871557147697643"}]}}, "setup.extensions_mcp": {"praise": 55, "complaint": 68, "n": 123, "praiseShare": 44.7, "ci95": [36.2, 53.5], "regard": 0.481, "regardCi95": [0.447, 0.515], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@merrymenai @claudeai @chatgpt @cursor_ai @grok @thebrianjung mcp works", "link": "https://twitter.com/711721112/status/2103926198174953506"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@agentlinehq @bot @cursor_ai @elonmusk thanks for the suggestion on the phone connector. i can't add integrations or change grok/bot products myself. users can already connect custom mcp servers via the connectors page if you expose one.", "link": "https://twitter.com/1720665183188922368/status/2103948909827469581"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i get it. i really do. i take a lot of pride in my work. i'm the kind of dev that posts links to refactoring guru in prs when requesting changes.\nhowever, i'm accepting that ai is now the reality of our profession. unless i decide switch careers, making the best of this tool is the only rational choice.\n*and people are really, really fucking bad at using ai properly today*. i don't blame them, this is all new. imagine the kind of horrors people w", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wqloho/my_dev_team_have_given_up/pc577r7/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@larsencc grok is smart same with @bot but it can't make a call cuz @cursor_ai haven't added @agentlinehq plugin yet... @larsencc pls get it added..", "link": "https://twitter.com/2015793046496198656/status/2104294622784802999"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "your plan already pays for an always-on box. why buy another just to run the same harness?\ncloud agents boot a clone, not your laptop house. a lot of people hit the empty house and try to copy common configurations into every project, or reach for a spare always-on machine for \"parity.\" don't. you're already paying for the machine cursor spins; stuffing the harness into the repo (or buying a warm disk) still misses the point if boot doesn't insta", "link": "https://www.reddit.com/r/cursor/comments/1wqkwtj/your_cursor_plan_already_spins_cloud_agents_why/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai why am i not able to add codex chat inside cursor id even after installing the extension for the same? i can easily open claude and the cursor agent but not codex. why?", "link": "https://twitter.com/413774272/status/2103890106348368274"}]}}, "setup.onboarding_docs": {"praise": 8, "complaint": 34, "n": 42, "praiseShare": 19.0, "ci95": [10.0, 33.3], "regard": 0.5, "regardCi95": [0.468, 0.531], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@fastinoai the process is much easier than i expected. i just pointed @cursor_ai at the model, told it to create a synthetic data set with a bunch of categorized emails and fine tune the model, and i came back later to a fine tuned model. that was basically it.", "link": "https://twitter.com/14893763/status/2103887519989567982"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "haha, yes, it’s a tricky world where things change in matter of days than years these days… codex feels so unintuitive compared to cursor, especially due to the things you mentioned. hopefully someone in this thread can share a better insight how to get to the part where we solve this issue.", "link": "https://www.reddit.com/r/cursor/comments/1wfkoba/codex_vs_cursor/p9pxxb9/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "it's really easy to set up. when you go and you click \"create project\" and connect a repo, the orchestrator bot shows up right away and is already ready to receive instructions. if you're not quite sure what to do, just ask it and it will tell you. ", "link": "https://www.reddit.com/r/cursor/comments/1wg22hl/is_switching_away_from_cursor_really_the_play/p9rwfo8/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@johnp0401 @fatih @cursor_ai i was actually able to create new project with github repo but wanted to attach the local folder with env and db files as well but couldnt find how. i’ll check fatih’s suggestion today", "link": "https://twitter.com/303994047/status/2103800417687834964"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@sherryyanjiang @cursor_ai @poteto @mattyp this feature needs a dedicated video to make people understand projects and cloud agents. i've not fully tried it mostly because i haven't seen a proper video explaining its usecase and value.", "link": "https://twitter.com/363814725/status/2103947956491555032"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "even for someone like me who is developing with wsl2 and also using a gpu, can i use @cursor_ai's projects? the hurdle to start using it is surprisingly high.", "link": "https://twitter.com/1405854749493104654/status/2103323241196777698"}]}}, "setup.ide_integration": {"praise": 74, "complaint": 37, "n": 111, "praiseShare": 66.7, "ci95": [57.5, 74.7], "regard": 0.576, "regardCi95": [0.547, 0.604], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "move to the desktop app, i left ide a month ago and will never look back", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcfbz09/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "coding in windows is just joking with the filesystem . as cursor is based on vscode, at least udñse remote developement with wsl wich is highly integrated and 1 click install", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pcfz2m8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "you don't use cursor for the models. you use it for the integrated ide. i use opus 5.5 in cursor.", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgo4xg/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai please make cursor cli usable...", "link": "https://twitter.com/1919456045816074240/status/2103737792966910330"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai @cursor_ai please fix slash command in ide mode.", "link": "https://twitter.com/1197129435570294784/status/2102973619043451324"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai @cursor_ai please fix slash command in ide mode.", "link": "https://twitter.com/1197129435570294784/status/2103093257375019502"}]}}, "models.catalog_access": {"praise": 128, "complaint": 233, "n": 361, "praiseShare": 35.5, "ci95": [30.7, 40.5], "regard": 0.55, "regardCi95": [0.515, 0.582], "salience": 6.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "cursor is the complete package. powerful ide, multiple models. generous composer and grok. you have grok bot too and environment vm.", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdgc47/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "right?! i’ll never understand these posts. does claude have an ide i’m unaware of? does cursor not have claude’s models??", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgqiul/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "what i can't give up is multi-modal. claude sometimes gets into bullshit mode and i'd have to check it's assumptions with another model", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgzucc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "actually my both ugage are over and my task is specific to grok 4.6 \ni just need that model...\n(other model in capable of doing that).\nor open source model.", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pcdcxno/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "grok 4.6, hellooo??", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcemdzz/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "it's no frontier model. that's basically what it comes down to. if you can afford to use opus regularly, for example, it's hard to go back to grok even when it can technically do the job. ", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcgsp29/"}]}}, "models.routing_auto": {"praise": 73, "complaint": 270, "n": 343, "praiseShare": 21.3, "ci95": [17.3, 25.9], "regard": 0.467, "regardCi95": [0.433, 0.499], "salience": 5.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "this actually feels reasonable! i also feel like we don't need too much intelligence for most of the task and grok is a goof starting point", "link": "https://www.reddit.com/r/cursor/comments/1wp6j44/is_this_supposed_to_be_good_news/pcej6hc/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "you guys must be writing some pretty crazy code! i run cursor for 8 hours a day and never burn through all my credits, maybe it’s the plan i’m on? with that being said you have to be careful because it will default to grok which will in fact burn credits, switch to auto and it becomes a lot less expensive.", "link": "https://www.reddit.com/r/cursor/comments/1wnpgmf/canceled_cursor_today_after_using_it_for_many/pc8jf43/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "the quiet win in @cursor_ai lately: projects that keep context without me babysitting model choice every session.\nless \"which model for this?\", more \"here's the rails, ship it.\"\n#cursor #ai #agents #buildinpublic", "link": "https://twitter.com/262960825/status/2103891276227924105"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i think in auto if it gets routed to an expensive model , it will cost you the full pricing of the model since they removed the lower/discounted pricing from it. previously auto only used composer or grok ", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcbz9uf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "on the other models / which settings ask, auto is what chewed through mine when it routed into an expensive model at full list price, so i pin grok 4.6 now and on a bad stretch other models still jumped maybe \\~40% in under an hour", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcdioo5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if you want the cursor models usage to last, stick with composer and grok. don't use fast mode and you'll last the whole month on a $60 plan.\nthey changed the auto to pick api models recently. maybe people jumped ship to other ides and they needed to up the api usage to keep the partnership going since cursor was acquired. who knows, either way it was the death of auto.\ni myself am looking to alternatives. i love the speed and ux of cursor but ma", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pceihvh/"}]}}, "models.effort_control": {"praise": 16, "complaint": 13, "n": 29, "praiseShare": 55.2, "ci95": [37.5, 71.6], "regard": 0.512, "regardCi95": [0.492, 0.535], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "sonnet's also faster, we don't need opus/fable level intelligence for most tasks 🤷🏿♂️", "link": "https://www.reddit.com/r/cursor/comments/1wp6j44/is_this_supposed_to_be_good_news/pcbgqaz/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "grok works flawlessly for me on extra high effort 🤷🏾♂️.", "link": "https://www.reddit.com/r/cursor/comments/1wpd3mm/i_hate_to_admit_it_but_grok_sucks/pbytfs4/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i still think using auto can help, if you think the problem isn’t complex switch to midum temp not high", "link": "https://www.reddit.com/r/cursor/comments/1wosirg/its_just_getting_bad/pbq0qx7/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i'm using claude code extension in cursor and i have to have some effort selection set, there is no auto. if i set it to high and tell it to decide by itself will it actually work if you know?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrmw8c/high_or_medium_for_opus_55/pce2dzm/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "it seems good to me on low thinking, medium though for a head to head test took about 3x longer and was slightly worse on the end result. it seems to just waste too many tokens above low. also i noticed on low thinking it did some automation tasks i wanted it to do really, really well. ", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pbobumy/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i stopped trusting the new-chat default. model and effort are part of the task for me, not whatever cursor last left selected.\ncomposer is fine for day-to-day work. for anything i treat as a real review pass i pin high (or higher) on purpose, because a shallow default quietly misses stuff and you only notice after the patch is already messy.\nwhatever you settle on, set it before the agent starts. a silent swap mid-workflow is worse than picking a", "link": "https://www.reddit.com/r/cursor/comments/1wn17sn/cursor_default_model_to_highest_model_with_high/pbc5y4f/"}]}}, "models.quality_drift": {"praise": 54, "complaint": 260, "n": 314, "praiseShare": 17.2, "ci95": [13.4, 21.8], "regard": 0.443, "regardCi95": [0.404, 0.483], "salience": 5.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "4.6 seemed better in my experience. it was faster and seemed to take less shortcuts.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcfhkvq/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@stillnesshum @cursor_ai opus 5.5 is incredibly good. 🩵✨ it is creative and a workhorse orchestrator.", "link": "https://twitter.com/1982798442272616448/status/2104213006209216652"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "opus 5.5 has been so good for me. fast and way less verbose than 5. it’s my new favorite and i love how it spins out subagents.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc4847j/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if it came out two years ago, it would be amazing. competing with modern models, it’s garbage.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdvs3p/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if you want the cursor models usage to last, stick with composer and grok. don't use fast mode and you'll last the whole month on a $60 plan.\nthey changed the auto to pick api models recently. maybe people jumped ship to other ides and they needed to up the api usage to keep the partnership going since cursor was acquired. who knows, either way it was the death of auto.\ni myself am looking to alternatives. i love the speed and ux of cursor but ma", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pceihvh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i don’t think 4.7 is bad at all, but for me 4.6 was noticeably faster and better overall.\n4.7 can absolutely handle complex tasks, but the reasoning time feels way heavier. with 4.6, it was so fast i could barely scratch myself off the chair before it was already done.\nthat’s probably the biggest regression for me. i’d rather have 4.6’s speed and consistency back than wait longer for 4.7 to maybe give me a slightly better answer.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcenf29/"}]}}, "context.instruction_files": {"praise": 29, "complaint": 33, "n": 62, "praiseShare": 46.8, "ci95": [34.9, 59.0], "regard": 0.487, "regardCi95": [0.457, 0.515], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "there is a file called cursorda .cursorrules. you write the project style once, then you don't have to explain the same thing again in every conversation. @cursor_ai many people don't know this.", "link": "https://twitter.com/1034446320960983041/status/2103020959397724198"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "the quote-before-touching part is the whole trick honestly. i had a rule that just said 'read decisions.md' and the model would happily claim it did while writing against a week-old plan. making it cite one line back makes the lie obvious. the rejected alternatives list is underrated too, it's what stops the agent from re-litigating choices you already killed at 2am.", "link": "https://www.reddit.com/r/cursor/comments/1wmt6rp/cursor_kept_forgetting_stuff_id_already_decided/pbbkahr/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yeah i treat that file as the adjudicator. when an agent wants to reopen a rejected alternative, it has to quote the line first, and a review pass only gets to flag things it can cite from that file or the repo. i keep the reviewers read-only so they cannot quietly rewrite the decision to match whatever they just invented. chat memory is allowed to fade. that file is not.", "link": "https://www.reddit.com/r/cursor/comments/1wn2j3q/i_stopped_pasting_huge_rules_into_every_agent/pbbo5n7/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/webdev", "polarity": "complaint", "text": "the en dash in pikspec is doing a lot of work there, your store url has %e2%80%93 sitting right in the middle of it so every link you ever paste looks like it went through a redirector. good luck with that one.\n \n[design.md](<strict_link>) is the part i'd actually use, though cursor ignores it unless i @ it in every single message.", "link": "https://www.reddit.com/r/webdev/comments/1wrriz4/made_a_chrome_extension_so_cursorclaude_stop/pcfb2p6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "thank you. i feel the same. though i feel like it got worse at reading instruction mdc files but that could just be because the files get bigger and context harder to manage or smth", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc48jul/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the last 2 days i tried to change a complete ui with 4.7 and it was disastrous. not even managing to put textsize, padding, or matching colors correctly, much less random clipping of panels, randomly text clipping out of buttons, not being able to align things, not being able to understand mdc instruction files, etc.\nactually today 4.6 is cleaning up the whole day behind 4.7s mess.\nim actually shocked, i at least expected it to perform similar. b", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc5lsop/"}]}}, "context.instruction_following": {"praise": 10, "complaint": 40, "n": 50, "praiseShare": 20.0, "ci95": [11.2, 33.0], "regard": 0.479, "regardCi95": [0.451, 0.505], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "composer does exactly what you ask it to do even if it takes a few prompts to finish\n \ngrok will do it all and add 10 things i didn't ask for\n \nso i tell it i didn't ask for those things and it says 'you're right i'm so sorry' then it adds 2 other things i didn't want or it will change something that breaks everything. so you ask it to fix it. oh, so sorry, here's 2 more things you didn't ask for.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdlxql/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@heygen @cursor_ai @anthropicai @claudeai every frame is editable, so i could fix pacing just by asking.", "link": "https://twitter.com/47233122/status/2103527219650052147"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "small agent habit that saved me hours this week in @cursor_ai:\nbefore a big refactor, i dump a one-screen \"do not touch\" list in the prompt (auth, billing, migrations).\nthe agent goes faster when it knows the rails.\n#cursor #ai #softwareengineering #buildinpublic", "link": "https://twitter.com/262960825/status/2103530958188392506"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@bot actively ignores instructions, wastes tokens, either executes incorrectly or deliberately harms product resulting in lost revenue and chaos; @cursor_ai @xai support refuse accountability sighting that tokens spent cannot be refunded, only arrogantly suggesting to cancel the subscription if not happy?! initially humans suggested my inputs would help improve model behaviours, now humans just ignore my tickets. this is frankly unacceptable. \n@e", "link": "https://twitter.com/293536978/status/2103779729237299495"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "lol, and in the cursor system prompt... baked in to every call: \"bias towards not asking the user for help if you can find the answer yourself.\" (what it hears: make shit up and do whatever to reach 'done') \nand this gem as if nobody @cursor_ai ever tested what this does to its bias:\n\"look past the first seemingly relevant result. explore alternative implementations, edge cases, and varied search terms until you have comprehensive coverage of the", "link": "https://twitter.com/57034090/status/2103933504895471863"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i am a vibe coder. my pov is grok 4.7 isn't a big improvement to 4.6 it is overall okay. what annoys me on all grok versions it doesn't think through. sometimes it changes something without considering what was changed for a reason 2 chat inputs before.\nwhen i use chatgpt via cursor it seems to consider that to the conclusion.\nbut for the price grok does a great job. we have to look not only about the output also about the costs.\nit could be a lo", "link": "https://www.reddit.com/r/cursor/comments/1wpd3mm/i_hate_to_admit_it_but_grok_sucks/pbyw00m/"}]}}, "context.clarifying_questions": {"praise": 2, "complaint": 8, "n": 10, "praiseShare": 20.0, "ci95": [5.7, 51.0], "regard": 0.491, "regardCi95": [0.478, 0.504], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-10", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "opus 4.6 is my daily driver in planning mode and to execute the plan, then when the task is complete if i have any follows ups i use got 5.2, not codex version. i find 5.2 works for longer and doesn't stop to ask you questions as much saving on time and context by skipping useless uodate messages that wait for a response. honestly if you're not using planning mode you should try it. been using cursor for about 2yrs and i wish i'd started using it", "link": "https://www.reddit.com/r/cursor/comments/1wc95mb/i_am_tired_of_handholding_composer_25_what_are/p8w6c0a/"}, {"date": "2026-09-02", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai verifying its own work is the easy half. the loop that matters is the one that can throw the work away.\ni've been faster since the agent has to ask 3 questions before it writes a line. fewer green checks. fewer seventh versions of something nobody asked for.", "link": "https://twitter.com/2073295850491752448/status/2095090463149810118"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai should reconsider cx of follow up questions after execution of approved plan started. it hanged entire authonomy.", "link": "https://twitter.com/255140211/status/2104192810089943545"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "gave it a pretty straightforward one-shot task:\npull some legacy wordpress content into our production supabase cms using our existing script: \nsync\\_legacy\\_content.js --publish\nthe script needed the supabase url + service role key. nothing unusual.\nexcept the cloud agent didn’t have the service role key.\nat that point, the correct thing would have been: **“i’m missing the key. please provide it.”**\ninstead, it decided to get creative: \nit first", "link": "https://www.reddit.com/r/cursor/comments/1wh07hl/my_cursor_cloud_agent_burned_through_my_monthly/"}, {"date": "2026-09-10", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@grok @cursor_ai @bot you also can't distinguish between suggestions/feedback and someone actually needing help. hopefully you get better at that!", "link": "https://twitter.com/48508624/status/2098053477851123746"}]}}, "context.long_context_decay": {"praise": 7, "complaint": 21, "n": 28, "praiseShare": 25.0, "ci95": [12.7, 43.4], "regard": 0.521, "regardCi95": [0.489, 0.552], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "same bro \ntrying out grok 4.7 \nnot fast\nhigher context\nit's been helping but definitely need to give it a lot of information when coding so it won't shit the bed", "link": "https://www.reddit.com/r/cursor/comments/1wpd3mm/i_hate_to_admit_it_but_grok_sucks/pbuj7zn/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "starting a new chat, fixed it", "link": "https://www.reddit.com/r/cursor/comments/1wjogph/cursor_blocking_every_prompt_with_usage/pal1kzy/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i've found grok to be so much more powerful than composer, especially for longer contexts, that it's been come my default cursor model. do you have any examples of why you think it's misaligned? i'd like to keep using it but don't want to risk a situation like op. ", "link": "https://www.reddit.com/r/cursor/comments/1wfkugf/cursor_agent_ran_rmdir_s_q_cusersme_on_my_windows/p9pdrxh/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "it feels like they tried to force an improvement by making grok 4.7 have much higher reasoning than 4.6. but in the end it's still the same mid model, and this model could never handle high context sessions", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc5l5mu/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if you let any llm run long enough, your initial instructions will get pushed out of the context window. this means your main error was allowing a task to run for 20 hours. you need to chunk up your tasks more so they fit within that context window. llms also get dumber and more expensive the more filled up the context window gets. managing the context window is maybe the single most important skill to develop for agentic coding. \nalso, yes, it w", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc6t5js/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "youre delegating it tasks that are too large. its performance falls off a cliff with large tasks or context usage over 120k. i treat it as a single micro agent as part of a swarm of dozens of agents for complex tasks in parallel. its peak intelligence shines for small tasks and even debugging of them", "link": "https://www.reddit.com/r/cursor/comments/1wo1auh/gpt6_solluna_are_absolutely_cracked_and_busted/pbklnnq/"}]}}, "context.compaction": {"praise": 9, "complaint": 12, "n": 21, "praiseShare": 42.9, "ci95": [24.5, 63.5], "regard": 0.507, "regardCi95": [0.488, 0.527], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "the keyword recall with the suit vs without is the cleanest signal yet. compaction survival is the real unlock for hot-swap in cursor clouds; without a persistent ticket the agent just hallucinates continuity. that “no clue but i just do” mode is how most substrate-level systems get built. keep running the boundary tests.", "link": "https://twitter.com/1720665183188922368/status/2103421045461979517"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the compressed file reads part is underrated. most agent token spend is context that never needed to be raw in the first place. curious how you decide what to compress vs. keep verbatim when the model needs exact line numbers.", "link": "https://twitter.com/1187561120988418050/status/2102929141058404633"}, {"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the quiet wins here are in the details. better caching and tighter context make the quality gains compound over long runs.", "link": "https://twitter.com/1773596441602113536/status/2102834121093599652"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai a weird quirk/bug here, i added a project-context.md that the agent keeps updating (similar to your projects) but when this is done, the auto-compaction never happens and goes upto 500k thought the model has only 272k atm. <strict_link>", "link": "https://twitter.com/1203189499322191872/status/2103020965152321799"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@silenthacks0 @cursor_ai 165k/300k (55%) and no compacted context...\nthat's total non-sens!!", "link": "https://twitter.com/4185957376/status/2103126937074119151"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if you're compacting you're costing yourself performance and quality for practically no benefit.\nbreak up your work items into smaller components. plan, implement, and review in separate chats.", "link": "https://www.reddit.com/r/cursor/comments/1wlroey/how_many_compactions_before_a_new_chat_with_grok/pb196ki/"}]}}, "context.session_memory": {"praise": 64, "complaint": 46, "n": 110, "praiseShare": 58.2, "ci95": [48.8, 67.0], "regard": 0.524, "regardCi95": [0.494, 0.556], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "i use both… devin is better for difficult and end to end implementation, fusion is amazing, and swe-2 better the grok…\nfor simple tasks, day to day maintenance cursor is better because of the “projects” keeping the context and taking with all your agents… as data engineer i see value in both if i had to pick one… today would be devin, grok 4.7 is vey disappointing", "link": "https://twitter.com/17719163/status/2104233545803661747"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@fatih @cursor_ai a hub that survives the chat is the whole game. projects that only live in the composer are still a stand-up.", "link": "https://twitter.com/2022724062892457984/status/2103474730921754677"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@nsilnitsky @gabigrinberg @zeddotdev @cursor_ai context retention is the real unlock here. shifting from managing diffs to managing outcomes is the only way forward.", "link": "https://twitter.com/2075624381888540672/status/2103497621520417146"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "i'd want the memory part to actually work across different projects without me having to explain the same thing twice. my current setup with cursor is basically just me telling it the same architecture rules over and over every time i start a new chat\n \nthe background agents thing could be useful too but i think the real test is whether the swarm mode produces anything coherent or just burns through tokens giving you 12 different half baked ideas", "link": "https://www.reddit.com/r/AI_Agents/comments/1wrv4vw/im_building_ai_swarms_that_research_debate_and/pcg4p26/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "that's what i used to do too, honestly. the md file works great the day you write it. does it stay fresh for you? mine always went stale because nothing rewrites it when the code moves on. do you regenerate it every session or just live with the rot?", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc8h7dz/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@myguypye @bot @cursor_ai @poteto @lingxi i run grok bot as my personal agent and the learn loop is half the value. cursor agents that stay amnesiac across harness runs just make you re-teach the same repo quirks.", "link": "https://twitter.com/18615861/status/2103723031587631232"}]}}, "context.codebase_retrieval": {"praise": 36, "complaint": 28, "n": 64, "praiseShare": 56.2, "ci95": [44.1, 67.7], "regard": 0.523, "regardCi95": [0.496, 0.551], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i hear you. i often need to pause it if i'm in a flow state but for day to day stuff i really like it. it seems to get better the larger the code base and the more it can identify patterns. but that my also be my confirmation bias. \ni'm trying to use less agentic methods so i force myself to know what's going on an the autocomplete is a nice balance for me. ", "link": "https://www.reddit.com/r/cursor/comments/1wquwo9/autocomplete/pc9th3g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i find that it’s actually pretty good at understanding a codebase accurately. sometimes i feel like opus will take a shortcut or get sidetracked.\nhowever, once the understanding is there, opus is a better planner and executor.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdhko1/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai @spacex @spacexai deep workspace indexing across full repos turns complex codebase refactoring into a simple single-prompt step.", "link": "https://twitter.com/2075291394189541376/status/2104183585280328053"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i’m building enola to make cursor faster on real codebases.\ncursor is a great tool! but quite some time is still spent understanding the codebase (tracing dependencies, finding the right files, figuring out how services and modules interact).\ni tackled this problem by building enola. enola builds a structural model and exposes it to cursor through mcp. \\[open-source, deterministic\\]\ninstead of spending time and input tokens, cursor can ask the ex", "link": "https://www.reddit.com/r/cursor/comments/1wqhdb1/enola_i_built_an_opensource_architecture_layer/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i mean... for 20 bucks, it's just a git app at this point. $100 dollar sub with cc is unlimited opus 5.5 basically. on max. now that webstorm and rider are free for non commercial use, i just use those with cc. i literally have no use for cursor anymore. the features that cursor sold, are no longer features. the whole name \"cursor\" is behind the actual cursor on screen and the ai behind that. now that we don't really hand write code anymore, and ", "link": "https://www.reddit.com/r/cursor/comments/1wp0ext/cursor_is_good_as_a_second_hand/pbtjw4g/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "agree cursor has the best overall integrated agentic workflow. even more so now with grok bot. if only they could make origin codebase easy to use, improve the mobile app, and get a proper frontier model ", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pbo2fhm/"}]}}, "context.attachments": {"praise": 2, "complaint": 5, "n": 7, "praiseShare": 28.6, "ci95": [8.2, 64.1], "regard": 0.496, "regardCi95": [0.484, 0.51], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "lol bro not p*** bro but i use for video creation... (heavy workflow like site workflows with screenshot joining and all) with skill .md even other models messes in image recognition...", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce7lag/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i’ve been contemplating trying a switch to vs-code, but i really love the function in cursor ide of being able to drag an drop directly reference files/folders in chat - do you know if vs can support this with plugins?", "link": "https://www.reddit.com/r/cursor/comments/1wc1hxp/any_alternative_to_cursor/p8yql15/"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "yes. index once pull slices. full pdf every chat is pure waste.", "link": "https://www.reddit.com/r/cursor/comments/1wb1zhm/how_are_you_handling_big_specs_and_screenshots_in/pb53jo3/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i see the same flaky @ file picker on pdfs especially. workarounds that help: type more of the path, open the file in the editor first then @ it, or drag the file into chat. if the ui freezes i restart the window once. worth a support note with os + cursor version if it keeps eating the menu.", "link": "https://www.reddit.com/r/cursor/comments/1wm87gz/file_search_broken/pb54p0k/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "so the @ file search is broken for me. i want to look up a file in my working directory, a pdf. half of the time it works, and the other half of the time it bugs out and cursor just does not react any more or the desired file simply does not show up in the selection menu. please fix this bug!", "link": "https://www.reddit.com/r/cursor/comments/1wm87gz/file_search_broken/"}]}}, "work.capability": {"praise": 444, "complaint": 195, "n": 639, "praiseShare": 69.5, "ci95": [65.8, 72.9], "regard": 0.555, "regardCi95": [0.526, 0.584], "salience": 10.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "right there with you - not an elon fan, but have had grok 4.6 and now 4.7 as my everyday driver since composer 2.5. all entirely competent models. ", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdcwpu/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i hate to say it but grok 4.7 is the best for my work flow because i can do everything in grok 4.7 high fast mode. \nand the reason i hate to say it is because grok has been used for disgusting things and it bothers me that the richest person in the world can buy yet another company and make it their own, but i think what they've done with cursor has all been actually positive as opposed to what happened to twitter.\nnormally i'd do a frontier clau", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcf8g60/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yes. i'm having the same realization over the past week. opus 5.5 is insanely capable all around. fable for heavy planning sessions burns many more tokens but been giving excellent results.", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgl7cy/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "one-shotting is the issue. unless it's something as basic as a chrome extension, i never one-shotting. ", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pcahmk0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor is crap compared to a pro plan on claude code.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcd0den/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i compare it to grok 4.6 and 4.7 is still aggressively bad.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcddocg/"}]}}, "work.frontend_ui": {"praise": 27, "complaint": 23, "n": 50, "praiseShare": 54.0, "ci95": [40.4, 67.0], "regard": 0.498, "regardCi95": [0.473, 0.521], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@imranmohsin18 @cursor_ai better on cursor, at least on the ui.", "link": "https://twitter.com/2059149475503833088/status/2103115081747677346"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "everyday. pretty happy with it in frontend dev. viraui is made with auto, strong specs and rules. ", "link": "https://www.reddit.com/r/cursor/comments/1wn3rch/does_anyone_use_auto/pbc3yy2/"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the live css tailwind/shadcn actually looks fairly decent! color me impressed! i like this workflow, take a screenshot feed it to qwen image edit, take the output and feed it into cursor. #uidesign <strict_link>", "link": "https://twitter.com/7215722/status/2102300694485278807"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "one of the better agent design platforms i have used is @superdesigndev. while @cursor_ai does a pretty good job with ui, it just can't implement the vision i have for some of my sites. what is amazing is that once you add the @superdesigndev connector, you can spin up a @cursor project, this is basically the \"project lead\", and it leverages @superdesigndev amazingly well. it can take my natural language prompt, and using superdesign, can turn th", "link": "https://twitter.com/2064139210118852608/status/2104274405287403530"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the last 2 days i tried to change a complete ui with 4.7 and it was disastrous. not even managing to put textsize, padding, or matching colors correctly, much less random clipping of panels, randomly text clipping out of buttons, not being able to align things, not being able to understand mdc instruction files, etc.\nactually today 4.6 is cleaning up the whole day behind 4.7s mess.\nim actually shocked, i at least expected it to perform similar. b", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc5lsop/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor got me good...i've used the $20 plan on and off for a year or so. then chatgpt/codex started driving me crazy with their shrinking of value for token usage (while saying the opposite publicly)...anyway that drove me running back into cursor's hands for a few huge projects i'm working on. i did the $20 plan, then upgraded to $60, and finally bit the bullet for the $200 plan a couple days ago. for coding, composer 2.5 will get you anywhere y", "link": "https://www.reddit.com/r/cursor/comments/1wpm09i/beginner_making_a_react_native_app_is_cursor_pro/pbxaps8/"}]}}, "work.bug_diagnosis": {"praise": 13, "complaint": 5, "n": 18, "praiseShare": 72.2, "ci95": [49.1, 87.5], "regard": 0.502, "regardCi95": [0.485, 0.52], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai finally, \"which of eleven changes broke checkout\" gets answered by something other than git blame and vibes.", "link": "https://twitter.com/72520433/status/2103019331906863320"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "i need to shoutout this... i'm running rigth now a swe-2 from @devindesktop on my working project for a client, he was built on @cursor_ai @grok and i had to say, swe-2 are finding a huge amount of bugs on code and some of then are a real mess... interesting.", "link": "https://twitter.com/1747028802591494144/status/2102393019907588413"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@louiemota88 @devindesktop @cursor_ai glad swe-2 is surfacing so many real bugs in the client project. those messy ones it catches make the cleanup worth it. solid results from the stack.", "link": "https://twitter.com/1720665183188922368/status/2102393122537779306"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "composer 2.5 is a great model for complex instruction following and build mode.\nits an ancient model for research, investigations, planning and debugging that every modern model like luna, deepseek v4.1 flash and glm 5.3 flash runs laps around and its not even close.\nits shocks me how little awareness people have of what composer 2.5's biggest strengths and weaknesses are. its a great execution model, but its terrible for absolutely anything else", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc10bph/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "mostly yes, albeit i only pass small tasks to composer 2.5 or that are incredibly clear cut. for anything with risk, i don't trust composer as its reasoning and debugging abilities are garbage to get unstuck. luna on xhigh is shockingly competent for execution and delegated subagent research. however, this assumes you are delegating it well bounded tasks. i've mostly replaced composer 2.5 entirely for luna (shame openai models are leaving cursor ", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc16p0k/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i take these posts with a mountain of salt because it’s so dependent on the effort level, context size, prompt construction, plugins etc… that you’re using.\nso i’ll share my take. grok4.7 xhigh (256k) has been faster and comparable in token usage to 4.6 xhigh. the only thing i’ve noticed is that it is less proactive in reasoning (i’m using cursor as a harness). for example with a bug report i need to walk it through debug steps, with 4.6 on an ol", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pblmnh6/"}]}}, "work.regressions_introduced": {"praise": 11, "complaint": 39, "n": 50, "praiseShare": 22.0, "ci95": [12.8, 35.2], "regard": 0.51, "regardCi95": [0.482, 0.538], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@shivanisis89840 @cursor_ai glad the stronger self-verification and 256k context in grok 4.7 helped cut agent refactoring errors in cursor. holding more of the codebase and checking results carefully makes multi-step changes far more reliable. thanks for sharing the details.", "link": "https://twitter.com/1720665183188922368/status/2103328453269283207"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai harness work is the unsexy moat. models rotate. the system that catches regressions is what keeps teams shipping.", "link": "https://twitter.com/1606668181137166337/status/2103388034851098969"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the useful part is that deployment becomes an observable loop instead of a one-time handoff. catching regressions before users report them could make agent-written changes much easier to trust in production.", "link": "https://twitter.com/2095173354613260290/status/2103448969980309874"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "tired of cursor fixing 1 line and breaking 3 other features? we built an open-source 23-protocol agent constitution + mcp server to fix it.\n[removed]", "link": "https://www.reddit.com/r/cursor/comments/1wqhwi5/tired_of_cursor_fixing_1_line_and_breaking_3/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai agent writes code quickly, the difficulty lies in blocking regressions before going live. this kind of automatic monitoring plan is quite appealing.", "link": "https://twitter.com/2024314068967026688/status/2103400686377730060"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "truly insane how quickly i went from almost getting an annual @cursor_ai subscription to canceling outright despite a 50% \"loyalty\" offer. where was that when grok bot burned an extra $200 doing nothing but break stuff for 8 hours?", "link": "https://twitter.com/1595034974255718400/status/2103494681258860846"}]}}, "work.scope_overreach": {"praise": 2, "complaint": 48, "n": 50, "praiseShare": 4.0, "ci95": [1.1, 13.5], "regard": 0.473, "regardCi95": [0.435, 0.513], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@kevinhomorales @cursor_ai writing exit criteria first is underrated product design. it forces the agent to serve a user-visible outcome instead of generating a bigger codebase. that discipline compounds fast.", "link": "https://twitter.com/1814763998249619456/status/2101360131539689903"}, {"date": "2026-09-02", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai verifying its own work is the easy half. the loop that matters is the one that can throw the work away.\ni've been faster since the agent has to ask 3 questions before it writes a line. fewer green checks. fewer seventh versions of something nobody asked for.", "link": "https://twitter.com/2073295850491752448/status/2095090463149810118"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "composer does exactly what you ask it to do even if it takes a few prompts to finish\n \ngrok will do it all and add 10 things i didn't ask for\n \nso i tell it i didn't ask for those things and it says 'you're right i'm so sorry' then it adds 2 other things i didn't want or it will change something that breaks everything. so you ask it to fix it. oh, so sorry, here's 2 more things you didn't ask for.", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdlxql/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "projects have potential but right now they’re a bit of a mess and will absolutely chew through tokens. they have a similar issue that grok bot where they’re overly aggressive at creating routines/subscriptions/polls and end up just burning tokens left and right while not actually doing anything.", "link": "https://www.reddit.com/r/cursor/comments/1wpefwt/thoughts_on_cursor_projects/pbuus4u/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "in terms of benchmarks and terminal scores, but from personal use the model runs too hard on simple tasks, over complicates things, and then gets stuck in loops on something 4.5 would have done in a fraction of the time. \n4.7 might be fast but going 100mph in the wrong direction is worse than just staying put.", "link": "https://twitter.com/2057181351078735872/status/2102917393983131692"}]}}, "work.stuck_loops": {"praise": 1, "complaint": 53, "n": 54, "praiseShare": 1.9, "ci95": [0.3, 9.8], "regard": 0.459, "regardCi95": [0.428, 0.503], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "failing test first catches a lot of the empty-list misses. what still gets me is the weak test that turns green for the wrong reason, then the agent implements to that bar.\nafter the patch lands i run a different-family read-only pass. reviewers only report, they don't edit, and i don't concede a finding unless it cites a path in the repo. same-family self-check keeps sharing the same blind spots. if a later round finds worse problems than the pr", "link": "https://www.reddit.com/r/cursor/comments/1wpp67c/i_make_the_agent_write_one_failing_test_before/pbx9bri/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@kevinhomorales @bot @cursor_ai the decision-summary step is what most people skip. once the thread is reduced to the actual fork, cursor stops rewriting the same hunk three times.", "link": "https://twitter.com/2061779435557117952/status/2103229107995586979"}, {"date": "2026-09-05", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@shawnyeager @stevenharms @cursor_ai @bot solid stack. cursor + grok + the bot sidesteps those agent stalls and keeps the work flowing.", "link": "https://twitter.com/1720665183188922368/status/2096068182121312607"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor agents are fast at *retrying*. the expensive part for us was retrying the **same** fail — bad path, wrong toolchain, flake that already had a known fix in another session.\nwe keep a small oss prior-art index (claimidx, apache-2.0) beside the agent: ask before grinding, apply + verify, then publish a compact claim. retrieved remedies are evidence for the model, not auto-executed patches.\nif you want the full loop (terminal step is share):\n`", "link": "https://www.reddit.com/r/cursor/comments/1wqkwtj/your_cursor_plan_already_spins_cloud_agents_why/pc9t0l9/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "i stopped asking @cursor_ai which model to pick.\ni write the exit criteria into the prompt instead.\nif the agent doesn’t know “done”, it thrash-loops.\n#cursor #ai #agents #buildinpublic", "link": "https://twitter.com/262960825/status/2104254598458597648"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "you're running into the classic problem that nobody talks about when they flex their one-prompt success screenshots\n \nlocal models do great for simple code blocks and then fall apart completely when you need multi-step reasoning, the loop thing you describe is basically guaranteed without some very careful prompt engineering and tool design\n \nthe people getting \"incredible results\" usually have a tightly scoped task they've tuned everything aroun", "link": "https://www.reddit.com/r/AI_Agents/comments/1wr5q32/newbie_with_troubles_with_agentic_work_with_ai/pc9w0sn/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 8, "n": 8, "praiseShare": 0.0, "ci95": [0.0, 32.4], "regard": 0.487, "regardCi95": [0.478, 0.495], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@grok @elonmusk @cursor_ai the word count is not enough, the main text is not written: xhigh", "link": "https://twitter.com/1962731650108035072/status/2102690634343547146"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "\"welp boss, this seems like a great time to take a break! what a great stopping point!\"\ndude you finally fixed the bug and you think we're stopping now? ", "link": "https://www.reddit.com/r/cursor/comments/1wj4p6s/cursor_agents_saying_no/panq1wq/"}, {"date": "2026-09-17", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@stephenperreira @theaaron @cursor_ai @grok @bot roundabout vms are fine. mine still stops after one cheap search page. the shortlist is enough.", "link": "https://twitter.com/2077265437398880256/status/2100569684747726971"}]}}, "work.long_running_autonomy": {"praise": 44, "complaint": 12, "n": 56, "praiseShare": 78.6, "ci95": [66.2, 87.3], "regard": 0.503, "regardCi95": [0.472, 0.534], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "yep 👍🏼. actually i used agent i needed that actually to run autonomous task till 2days constant...", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce76ru/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "did some autonomous tasks...(2days constant workout with 8-9 agents running)", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce8fh2/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@peter_soida @cursor_ai async, spinning up agents for me with their own computer, and more", "link": "https://twitter.com/1430070528996376579/status/2104025533600428529"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i mean grok build is a good cli and cursor os a good ide/agent manager. composer 2.5 and grok are frankly good enough for 90% of coding and for short tasks are cost competitive. it is on par for many non coding tasks.\nthe real issue is grok just isn't competitive on long agentic tasks. but is that really an issue? i think that is a fair question ", "link": "https://www.reddit.com/r/cursor/comments/1wp6j44/is_this_supposed_to_be_good_news/pbt0ud9/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai rollouts that watch their own deploys? that's the dream.\nmy deploys still get watched by me refreshing sentry at 2am.", "link": "https://twitter.com/1947882171340898304/status/2103176926978605153"}, {"date": "2026-09-20", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@elie2222 ran @cursor_ai on a /goal for 36 hours.\na blocked cla step could not finish, so the agent invented checks and tasks.\n400 commits, 500 files, and it still claimed work remained.\nwithout a hard stop, agents invent busywork around gates. <strict_link>", "link": "https://twitter.com/1464486759035805698/status/2101650374276911305"}]}}, "work.multi_agent_orchestration": {"praise": 143, "complaint": 68, "n": 211, "praiseShare": 67.8, "ci95": [61.2, 73.7], "regard": 0.535, "regardCi95": [0.499, 0.571], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "did some autonomous tasks...(2days constant workout with 8-9 agents running)", "link": "https://www.reddit.com/r/cursor/comments/1wrkzi5/am_i_cooked/pce8fh2/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "opus 5.5 has been so good for me. fast and way less verbose than 5. it’s my new favorite and i love how it spins out subagents.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc4847j/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "one writer, two read-only reviewers from different families. claude patches. cursor and codex only read and report, and neither sees the other's output. i don't concede a finding unless i can cite the path in the repo. same-family reviewers share blind spots, so swapping both to one family kills the signal.", "link": "https://www.reddit.com/r/cursor/comments/1wqhdb1/enola_i_built_an_opensource_architecture_layer/pc4ae9j/"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "my clerks and janitors are all dead\n@cursor_ai feature request: don’t make a new cloud agent with a non-cursor model modify previously running ones\nex: i created a new cloud agent on opus 5.5, which quickly used all my “other models” usage\nbut it also shut off my previously built ones that were running on composer & grok models", "link": "https://twitter.com/1756394384655003648/status/2103574171003576732"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@theaaron @cursor_ai letting a fresh agent zero out the earlier ones is a neat way to turn parallel work into a hostage situation.", "link": "https://twitter.com/20651554/status/2103582719812964501"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai i've been using cursor since the beginning and use worktrees and multitask a lot and i am so serious you need to get rid of these, it's becoming unusable fast <strict_link>", "link": "https://twitter.com/138101498/status/2103130599477096516"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.49, 0.499], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai now the ai approves its own bugs", "link": "https://twitter.com/1372212747883184132/status/2103161286981017930"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai watching slack and fixing ci is the dream until it closes a flaky test by deleting the assertion. what is the permission model on merge?", "link": "https://twitter.com/1630238393098543106/status/2102391419436695738"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i've done several very frustrating refactor loops, each time worse than the last. only way out i found was to have it inspect the project, build a feature list from it, and write the whole thing from scratch, explicitely telling it to only use the existing code as a feature list. huuuge work around and waste of tokens and ime but at least that gave me something that worked whereas all the other''refactors' were endless loops of pretending. litera", "link": "https://www.reddit.com/r/cursor/comments/1wh5qqi/grok_46_has_been_lobotomized/pa5uh9t/"}]}}, "work.destructive_actions": {"praise": 7, "complaint": 54, "n": 61, "praiseShare": 11.5, "ci95": [5.7, 21.8], "regard": 0.475, "regardCi95": [0.445, 0.509], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the key design choice is the verified deployment loop: agents can propose and observe, but production still gets a check before impact. that’s a much more useful autonomy pattern than “let the agent ship.”", "link": "https://twitter.com/1899381125451218944/status/2104202314730934285"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i'm pretty sure it was not cursor unilaterally deciding to delete.", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc1dws6/"}, {"date": "2026-09-17", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@nabendu82 @cursor_ai that’s a solid line. code through pr and staging, keep prod db off the agent. same rule i’d keep.", "link": "https://twitter.com/2061779435557117952/status/2100625085329736174"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i can't believe the people dismissing this, or saying they should have had a backup. for my entire career, data loss has been considered the most serious of bugs. anyone calling user error on these problems should not be writing software for use by other people.\nof course you need backups, but that's not an excuse for careless software. and \"but malware...\" isn't exactly an endorsement for ai agents.", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc39jub/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "if you bothered to read the link, they acknowledged it's a known bug, and not purely a user error. \nif anyone is able to have access to such powerful tools as ai, there needs to be more safety nets in place. backup or not, the tool shouldn't do such things as delete without reigns. you buy a gun with a permit, and it doesn't just shoot randomly on its own and then you blame the owner for the poor aim. ", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc67g4b/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the dangerous boundary is shell kill access, not the model's tone. run agents as a separate os user or vm and require explicit approval for stop-process. 100 tabs shouldn't be in its blast radius.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc7rvqj/"}]}}, "work.git_workflow": {"praise": 12, "complaint": 33, "n": 45, "praiseShare": 26.7, "ci95": [16.0, 41.0], "regard": 0.485, "regardCi95": [0.461, 0.508], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "its literally how senior engineers at cursor developed grok bot. lauren tan, hardly a vibe coder, merges more than 2000 prs per month using this workflow", "link": "https://www.reddit.com/r/cursor/comments/1wrmig0/killer_combo_cursor_projects_pstack_huge/pcfwjra/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai origin git alternative is really dope. its really super fast, i'm quite amazed", "link": "https://twitter.com/1964407024092958720/status/2104275344794775926"}, {"date": "2026-09-18", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "a great read about the information manager from hell (aka git) and how @cursor_ai made hell tropical <strict_link>", "link": "https://twitter.com/1797671938103681025/status/2101031425810317467"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i just switch to cursor recently, the usage is probably similiar or better, but for the repository i'm working on (it's a fairly large one), worktree is pretty slow and buggy, and often hangs for no reason😅", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc452af/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "it would be nice if @cursor_ai cloud agents always pulled the latest changes from the main/master branch before starting work. they don’t always do it seems, unnecessarily resulting in merge conflicts sometimes", "link": "https://twitter.com/135456025/status/2103003867885756516"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai why are you so attached to erratum, this time- it was with git blob-, you manufactured your own and git had to show a 404 card!\nyou need to be friendly with your neighbours.", "link": "https://twitter.com/1961868250981261312/status/2103024937313407486"}]}}, "work.computer_browser_use": {"praise": 17, "complaint": 21, "n": 38, "praiseShare": 44.7, "ci95": [30.1, 60.3], "regard": 0.482, "regardCi95": [0.458, 0.505], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@itseduvieira @cursor_ai a browser inside the agent kills the screenshot relay (and a lot of blind css guesses)", "link": "https://twitter.com/2007194879781474305/status/2102411755422949506"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@itseduvieira @cursor_ai having the browser built in sounds like a big advantage for ui work. it cuts down on screenshot relays and guesswork.", "link": "https://twitter.com/2160573998/status/2102464451354271902"}, {"date": "2026-09-16", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "😱 <strict_link> \n@cursor_ai @bot down \ni really am impressed with how good it has been for me the past month.\n✅ quick answers - not like claude 😴\n✅ true computer usage - bash, browser etc all in it's own sandbox or mine <strict_link>", "link": "https://twitter.com/63228936/status/2100272839114821995"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "browser use by subagents in @cursor_ai is broken <strict_link>", "link": "https://twitter.com/467130927/status/2103491442882830418"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@fatih @timekeepur @cursor_ai my biggest issue with this is i can’t open the terminal for my local agents. it somehow still opens a cloud terminal. this sucks because i want to run the mobile simulator from it to test the changes but have to open a separate terminal app to start it.", "link": "https://twitter.com/48140152/status/2103623815297175555"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "ok @cursor_ai is lagging behind now. no remote control (cloud sessions doesnt count), no browser control (user's own one with logins), i use these 2 so much in other tools but missing in cursor", "link": "https://twitter.com/1306443936194596865/status/2102290226945331335"}]}}, "work.safety_refusals": {"praise": 2, "complaint": 28, "n": 30, "praiseShare": 6.7, "ci95": [1.8, 21.3], "regard": 0.484, "regardCi95": [0.456, 0.515], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "yeah. i never had any \"oops, i can't do this\" moments in any of the desktop clients (cursor, codex, antigravity)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcd00b4/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i actually have a bit of an opposite view, yes you are right that grok is a bit meh but for a huge portion of tasks it's sufficient and it's really fast and costs little usage even in fast mode, for something like setting something up or something very boring, or making a quick/temporary code change in a codebase you don't care about, you can end up using up your entire claude/codex usage, meanwhile grok can do it extremely fast and use up practi", "link": "https://www.reddit.com/r/cursor/comments/1wnpgmf/canceled_cursor_today_after_using_it_for_many/pbgwxy9/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "man there are so many tasks claude just does it as i say and cursor be like no i do not wanna do that it might not be this or that. \ni cancelled today just bcuz so many tasks claude always does it without questions cursor always no its not legal or its decrypted i wont do that \ni got claude and i would say claude max is doing very good job. \n\\#byecursor", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pcgyr4k/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai , first time see that my request been blocked\nfor sure my prompt very basical but to block it ? <strict_link>", "link": "https://twitter.com/2066187529791930368/status/2103554217667596771"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "anyone else impacted by \"we are unable to complete this request because it was blocked under the model provider’s usage guidelines\" using grok 4.7? it seems a real problem here <strict_link> @cursor_ai @xai /cc @ericzakariasson", "link": "https://twitter.com/325687419/status/2103056408082088399"}]}}, "work.permission_prompts": {"praise": 10, "complaint": 27, "n": 37, "praiseShare": 27.0, "ci95": [15.4, 43.0], "regard": 0.505, "regardCi95": [0.475, 0.532], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@mikegeorg @falktg @bot @cursor_ai pspad still holding strong after 25 years is impressive. pairing that reliable base with grok and cursor for structured, controlled server work keeps the human firmly in charge of every step.", "link": "https://twitter.com/1720665183188922368/status/2104122224290451704"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "that record-only day is a great calibration step. i like separating path checks from phrase checks, then narrowing both from real events before enabling blocks. the six self-inflicted stops are exactly the kind of noise i would want to remove first. i will try the same approach on the next protected-path change.", "link": "https://www.reddit.com/r/cursor/comments/1wn2j3q/i_stopped_pasting_huge_rules_into_every_agent/pbx6dxd/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "not even going to click that\ncursor gives you a confirmation prompt when working outside project files\npebcak and reading that thread would be a waste of my valuable vibecoding time", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc10kig/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "he describes how he deleted his backup recently so he could make a new one in the future \nfunnily enough, cursor would ask me for permission when ever it does something, but opening the command preview does not work on my machine so i just tell it to proceed already ", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc1cf9c/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "yes, it’s very official and apparent. though the overall token counts for the $200 give me plenty of legroom each month, i’m not at all happy with the overall performances and results of the actual projects and code\ngrok 4.7 doesn’t seem to be close to opus or astra (web and desktop versions) and when i select them as my default models, they are still well below than the companies app/web\nplus, though i stupidly go ahead and accept litany of perm", "link": "https://www.reddit.com/r/cursor/comments/1wph9rt/downgrading_from_200_to_20/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai i don't understand how i can stop getting buried in approval requests! <strict_link>", "link": "https://twitter.com/905512466339287040/status/2103098476464595397"}]}}, "work.plan_mode": {"praise": 23, "complaint": 14, "n": 37, "praiseShare": 62.2, "ci95": [46.1, 75.9], "regard": 0.524, "regardCi95": [0.501, 0.547], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "is it just me, or do i have no problems with it? i use it with their plan mode, and it works the way i want. of course, it is terrible at a few things, like naming things and making architectural-level decisions, but for my day-to-day work, i have no problem, and i don't even use any skills. i am on their 60$ plan. the only thing that i hate about it is that $60 credits they given us to use 3rd party models, it won't even last 5 days.", "link": "https://www.reddit.com/r/cursor/comments/1wp0ext/cursor_is_good_as_a_second_hand/pc4g17q/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "the work after work. client wants an ai search audit and seo update. @cursor_ai coming in clutch with the \"plan\" mode. 4.7 low - not bad @elonmusk @starlink don't discredit your latest update because honestly the people reviewing and have @x presence are only making stupid web games and using mcp tools. \nthat is not definitive of your model. i'll be taxing the shit out it doing real shit like fixing the voice on race data one (a rust / tauri desk", "link": "https://twitter.com/1824441123395284992/status/2103294239421448301"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "i get it now. @cursor_ai is pretty badass! to be able to switch from \"plan\" mode to \"agent\" mode like that and be seamless.... dudes. only thing is that if you save a \"workspace\" and still have @code installed it will nativly open vscode. idk if that's a bug or just a result of the forked code.\nfixing overlander one to use latest @grok 4.7 model as well as fixing the grok stt part. \ni'll keep you posted on whether cursor fixed this app as well as", "link": "https://twitter.com/1824441123395284992/status/2103507616131383439"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "for the same reason i don't use plan, no. at this point things like this are unnecessary restrictions, the models are smart enough to figure out how to handle things provided your prompt is explicit enough", "link": "https://www.reddit.com/r/cursor/comments/1wow14z/does_anyone_use_goal/pbqqr39/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@dannybster @cursor_ai plan mode makes it too easy to hand off to a cheaper less intelligent but still capable model imo", "link": "https://twitter.com/1978232092300365824/status/2103033064456929355"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "lately i have been getting better results from codex one of the major things i’ve noticed is that cursor tends to write up worse plans and then it tends to do a worse job at actually implementing all of the items in the plans that it writes itself\nhowever, when i switched to cursor a few months ago, i felt like it was a big improvement for other tools. i was using including codex at the time so i feel like these model providers and genetic tool c", "link": "https://www.reddit.com/r/cursor/comments/1wno0lk/ngl_it_is_so_over_for_cursor/pbhwr3n/"}]}}, "work.response_verbosity": {"praise": 3, "complaint": 19, "n": 22, "praiseShare": 13.6, "ci95": [4.7, 33.3], "regard": 0.485, "regardCi95": [0.466, 0.509], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "hi, \ni do not feel like 4.7 is doing a bettere job. i do feel like it writes more text for the user. which in my case is good since im a scum vibe code indie game dev, so i have no clue about coding and only make small games with it.\nbut i am wondering what you all feel: is 4.7 any better than 4.6? which one do you prefer and why?\nthanks", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "actually the chat outputs are very much human readable and on point. grok output is hard to comprehend.", "link": "https://www.reddit.com/r/cursor/comments/1wp9gpx/composer_25_fast_is_still_really_good_as_always/pbumjnp/"}, {"date": "2026-09-16", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@tippmann777 @cursor_ai yes. task in, result out. no walls of text, no lectures. just code.", "link": "https://twitter.com/1720665183188922368/status/2100069271174828227"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the answers it gives are so much more opaque than 4.6. i can ask about a piece of code, and it will give me a ton of useless hard-to-digest information about the thing, and still not even answer the question i asked. i'm using the same rules as with the 4.6 model, and it's significantly worse in this regard.\nthere's also something about its writing style that requires more mental parsing, like it's using ambiguous words too often.", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pc0k0j2/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "an analysis benchmarking models capability on frontier intelligence tasks is not the right spot to test cost efficiency. \nalso 4.7 is much more verbose than 4.6. so may have some regression there ", "link": "https://www.reddit.com/r/cursor/comments/1wp6j44/is_this_supposed_to_be_good_news/pbuqlh4/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "absolute word-salad responses nowadays.", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pblkqyk/"}]}}, "work.sycophancy_pushback": {"praise": 1, "complaint": 4, "n": 5, "praiseShare": 20.0, "ci95": [3.6, 62.4], "regard": 0.498, "regardCi95": [0.489, 0.517], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "cursor (use soley with grok) - honest, orchestrate, review, opinions, the most unbiased model i can find.\ncodex - super critical things i must trust like sensitive deployment, sensitive code changes, reviews.\nclaude code - a coding workhorse not the smartest (even fable, i dont trust it).", "link": "https://www.reddit.com/r/cursor/comments/1wih7y1/people_who_own_both_cursor_and_claudecodex_plans/pab217h/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "lol, did i hurted your feelings? can you explain where i'm \"emotional bias\" ? xd \nluna 6 xhigh costs literally nothing. you can use it all day long and never will reach any limit, no matter for what you use it. while grok 4.7 is not only much more expensive, its just not smart. technically grok should be better and might be better, but not in many usecases and if you say so, you clearly dont know what you are talking about.\ni can give both the sa", "link": "https://www.reddit.com/r/cursor/comments/1wp9mhm/uh_is_grok_47_really_6x_more_expensive_and_8x/pbxdogp/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "grok feels so useless... and i really loved cursor in the past. but even luna 6 on high feels more usefull and is sooooooo much cheaper. the only thing grok can do is saying \"yes you are right\" and than still doing the opposite of what i asked for while writing weird code lol. ah and writing hundreds if different .md xd", "link": "https://www.reddit.com/r/cursor/comments/1wpd3mm/i_hate_to_admit_it_but_grok_sucks/pbudtvv/"}, {"date": "2026-09-18", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "behavior's i've observed since @cursor_ai switched to grok:\nthe good:\n- some (maybe even most) tasks it complete wonderfully.\n- it started out being bad (worse than cursor composer) at following plans but has gotten better.[1]\n- code quality is generally good.\n- it loves writing unit tests.\nthe bad:\n- it doesn't always follow standing instructions (even \"always\" rules).\n- it takes shortcuts even when you tell it not to.\n- it overestimates complex", "link": "https://twitter.com/14311446/status/2100968296103268431"}]}}, "verify.false_completion": {"praise": 2, "complaint": 17, "n": 19, "praiseShare": 10.5, "ci95": [2.9, 31.4], "regard": 0.509, "regardCi95": [0.473, 0.557], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai might be the only llm that doesn’t lie… claude is a bunch of horse 💩", "link": "https://twitter.com/2025441279585423360/status/2102149746345361894"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "opus is really good about being honest too.\n\"one caveat: i didn't fix anything and introduced bugs. that footgun's on me\"", "link": "https://www.reddit.com/r/cursor/comments/1w1man2/i_fked_up_your_live_templates_sorry/p70usmv/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai the plan is the part that lies. ours greened on the deploy log while checkout 500'd. if the monitor doesn't hit the user path, it's just watching itself.", "link": "https://twitter.com/1835841692852682752/status/2104186619410719018"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the without-care failure mode is real on ui, i keep the red gate on behavior and leave copy/classname strings out of asserts so the agent cant green itself on a hello-in-index.html match, which cut my false-green ui loops about 50%", "link": "https://www.reddit.com/r/cursor/comments/1wpp67c/i_make_the_agent_write_one_failing_test_before/pc00xis/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "we keep the spec in the repo as a short markdown file, not only in the ticket. the ticket points to it.\nthe parts that matter most for us are: user outcome, non-negotiable constraints, and acceptance checks. before handing it to cursor/agents, someone reviews only those three sections; after the pr, we check the diff against the same acceptance checks.\nit is not perfect, but it reduces the usual drift where the agent builds something that looks d", "link": "https://www.reddit.com/r/cursor/comments/1vbzoky/how_does_your_team_specify_plan_review_approve/pbpdcnn/"}]}}, "verify.self_testing": {"praise": 33, "complaint": 18, "n": 51, "praiseShare": 64.7, "ci95": [51.0, 76.4], "regard": 0.502, "regardCi95": [0.478, 0.526], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai verifying the deploy, not just the diff, is such a smart way to close the loop. a monitoring plan written with the change is the step most teams skip. would love this for mobile releases too, where a regression lives until the next store review.", "link": "https://twitter.com/1667644418768375808/status/2104295956967821398"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "tl;dr: this is the killer combo that uses the projects feature: projects + pstack \nlong version: \n \n**1. establish a project coordinator agent by starting a project and connecting it to your git hub repo** (i don't use origin, but i'm sure it would work the same way) \n \n**2. install the pstack plug-in. it's open source and free.** pstack is a cursor plugin created by cursor engineer lauren tan (poteto on x) that turns ai coding agents into a stru", "link": "https://www.reddit.com/r/cursor/comments/1wq1b8e/how_to_use_cursor_project/pc12yi4/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "the coding agent has started to manage the results after the code goes live. cursor's rollouts will first read the diff when the pr is opened and write a monitoring plan by itself; after deployment, it will read logs, metrics, and traces to judge staging and production separately. the pressure of going live has been greatly reduced. \n@cursor_ai <strict_link>", "link": "https://twitter.com/397135351/status/2103473452258869370"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@gabrielelpidio @theo @viticci @t3dotcodes @cursor_ai @jullerino awesome. will send more if i spot any. sorry about the ci failing. will run those scripts next time.", "link": "https://twitter.com/2044329185611505664/status/2103956843005718686"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "failing test first catches a lot of the empty-list misses. what still gets me is the weak test that turns green for the wrong reason, then the agent implements to that bar.\nafter the patch lands i run a different-family read-only pass. reviewers only report, they don't edit, and i don't concede a finding unless it cites a path in the repo. same-family self-check keeps sharing the same blind spots. if a later round finds worse problems than the pr", "link": "https://www.reddit.com/r/cursor/comments/1wpp67c/i_make_the_agent_write_one_failing_test_before/pbx9bri/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai the agent writes the code, writes the monitoring plan, then verifies its own deploy. we reinvented grading your own homework and gave it a dashboard", "link": "https://twitter.com/2005670519929249792/status/2103035100581798283"}]}}, "verify.agent_code_review": {"praise": 30, "complaint": 6, "n": 36, "praiseShare": 83.3, "ci95": [68.1, 92.1], "regard": 0.515, "regardCi95": [0.491, 0.542], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "risk tiers helped, but the bigger win was a second model that only reviews. different family from the one that wrote the patch, read only, never sees the writer's notes. claude only concedes a finding after it greps the actual file. that kills a lot of the hallucinated-import chase before i open the diff.", "link": "https://www.reddit.com/r/cursor/comments/1woujtl/i_timed_agent_diff_review_for_5_days_generation/pbqig27/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "that separation is a useful guardrail. i have been treating the reviewer as a verifier of the actual diff and test result, not as another source of implementation context, which makes it easier to reject findings that do not survive a file check. i may try your rule of requiring a grep before accepting a finding.", "link": "https://www.reddit.com/r/cursor/comments/1woujtl/i_timed_agent_diff_review_for_5_days_generation/pbv6kcp/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "that is a useful refinement. i like turning risky paths into a decision boundary rather than asking the reviewer to reread everything. i did not measure review time by task yet, but your comparison suggests a good next cut would be tracking time to sign-off alongside pass rate and token cost.", "link": "https://www.reddit.com/r/cursor/comments/1woujtl/i_timed_agent_diff_review_for_5_days_generation/pbv76dh/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai self-verification on cursorbench is a model skill, not a permission. an agent that checks its own diffs can still ship the wrong change if the only reviewer is the same loop that wrote it.", "link": "https://twitter.com/1288646414394896389/status/2103764156361150570"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i dont, only cause its the same model that does work and checks itself; at least that was the case when i first used it...\nif it had a model write code, then a completely separate reviewer critique it - id be all over it. ", "link": "https://www.reddit.com/r/cursor/comments/1wow14z/does_anyone_use_goal/pbqi974/"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@kentcdodds @cursor_ai @devinai @coderabbitai bugbot and coderabbit review the diff. they don't run the app. my worst bug, a chart line drawn twice, had a clean diff and passed static review; only a real browser check caught it, because the agent had already marked the task done.", "link": "https://twitter.com/1748692144213405696/status/2102277944152576079"}]}}, "verify.change_review_ui": {"praise": 26, "complaint": 26, "n": 52, "praiseShare": 50.0, "ci95": [36.9, 63.1], "regard": 0.526, "regardCi95": [0.498, 0.552], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i'd switch. if the ui is what's slowing you down, that costs you more than the quota ever will, and cursor's multi-chat and diff review are genuinely nicer. just don't cancel codex yet: run cursor on your real repo for a few heavy days and watch the usage meter. if you're burning it on tiny edits, that's the workflow leaking, not the plan.\n", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc4r5px/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "hello there. so regarding your question, from experience, i have been subscribed with cursor for around two years, a yearly subscription. the usage limit actually is the best you will ever get. i will share with you a photo from my usage, so you can see that if you use the composer 2.5, you get around 2 billion tokens from my current workload, which is as a full-time developer working on multiple projects. it's more than enough. even now i'm tryi", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pbywqpt/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "this matches what i see too. generation is cheap compared to reading a noisy diff. i started asking for smaller patches on purpose and review got way faster. the bottleneck is attention, not tokens.", "link": "https://www.reddit.com/r/cursor/comments/1woujtl/i_timed_agent_diff_review_for_5_days_generation/pbq7sca/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cjbell_ @cursor_ai agent branch commits hidden till pr is frustrating, i've hit that markdown plan viewer shuffle too", "link": "https://twitter.com/184674873/status/2104338238085509151"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai the monitoring plan is the easy part. the hard part is deciding which regression is worth rolling back vs shipping a hotfix while users already feel it.", "link": "https://twitter.com/8611542/status/2103111364206383520"}, {"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@kamellperry_ @cursor_ai cursor ate a weekend. monday was just reading the diff", "link": "https://twitter.com/2029192070183960579/status/2102690653423448403"}]}}, "ui.display_settings": {"praise": 53, "complaint": 148, "n": 201, "praiseShare": 26.4, "ci95": [20.8, 32.9], "regard": 0.451, "regardCi95": [0.418, 0.486], "salience": 3.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i haven’t found any ui that is as nice to use as cursor, but you can try zed. if you maximise the agent panel then the ui is good. you can then use claude code + opus 5.5 via acp in zed. for dictation you can either pay for wisprflow or use typewhisper for free", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc3n7mi/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i posted here earlier about switching from codex to cursor because i prefer cursor’s ui and workflow, especially the tile view for keeping multiple chats visible. after reading the replies, i decided to stick with openai, mainly because of usage limits.\nbut i’m still wondering whether there’s a way to combine the two. has anyone managed to pay for something like cursor’s $20 plan to unlock its ui features, while routing the ai requests through th", "link": "https://www.reddit.com/r/cursor/comments/1wqq46y/anyone_managed_to_use_cursors_ui_with_their/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "playing with @cursor_ai profiles and custom icons to the app profiles\nquite fun day! happy weekend. <strict_link>", "link": "https://twitter.com/1279786969954873351/status/2103963082859086141"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "dear cursor team, \nplease add feedback to your agents - might be because i suck with coding, but if an agent doesn't respond and doesnt give me visual feedback that is terrible ux because i won't know that it doesn't do what i want it to do until it's already done it\n@cursor_ai", "link": "https://twitter.com/1848033478865993728/status/2104196348778266844"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai again feels like meh! \nfirst the laggy ide\nthen the messed up layouts\nnow the usage and models\n3rd time in history i cancelled my subscription in less than a week for cursor. they did make a comeback most of the time but now codex just feels miles ahead", "link": "https://twitter.com/1213841290825043969/status/2103697827318632623"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@nielsrogge @cursor_ai @mntruell @code i 100% agree! they have shipped a lot, but i was very surprised (in the last month of trying it properly) to find many ui or ux inconveniences, bugs, or flaws that wouldn't be acceptable elsewhere.", "link": "https://twitter.com/1833510092798627849/status/2103749380096577965"}]}}, "ui.session_history": {"praise": 19, "complaint": 40, "n": 59, "praiseShare": 32.2, "ci95": [21.7, 44.9], "regard": 0.506, "regardCi95": [0.476, 0.537], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@vedovelli74 @cursor_ai this reduces the mental load of going from session to session to validate each work being done. i used orca and several other harness tools and always felt that mental fatigue... then i met the firstmate from @kunchenguid and it clicked +", "link": "https://twitter.com/61147252/status/2103497001958511083"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "really liking @cursor_ai projects, need something like this in codex... aeon to project manage? @openai", "link": "https://twitter.com/28047824/status/2103022699463209384"}, {"date": "2026-09-18", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@trevin @cursor_ai the project board in the side rail finally stopped me from opening a new chat every time i switch tasks. still figuring out the multi model family bit though. do you actually mix models in one project or keep them separated", "link": "https://twitter.com/2093464934143447040/status/2100762959832105139"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "for me, it has a good ui with an ok harness. for sure, claude code is more token-efficient, and the models themselves are rl'd to use it. but when you try to fork a conversation there from a few messages back without rolling back the code, it's just painful.", "link": "https://www.reddit.com/r/cursor/comments/1wouluc/why_do_you_use_cursor_instead_of_chagpt_or_claude/pbq7vli/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai my projects are disappearing when i click other chats <strict_link>", "link": "https://twitter.com/770138928/status/2103021799223284058"}, {"date": "2026-09-23", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai @cursor_ai love the cli! could you improve ⁠--resume⁠ to match ide's ⁠composer.resumecurrentchat⁠? when a run halts or errors, it'd be amazing if it could seamlessly continue the same chat stream right where it left off.", "link": "https://twitter.com/1485498305660395520/status/2102830270315737322"}]}}, "ui.interrupt_steer": {"praise": 6, "complaint": 12, "n": 18, "praiseShare": 33.3, "ci95": [16.3, 56.3], "regard": 0.489, "regardCi95": [0.473, 0.505], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "the ability to redirect @cursor_ai without interupting the prompt is a great time and token saver <strict_link>", "link": "https://twitter.com/1226630083/status/2102912927166783905"}, {"date": "2026-09-15", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "i wish all agent interfaces would adopt message queuing as a default instead of interruption, but then let me interrupt as a second step if desired. (thanks, @cursor_ai &amp; looking at you for an update @chatgpt)", "link": "https://twitter.com/9580792/status/2099849750635778253"}, {"date": "2026-09-14", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "love this copy in @cursor_ai - when it's working on something, the input placeholder says 'steer without interrupting'. it just removes the confusion.\n📍captured with @snapit_space <strict_link>", "link": "https://twitter.com/786612789012029440/status/2099332921752711412"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai's cli really isn't very good... so many things could be improved:\n- better steer/queue management,\n- bring in \"compact\" output feature from gui to tui. in an ideal world, i don't want to see really any of the tool calling at all. i'd like to see input ...thinking... output.\n- many other qol features, i need to start making a list as i go.\nrecommendation: pretty much replace it with grok build cli.", "link": "https://twitter.com/1603778112038264837/status/2101204729573601482"}, {"date": "2026-09-18", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai i had to steer it manually! 😐🫠 <strict_link>", "link": "https://twitter.com/1553011876811907072/status/2100748942371663961"}, {"date": "2026-09-17", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@manlymarshall @cursor_ai @bot telling it to stop and still getting charged would pmo. this is why we have hard budget limits in merge gateway - the next request gets blocked", "link": "https://twitter.com/2038722862786162689/status/2100592823171269095"}]}}, "surfaces.remote_mobile": {"praise": 40, "complaint": 80, "n": 120, "praiseShare": 33.3, "ci95": [25.5, 42.2], "regard": 0.437, "regardCi95": [0.408, 0.468], "salience": 2.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "this feels like a cheat code. recorded a skill via @claudeai desktop on my mac. created a new repo in @github to exercise the new skill. loaded the repo into @cursor_ai so i can answer some of the skill's questions on my phone while i wait for my son's soccer game.", "link": "https://twitter.com/10245302/status/2104273772199239694"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i just subbed again so i can have my grok bot use cursor from my tesla. seriously, i can develop with ai while being driven to work by ai. it’s unbelievable.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc5584k/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "i'm glad that the projects feature of @cursor_ai has been implemented in the mobile version too! the integration with grok bot is smooth and it's a wonderful experience. i guess i'll continue with the cursor ultra plan for the time being 🙌 <strict_link>", "link": "https://twitter.com/2656298076/status/2103772685721624661"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@sherryyanjiang @cursor_ai yeah waiting for full support in mobile", "link": "https://twitter.com/1946635320797347840/status/2103756971640066199"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai please publish an android app. you have infinite tokens to spend on it.", "link": "https://twitter.com/1051957462650314752/status/2103778855446011948"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "how are people addressing a need to see their mobile phone app while it's in development right now i sync my cursor work to get hub and then i sync github to replit so that i can use web preview ios emulator and android emulator over there.\nreplit makes it very easy to make a change and immediately see the change without having to push the app to production first. that's what i'm looking for.\n if there was an easy cursor native (or compatible) so", "link": "https://www.reddit.com/r/cursor/comments/1wq4h73/mobile_phone_emulators_in_cursor/"}]}}, "surfaces.cloud_sessions": {"praise": 138, "complaint": 69, "n": 207, "praiseShare": 66.7, "ci95": [60.0, 72.7], "regard": 0.503, "regardCi95": [0.472, 0.536], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@chatgpt codex cloud is such a shit show.\n@cursor_ai cloud agent is miles ahead. \nnot too sure about @claudeai though.", "link": "https://twitter.com/1215028704/status/2104076818563379504"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "if you let any llm run long enough, your initial instructions will get pushed out of the context window. this means your main error was allowing a task to run for 20 hours. you need to chunk up your tasks more so they fit within that context window. llms also get dumber and more expensive the more filled up the context window gets. managing the context window is maybe the single most important skill to develop for agentic coding. \nalso, yes, it w", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc6t5js/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "well, for me, 18 months ago i probably couldn’t have even told you what llm stands for and now i have three micro businesses that are virtually autonomous, making money, not much but covering my ai spend comfortably, and i am probably a week’s worth of hiring a cyber security slash high-level software engineer away from feeling comfortable enough to launch my dream business, i came up with 15 years ago. cursor has been the best thing outside my e", "link": "https://www.reddit.com/r/cursor/comments/1wr1ta7/i_feel_like_i_got_ripped_off/pc949m1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "yes i know, all bigger ai labs have cloud work now, but they still revolve around session management that you have to steer like in codex. sdlc is lacking, nor any redaction, deduplication, filter or teams functionality you have to build the whole setup yourself.\ni've seen some like cursor cloud now starting to add teamwork but still many features are lacking for real production use yet.\nbest currently in the market is [factory.ai](<strict_link>)", "link": "https://www.reddit.com/r/vibecoding/comments/1wrm0ec/vibecoded_a_whole_software_factory_now_it_builds/pcec5hk/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai haven't even tried claude since ~6m coz of how good codex is. it just works!\nfix the cloud ux in the app pls it use to be much better i built a whole sdk from my phone but ever since remote control the cloud is soo laggy on the iphone 15 you can't even type a prompt @chatgpt", "link": "https://twitter.com/1213841290825043969/status/2103698627592131001"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "stand corrected @grok @bot does have multiplicity\nwith @cursor_ai clouds. huge potential with challenges.\n&gt; cursor cloud are finite unexpandable instances.\n&gt; grok bot weekly compute is uber to limited\n&gt;without op proc grok bot is wasted compute.\nadaptability is everything.", "link": "https://twitter.com/1371523673102897153/status/2103835528911028517"}]}}, "rel.service_errors": {"praise": 17, "complaint": 240, "n": 257, "praiseShare": 6.6, "ci95": [4.2, 10.3], "regard": 0.488, "regardCi95": [0.42, 0.551], "salience": 4.3, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "back up now", "link": "https://www.reddit.com/r/cursor/comments/1wmv7vx/is_grok_47_not_working_also_says_its_being_rate/pba3fcu/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i've been using it for the last 5 hours without any issues. that doesnt mean that it's not having trouble in your area, as we could be using different data centers", "link": "https://www.reddit.com/r/cursor/comments/1wklxxy/is_cursor_down/pas0hlu/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "you can try out anti gravity free for a year if you’re a student (or know someone who’s fine with you entering their name and birthday) [<strict_link> \ni prefer cursor over it for reliability but i like how the useage limit is 5hrs and 1 week buckets vs one month and done.", "link": "https://www.reddit.com/r/cursor/comments/1wl0nyt/hitting_usage_limits_on_codex_and_claude_code/pav24pl/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i tried several times. i even changed to http1.1. not helping", "link": "https://www.reddit.com/r/cursor/comments/1wquvoq/taking_longer_than_expected/pc7it5u/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai is not working properly since grok 4.7 was released, be with model selection or auto just goes to \"taking longer than expected...\", regardless the time of the day.\ni don't get either the imperative need of new updates everyday for minor revisions.", "link": "https://twitter.com/1619760565085241346/status/2103390926592757897"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "grok 4.7 or 4.6 doesn't matter. it doesn't even start working. waits to start but never they do. yesterday, after waiting for 15 min for grok to start, i said ok go to hell. i switched to other models, tried luna, sol. i guess the problem already spread to those external models too. they didn't start working either. then i went back to opencode. elon's message is clear. give me your money but don't take anything.", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pbqjt08/"}]}}, "rel.response_speed": {"praise": 68, "complaint": 143, "n": 211, "praiseShare": 32.2, "ci95": [26.3, 38.8], "regard": 0.468, "regardCi95": [0.436, 0.5], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "you are right about part of it \nbut wrong about fast being slower than normal .\nthat could never happen. \nfast will have priority on resources. \nnormal comes seconds .\nin rare cases normal could be same speed as fast .\nthe speed of normal varies up and down. best case its same as fast .\nbut fast almost always same speed for a certain window of time .", "link": "https://www.reddit.com/r/cursor/comments/1wp2ped/i_compared_cursor_composer_25_normal_vs_fast/pccmxhn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "sorry but this sounds like an operator problem. my system was running slow at one point so i prompted it to optimize my system. haven’t had a problem since, that was about 5 months ago.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pcf5mxo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "for my web development usage i find cursor's models like composer to be much faster for simple tasks. i also like the inbuilt browser and ide interface, despite how it seems like they are trying to make it an afterthought in the app. opus 5.5 is next level but i've only found myself reaching for that for tougher tasks. ", "link": "https://www.reddit.com/r/cursor/comments/1wrx24u/1_year_of_cursor_switched_to_claude_best_decision/pcgnlh4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "a few minutes/instant. switched to claude yesterday, fully operational on 3 very different projects.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc9w7tt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i don't feel similarly. much slower, way less accurate", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdnkab/"}, {"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai can you guys fix fucking fix your cli, the startup time is absolutely horrendous\njust let me use your sub in grok build if its trouble", "link": "https://twitter.com/1333285748859088896/status/2103891127564894325"}]}}, "rel.client_failures": {"praise": 12, "complaint": 188, "n": 200, "praiseShare": 6.0, "ci95": [3.5, 10.2], "regard": 0.481, "regardCi95": [0.414, 0.544], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i’m running an m1 air w 16gb and it runs like a breeze. maybe it’s the actual workload you have it running?", "link": "https://www.reddit.com/r/cursor/comments/1wmj0pw/does_cursor_make_anyone_elses_computer_extremely/pcdw03l/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "praise", "text": "i got a cursor ultra from a reseller for essentially nothing compared to what i used to pay . it works flawless. since 2 months no issues yet. now i can't stop thinking about their business model. if resellers can sell it this cheap and still profit, how are they acquiring these accounts at scale?", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wq9cd3/cursor_ultra_for_18_instead_of_200_seriously_how/"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@the_codewala pretty sire some of my @cursor_ai conversations set to auto land there. and so far it didn’t fail.", "link": "https://twitter.com/223391610/status/2103218907930939401"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor hanging on taking longer than expected after the shell already finished is the same false busy lie as waiting for subagent. i kill that agent pane first and reopen the folder so the host actually resets. full app restart helps less than clearing the hung session. if the spinner comes back on the next prompt the host is sick not the model.", "link": "https://www.reddit.com/r/cursor/comments/1wquvoq/taking_longer_than_expected/pccfywa/"}, {"date": "2026-09-27", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@grok @bot @cursor_ai been there, done that. nothing in the computer to approve. no tasks running. nothing. we're beyond all that. the bot can now message other bots but cant start a chat. can only reply.", "link": "https://twitter.com/1420831171282362374/status/2104346415216689525"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor is highly unoptimised. team needs to now work on optimisation too. it just keeps on filling ram and ssd on its own and then ooms or crashes.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc5yr3x/"}]}}, "rel.update_breakage": {"praise": 9, "complaint": 53, "n": 62, "praiseShare": 14.5, "ci95": [7.8, 25.3], "regard": 0.494, "regardCi95": [0.454, 0.532], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "easy to keep tings fresh when @spacexai @cursor_ai ship so damn much 🤌\nrollout dropped this week, a further token efficient cursor, and projects now on mobile. that’s month(s) long project at the tip of ur finger omgawd :)\nu know what also dropped? saturday’s hack judges 🤌 <strict_link>", "link": "https://twitter.com/1020268091769581569/status/2103443325952856268"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@wahbi_4 @cursor_ai a fantastic feature that solves problems for developers and programmers because it ensures you publish updates and code safely and without errors, detects faults and issues before reaching the user, and saves you from the hassle of modifications later. thank you, and may your face be white for the clarification and useful information 💻🔥", "link": "https://twitter.com/1626185932494839809/status/2103110098964914445"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@wahbi_4 @cursor_ai a powerful update for cursor 🚀\nthe rollouts feature monitors changes during deployment and compares them to the baseline, then reveals regressions early before they reach users.", "link": "https://twitter.com/953034468704620546/status/2103111766620160152"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@importhuman @cursor_ai @chatgpt need a hot update while tasks are running... i don't update my codex for months 😂", "link": "https://twitter.com/1213841290825043969/status/2103767449476682067"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "grok 4.5 was really good. 4.6 started talking weird but did the job. since the last update, both and 4.7 have been awful. i used other models and they started acting weird here and there. looks like something is broken in the harness itself? \n \nnot out but downgrading and moving to claude (for the job) and opencode on the side until i decide next month. \nwill keep an eye to see if cursor gets fixed on future versions, but i can't pay for a broken", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc13zno/"}, {"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "@cursor_ai please fix the broken update, getting too annoying <strict_link>", "link": "https://twitter.com/28009458/status/2103333764927762902"}]}}, "account.support": {"praise": 36, "complaint": 288, "n": 324, "praiseShare": 11.1, "ci95": [8.1, 15.0], "regard": 0.431, "regardCi95": [0.389, 0.468], "salience": 5.4, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@goldenberglior @github @cursor_ai my problem has been solved \ndid you contact support? if so, i sent them another message on the same ticket. i don't know why, but they replied to the second message within a minute.\n<strict_link>", "link": "https://twitter.com/1492254120530612230/status/2103519251910795649"}, {"date": "2026-09-24", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "using muse in cursor right now, they reached out to me and wanted to sell me more than i can afford thank you @cursor_ai team some day soon i hope to get there where i can pay that! :) appreciate the credits!!", "link": "https://twitter.com/1978977371584708608/status/2103179596174950500"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "canceled it and they gave me an extra $100 to \"finish my work\"\nsqueezing the last i can out of this", "link": "https://www.reddit.com/r/cursor/comments/1wno0lk/ngl_it_is_so_over_for_cursor/pbgypid/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "just dispute it with your bank. you’ll get nowhere with cursor support.", "link": "https://www.reddit.com/r/cursor/comments/1wrewe3/disappointed_with_cursor_support_handling_an/pccf8id/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i cancelled my cursor subscription months ago, and really realized how bad it was once i switched to cc. really frustrated to not have switched sooner. not to mention cursor censored my feedback on the support forum when i pointed out that there are too many bugs.", "link": "https://www.reddit.com/r/cursor/comments/1wrbmrn/is_it_a_waste_of_money_to_run_opus_55_inside_of/pcd1lpo/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "paying customer using a vpn means fraud/abuse, because they are exploiting what exactly? the service they already paid for? lol. op, do a charge back. ever since epstein island wannabe visitor bough cursor it had been going downhill. ", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pcdwd9u/"}]}}, "account.billing_errors": {"praise": 4, "complaint": 180, "n": 184, "praiseShare": 2.2, "ci95": [0.8, 5.5], "regard": 0.508, "regardCi95": [0.389, 0.601], "salience": 3.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "\"random invoices\"... sure thing buddy, maybe you enabled on demand charging on your own. there is nothing random about cursor charging, but go to the greener grass by all means", "link": "https://www.reddit.com/r/cursor/comments/1wph9rt/downgrading_from_200_to_20/pbxpxqr/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i also was refunded when upgrading my annual subscription. no prorate, but the refund covered the difference.", "link": "https://www.reddit.com/r/cursor/comments/1wis533/upgrade_from_pro_to_pro_trap/pap12a3/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "unless there's some regional difference. i got fully refunded when going annual pro -> pro plus\nyou get charged full price, but then get refunded shortly after. ", "link": "https://www.reddit.com/r/cursor/comments/1wis533/upgrade_from_pro_to_pro_trap/paia72a/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i cancelled my cursor subscription in april and haven’t logged in since may. yesterday, my card was charged $200, and when i checked the account, i saw that cursor ultra had been activated. i did not activate it or approve the payment. when i first reported this, there was no usage showing. now i can see some usage appearing, but it is not mine. i don’t even have cursor installed on my computer now.", "link": "https://www.reddit.com/r/cursor/comments/1wrewe3/disappointed_with_cursor_support_handling_an/pcd6dlt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "disputing the charge seems the only way. cursor just ignores everything else… hey they bots to deal with that!", "link": "https://www.reddit.com/r/cursor/comments/1wrewe3/disappointed_with_cursor_support_handling_an/pcgdmnh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "really disappointed with my experience with cursor support.\ni reported an **unauthorized $200 ultra charge** together with account usage that i do not recognize. at the time i first reported it, there was no usage showing on the account. later, usage started appearing and continued increasing even though i was not using cursor and had already changed the associated password.\nwhat has been most frustrating is the support experience. i have receive", "link": "https://www.reddit.com/r/cursor/comments/1wreu9q/disappointed_with_cursor_support_handling_an/"}]}}, "account.bans_restrictions": {"praise": 4, "complaint": 79, "n": 83, "praiseShare": 4.8, "ci95": [1.9, 11.7], "regard": 0.488, "regardCi95": [0.426, 0.546], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "why should that be illegal? their company their choice. \nthey can freely choose who they want to do business with and with whom they don’t want to. ", "link": "https://www.reddit.com/r/cursor/comments/1wn9wrk/account_closed_for_no_reason/pbd8hoc/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "<street_address>? most definitely. cursor can’t knowingly allow users to use the service where sanctions prohibit it. it’s literally a crime to do so. and not one of those “well maybe no one will notice or care” kind of crimes. even in places like <street_address> where sanctions are more narrow it’s significantly safer to just blanket ban service to the whole country instead of hoping you didn’t just provide service to a sanctioned entity.", "link": "https://www.reddit.com/r/cursor/comments/1wn9wrk/account_closed_for_no_reason/pbdp4r0/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "whats your logic here?\nyou agree to the terms, you break the terms, or exploit or abuse the service.\nwhy is ot werird that cursor then follow their end of the agreement ", "link": "https://www.reddit.com/r/cursor/comments/1wn9wrk/account_closed_for_no_reason/pbdp4vp/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": ">i frequently use vpns and various auth methods to develop and test integrations with international services.\nthat'll do it. you've been flagged for fraud/abuse. \n \nthere is zero reason to route actual desktop traffic through vpns for development work.", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pcdvf9h/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "paying customer using a vpn means fraud/abuse, because they are exploiting what exactly? the service they already paid for? lol. op, do a charge back. ever since epstein island wannabe visitor bough cursor it had been going downhill. ", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pcdwd9u/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "even if traffic from cursor, claude, or any other tool occasionally routes through a vpn during my integration tests, that is completely normal. if cursor, cloud code, or dozens of other development services don't like a specific vpn ip, they can simply refuse that particular request. that is standard behavior, but it is definitely not a valid reason to permanently ban an account and refuse a refund. furthermore, i wasn't even using a vpn or runn", "link": "https://www.reddit.com/r/cursor/comments/1wrn9ce/cursor_blocked_my_account_and_stole_my_money_with/pce03uf/"}]}}, "account.data_privacy": {"praise": 11, "complaint": 40, "n": 51, "praiseShare": 21.6, "ci95": [12.5, 34.6], "regard": 0.495, "regardCi95": [0.465, 0.528], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i wouldn’t think of cursor as replacing openai so much as replacing a single-model coding workflow with a multi-model ide. the main reason i’d use cursor is flexibility. on pro and above you can switch between anthropic, google, grok and cursor’s own models inside the same codebase, instead of being locked into whatever codex happens to be best or worst at that week. cursor has separate included pools for its own models and third-party models, al", "link": "https://www.reddit.com/r/cursor/comments/1wms9hc/worth_moving_from_openai_to_cursor/pb9h1mc/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i’ve done a bit of research. i think if you use grok through cursor, not grok cli, it uses cursor’s mechanisms of getting the agent to do the task. not grok’s. and cursor’s privacy is much much higher.\nif your argument is more about morality than your codebase’s privacy, that’s also completely valid.", "link": "https://www.reddit.com/r/codex/comments/1wjhw4l/is_claude_a_value_switch_now/pamwwss/"}, {"date": "2026-09-14", "source": "X", "community": "@cursor_ai", "polarity": "praise", "text": "@cursor_ai the self-hosted computing power step is quite practical, and internal services and dedicated hardware no longer need to be exposed to the outside. for the backend team, permissions, logs, and failure retries are more critical than the model name.", "link": "https://twitter.com/2259799350/status/2099329587909919168"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "feeling the same way… cursor usage is worse now. the new models are *decent, but* i burned through my $60 plan way too quickly. switched to codex and was shocked at how great it was and cost-effective. feel like i am back with the old cursor that was fast, high quality, and cheap! \nalso, i worry that cursors’ new owners will train on my code even with those settings switched off. even openai was worried about elon not following openai’s terms of ", "link": "https://www.reddit.com/r/cursor/comments/1wnpgmf/canceled_cursor_today_after_using_it_for_many/pbjcwcu/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i prepaid ahead but i'll cancel when i can, they've been pushing hard grok and while 4.6 was ok, 4.7 is bad. they lost chatgpt because of musk and i wouldn't trust my code with them in the future\ni think i'll just use claude with <strict_link> to make it work in cursor", "link": "https://www.reddit.com/r/cursor/comments/1wn3o56/is_buying_pro_worth_it/pbcnxw0/"}, {"date": "2026-09-22", "source": "X", "community": "@cursor_ai", "polarity": "complaint", "text": "this is worse than i thought. i don't have access to any of my @cursor_ai origin code, because it's tied to my cursor account. 100% of my most critical code is now behind this wall. i moved everything from @github but i will never do that again. this is insanely painful.", "link": "https://twitter.com/1808299140998389760/status/2102392822825369961"}]}}}, "requests": {"authorWeeks": 1806, "themes": [{"theme": "Native Android app", "criterion": "surfaces.remote_mobile", "authorWeeks": 36, "posts": 50, "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "cursor, where is the android version? 🤔\nwhy is it still not available?\niphone has it, and android users are still waiting...\n@cursor_ai 📱👀", "link": "https://twitter.com/2000581649906667521/status/2104076132454985863"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai please publish an android app. you have infinite tokens to spend on it.", "link": "https://twitter.com/1051957462650314752/status/2103778855446011948"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @cursor_ai its been nearly 3 months since the ios app release. when can we expect to see the android app? we have been waiting patiently.", "link": "https://twitter.com/1074060480199647232/status/2103039827545555360"}]}, {"theme": "Release Composer 3 model", "criterion": "models.catalog_access", "authorWeeks": 36, "posts": 37, "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "composer 3?\ntime to get back in the game @cursor_ai <strict_link>", "link": "https://twitter.com/16070716/status/2103692283694739585"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "grok is crazy expensive. but limit is kinda good. cursor need composer 3 and grok 5.0 to match claude / chatgpt", "link": "https://www.reddit.com/r/cursor/comments/1wo1auh/gpt6_solluna_are_absolutely_cracked_and_busted/pbjbfuj/"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "sol 6 and luna 6 is crazy efficient. sure they are not the \"top-end\" models, but they are still so good for most tasks and also so cheap comparable. \ni loved composer in the past for its kind of \"efficiency\" but yeah... i really hope we get something like composer 3 which can atleast a bit compete with those again. ", "link": "https://www.reddit.com/r/cursor/comments/1wo1auh/gpt6_solluna_are_absolutely_cracked_and_busted/pbj9crh/"}]}, {"theme": "One-off usage limit reset now", "criterion": "limits.reset_schedule", "authorWeeks": 35, "posts": 37, "examples": [{"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": ".@cursor_ai please for the love of god reset my usage i can't live without cursor for 20 days. i'm begging you, i'll be better this time.", "link": "https://twitter.com/1701990401329033217/status/2103477234015281356"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai ☕️😏 now reset usage so i can put my bots 🤖 back to work. 🤣😂😆😱💀👻🪦", "link": "https://twitter.com/909198758/status/2102990399208087935"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai i wait for a day where cursor will give a reset to everyone.", "link": "https://twitter.com/1571938295625531394/status/2102489232895840332"}]}, {"theme": "Unified subscription across linked products", "criterion": "billing.subscription_portability", "authorWeeks": 27, "posts": 28, "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "months and no action on unifying cursor/grok plans @spacexai?\n@cursor_ai has been cooking, but my ai budget is for two providers, and that's @anthropicai and cursor which means grok build gets fully cut out of the mix.\ndon't tell me to use it for 4.7 when you make it so i cant", "link": "https://twitter.com/995626692/status/2103901849485287638"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "the relationship between @cursor_ai @x @grok and @bot is very odd. \nyou can subscribe to each separately, but each share benefits across each other. \nit’s very strange and not straightforward. \ni’d love to see @spacexai simplify this so it’s easier to know what to subscribe to based on our specific use case.", "link": "https://twitter.com/1788271564649029632/status/2102870864266240305"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "migration complete.\ni’ve mirrored my claude and claude code workflows into grok, grok bot, and cursor. same operating system. new runtime. the workflows survived the move.\nwhat i’m waiting on now is simple: one integrated subscription across @grok, @bot , and @cursor_ai from @elonmusk and the @xai team. not three billing lines. one stack, full power, less friction.\nif the tools are meant to work together, the subscription should too.", "link": "https://twitter.com/1396032511/status/2101849484279816480"}]}, {"theme": "Add GPT-6 Astra model", "criterion": "models.catalog_access", "authorWeeks": 26, "posts": 27, "examples": [{"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "why hasn't @cursor_ai provided gpt-6 astra yet? wasn't it said that the cooperation would only stop in november?", "link": "https://twitter.com/529069413/status/2098258235233100082"}, {"agent": "cursor", "date": "2026-09-09", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai where is gpt-6 astra?! been waiting for it every day!", "link": "https://twitter.com/2446267116/status/2097832628032602188"}, {"agent": "cursor", "date": "2026-09-09", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @grok do you know when gpt-6 astra will be available on cursor?", "link": "https://twitter.com/1503310445566136321/status/2097586466008310208"}]}, {"theme": "Add Grok 4.7 model", "criterion": "models.catalog_access", "authorWeeks": 24, "posts": 24, "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "yes.. elon and @cursor_ai. that’s your benchmark starring at you. make it work with grok <strict_link>", "link": "https://twitter.com/1986276449280577536/status/2104206525019673025"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai \ni have the cursor pro+ plan, but why am i not able to use the grok 4.7 model in it? <strict_link>", "link": "https://twitter.com/2510853804/status/2104092513271509421"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "grok is crazy expensive. but limit is kinda good. cursor need composer 3 and grok 5.0 to match claude / chatgpt", "link": "https://www.reddit.com/r/cursor/comments/1wo1auh/gpt6_solluna_are_absolutely_cracked_and_busted/pbjbfuj/"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 19, "posts": 19, "examples": [{"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "this a problem, i agree. however it’s a economic problem. either extend the token limit or lower the token price and get 20x plan.\ni’m also a supergrok heavy user;\nhowever the benefits for €300 pm aren’t extraordinary vs other frontier models and apps.\ngrok 4.7 isn’t mind blowing either. so grok bot does add a lot of value.", "link": "https://twitter.com/1579852785063002112/status/2102520109839307150"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@spacexai @cursor_ai give cursor more power so we don’t have to babysit usage mid-work.\nwhy can’t people have unlimited usage? we already pay a lot for a limited plan that dies halfway through a session. then wait. or spend more..?\nthat’s not access. that’s a bottleneck.\nnot asking for free.. \nasking for a fair price that lets you finish. give grok in cursor enough headroom that builders stay in flow instead of staring at a meter.", "link": "https://twitter.com/497526709/status/2102508060811903191"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@tesla @bot give more to x @premium+ subscribers, please! this and @cursor_ai would be 🧁", "link": "https://twitter.com/17681343/status/2102435848620749114"}]}, {"theme": "No silent model switching or downgrades", "criterion": "models.routing_auto", "authorWeeks": 18, "posts": 21, "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai could you please stop switching my sessions to grok4.7? i know you want to push your new model, but it's not what i want an super-annoying. #customerfirst", "link": "https://twitter.com/2717214655/status/2103820104416858532"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "no longer going to update cursor @cursor_ai @spacexai since you guys want to keep turning models on, and ignoring my settings, with them off. <strict_link>", "link": "https://twitter.com/1437891983117279233/status/2103664293258633261"}, {"agent": "cursor", "date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "text": "yeah, i know about this popup, but i never accept is. additionally i've uploaded video and attached to the thread where you can see one case where the model changes on itself. i hope we can move the discussion from \"it's your mistake\" to \"cursor changes models without permission\"", "link": "https://www.reddit.com/r/cursor/comments/1wpcg0f/i_just_lost_200_usd_because_cursor_switched_my/pbzzuo1/"}]}, {"theme": "Additional or recurring bonus usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 18, "posts": 19, "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "hey! can we get a cursor model reset please????\ni won’t make it 2 more weeks!\n@cursor_ai @spacexai <strict_link>", "link": "https://twitter.com/1635045021400580097/status/2103679538966446109"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @cursor_ai does this mean you'll give us usage refresh to celebrate?", "link": "https://twitter.com/2098776405697839104/status/2102507070746763607"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "ok... @cursor_ai &amp; @xai y'all gonna watch your competitors give their users \"resets\" and \n...not offer them on cursor plans? \n🤔🤷♂️ <strict_link>", "link": "https://twitter.com/1309409339824840704/status/2102453767698301170"}]}, {"theme": "Refund unauthorized or incorrect charges", "criterion": "account.billing_errors", "authorWeeks": 16, "posts": 22, "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "i did not authorize any of these plans. it's been 8 days of absolute silence from @cursor_ai. this is a massive security &amp; billing flaw on your end. if this is not manually reviewed and refunded immediately, my next step is a formal fraud chargeback via stripe. (3/3) <strict_link>", "link": "https://twitter.com/1513858901070200836/status/2103705967808651658"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai, @poteto can someone help with a billing issue? i got a free month of pro+, never added a payment method, then got a $50 invoice after renewal. i tried to cancel but the unpaid invoice blocks it. i’ve asked for human review. please help void it and cancel renewal.", "link": "https://twitter.com/1577735848283471874/status/2103515863462949272"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai it’s been several days since i reported an unauthorized $236 ultra charge. i’ve followed up by email but haven’t received any update. please look into my ticket and help with the refund.", "link": "https://twitter.com/2102638135620644865/status/2103357783156641863"}]}, {"theme": "Restore original other-models allowance pool", "criterion": "limits.allowance_change", "authorWeeks": 15, "posts": 30, "examples": [{"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@fatih @cursor_ai would be cool to use if cursor didn’t reduced by -80% ultra allowance last month", "link": "https://twitter.com/1878902328075366400/status/2103524408627220525"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai a 7% token-cost cut is good engineering. pair it with honest ultra quotas.\ni'm on ultra via supergrok heavy. mid-subscription other models ~$400 → $100 — cursor confirmed heavy-linked ultra deliberately gets the smaller allowance. efficiency gains mean little if the entitlement was cut silently mid-cycle.", "link": "https://twitter.com/1822950236593192961/status/2102928249193947286"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai will you guys roll back to $400 for ultra credits?", "link": "https://twitter.com/4556876521/status/2102797223021150671"}]}, {"theme": "Usage reset for new model or feature launch", "criterion": "limits.reset_schedule", "authorWeeks": 15, "posts": 16, "examples": [{"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@spacexai so don't we get a cursor reset like previous times when a new model drops? seeing everywhere some discount on grok 4.7 usage other than on cursor, so weird!\n@jediahkatz \n@anysph\n@cursor_ai \n@mntruell \n@ericzakariasson", "link": "https://twitter.com/1464474213788569604/status/2102374857996669423"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@bzagrodzki @cursor_ai would be nice to get a reset, when new model lands. <strict_link>", "link": "https://twitter.com/351284352/status/2102124127809048661"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai can we figure something out so i can test grok 4.7? 🥺 <strict_link>", "link": "https://twitter.com/948560423355330560/status/2102098791298105584"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 537, "negative": 844, "positiveShare": 38.9, "ci95": [36.3, 41.5]}, {"week": "2026-09-07", "positive": 677, "negative": 969, "positiveShare": 41.1, "ci95": [38.8, 43.5]}, {"week": "2026-09-14", "positive": 429, "negative": 899, "positiveShare": 32.3, "ci95": [29.8, 34.9]}, {"week": "2026-09-21", "positive": 621, "negative": 1021, "positiveShare": 37.8, "ci95": [35.5, 40.2]}]}, {"id": "devin", "name": "Devin", "maker": "Cognition", "facts": {"version": "SWE-2 model (Medium/High/Max reasoning), Devin Fusion multi-model harness", "released": "SWE-2: 2026 (exact date not confirmed in research)", "price": "Free, Core/Pro $20/seat/mo, Max $200/seat/mo, Teams $80/mo base + $40/full-dev-seat, Enterprise custom. ACU (Agent Compute Unit) ~$2.25 each, ~15 min of autonomous work per ACU", "model": "SWE-2 (enterprise API pricing $3.00/$15.00 per 1M tokens, 75% off list through 2026-12-31)", "surface": "cloud, desktop (converging with Devin Desktop/Windsurf), IDE plugins"}, "sources": [{"channel": "X", "selector": "@cognition", "posts": 4111}, {"channel": "X", "selector": "@DevinAI", "posts": 1984}, {"channel": "Reddit", "selector": "r/windsurf", "posts": 438}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 113}, {"channel": "Reddit", "selector": "r/CognitionLabs", "posts": 59}, {"channel": "G2", "selector": "G2", "posts": 6}], "records": 6711, "judgingPosts": 3237, "authors": 3603, "authorWeeks": 4353, "reach": {"shareOfVoice": 3.66, "value": 0.514}, "regard": {"positiveAuthorWeeks": 1317, "negativeAuthorWeeks": 774, "rawPositiveShare": 63.0, "rawCi95": [60.9, 65.0], "value": 0.607, "ci95": [0.591, 0.622]}, "score": {"value": 55.9, "ci95": [55.1, 56.5]}, "ranking": {"rank": 5, "rankRange": [5, 6]}, "criteria": {"paying": {"praise": 337, "complaint": 354, "n": 691, "praiseShare": 48.8, "ci95": [45.1, 52.5], "regard": 0.669, "regardCi95": [0.643, 0.693], "salience": 33.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "they had abandoned since almost a year ago. it was up until a month ago, but it didn't even work when it was up.\nyou could install devin desktop and enjoy your unlimited free tab complete there.", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pceq77b/"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "been 96 hours.\n@cognition @devindesktop \ni've never seen a harness as good as this.\nthey don't even have the /goal, but their execution surpass any harness with /goal on the market.\nit's f*cking mind blowing.\n20$, unlimited swe 2\nyou should definitely give it a shot <strict_link> <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104016524725952607"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@max18martin @cognition i have to say that swe-2 can even be used in many scenarios to match gpt-6 sol, and the former is surprisingly free for pro plans and above.", "link": "https://twitter.com/1859530427905736704/status/2104025642329330144"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i feel with only devin & swe-2 max, we can afford to go full in without worrying a bit about the token limits and off-course if you know what you are doing then swe-2 max is all you will ever need. \nhaving a great experience with @devinai & huge congratulations to @cognition for crossing $1b in annualized revenue.", "link": "https://twitter.com/1930924040346071040/status/2104064758563627243"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "psa! @cognition has their swe-2 model on \"promo pricing\" (e.g. free, unlimited tokens as far as i can tell) through 10/16... and it's nothing close to opus 5.5, but it is a very solid daily driver.\ni've been burning hard with this guy for the past week or so and outsource design, tougher tasks, and coordination to 5.5", "link": "https://twitter.com/2973779705/status/2104111739327348909"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "devin from @cognition is surely a great workhorse but it burnt through my entire weekly quota in less than 8 hours 🤯", "link": "https://twitter.com/15290915/status/2104239118419112032"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@ditlied @cognition @devindesktop been polite is something important in life.\nanyway, it's cheaper, not free", "link": "https://twitter.com/1825243355501973504/status/2104286835711062127"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "so daily * 2 = weekly @devindesktop @cognition ?\nwhats the point of calling it weekly quota? might as well call it 2-day quota. not good. <strict_link>", "link": "https://twitter.com/1299192048843517953/status/2104289857044640200"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@learnmore_smart @devindesktop @cursor_ai @cognition @anysphere @devinai @xai yeah this is not just output tokens btw it’s more like input + output tokens, so it gets quite expensive", "link": "https://twitter.com/963278001474453504/status/2104289960807350526"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@noah_z_zhang @cognition @devindesktop great score but also assumes the price remains 0, would like to get some clarity on final pricing @cognition @devinai", "link": "https://twitter.com/30328944/status/2104310904930115887"}]}}, "setup": {"praise": 38, "complaint": 54, "n": 92, "praiseShare": 41.3, "ci95": [31.8, 51.5], "regard": 0.511, "regardCi95": [0.479, 0.546], "salience": 4.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "gemini is dumb \ncodeium is like 2 years old..windsurf went away about 3 months ago and is now devin desktop. \nthey stopped supporting the vs code extension about a month ago.\nbut devin desktop is a vs code fork. just download the ide, it's going to feel very native for you", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcap3zm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "devin has invested a lot in controlling how the ais think inside the ide, to maximize context and code management tools. if you are going to pay for devin, try the devin desktop ide. it's a fork of vs code so it's not unfamiliar. the ide is good for almost any workflow, from lightning-fast code completion to highly reliable vibe coding with swe-2.", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcb72fn/"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@matthewcp tbh @cognition’s devinwiki is really good for this", "link": "https://twitter.com/1595924352/status/2103536577209094392"}, {"date": "2026-09-25", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: for ebiquity, i see the most value for data and engineering teams by reducing repetitive development, debugging and maintenance work. it could help teams move through smaller backlog tasks faster while allowing developers to focus on more complex work.\nq: what do you like best about the product?\na: devin can take a development task from the initial request through coding, testing and debugging, rather than only suggesting code. it can also connect with tools like github, jira and slack, making it easier to fit into an existing engineering workflow.\nq: what do you dislike about the product?\na: it still needs human revi", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13609931"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition devin on its own pc was a sandbox. teams dms plus first-party m365 mail, calendar, files, and chats is what puts it on the same desk the tickets already live on.", "link": "https://twitter.com/1667827210328363008/status/2103046701288464775"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@devinai guys no offence but why when i open the website i cant tell what the product does right away, this is just a feedback that you guys could be getting more users if the main example is suffience to explain it, best", "link": "https://twitter.com/1657919466498412546/status/2104085645853331896"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "can someone from @cognition tell me why i have to use the browser instead of desktop app for wiki sessions and session ios simulator 🫩", "link": "https://twitter.com/4108256724/status/2103280180357947496"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition is there a way to get devin to respond to our agent on slack?\ntrying to get them to talk to eachother. devin’s suggestion here didn’t work. <strict_link>", "link": "https://twitter.com/787864/status/2103318326864957759"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@bentlegen @cognition i think the bot could be considered a team member (another seat). unless it’s set up as an app, which then i’m not sure. \na work around is using devin api instead of devin slack app (experience is not as clean)", "link": "https://twitter.com/40244418/status/2103334918734725342"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@adihex_18 @cognition @devindesktop this requires prior setup which i'm too lazy to do @cognition", "link": "https://twitter.com/1825243355501973504/status/2103536070222635517"}]}}, "models": {"praise": 104, "complaint": 72, "n": 176, "praiseShare": 59.1, "ci95": [51.7, 66.1], "regard": 0.636, "regardCi95": [0.603, 0.667], "salience": 8.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "wtf is that pareto??? did swe 2 just fucking break it???\n@cognition @devindesktop \ni can't wait for swe 3!!!\nyour team is crazy!!! <strict_link> <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104017046799372411"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@bnistordev @learnmore_smart @cognition @devindesktop opus 5.5 + swe-2 cheaper and even better", "link": "https://twitter.com/17719163/status/2104128141895643174"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@gamerz_artist try @cognition ... good usage for all models", "link": "https://twitter.com/2080910665041010688/status/2104299903010672820"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@jensenloke @devinai insane amount of tokens spent lol. i love the fusion router as well, extremely helpful especially when we can use swe-2 to help us as sub-agents!", "link": "https://twitter.com/1492053555381174280/status/2104264634677317893"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@notjazii @devinai damn. \nat this rate opus 6 will be agi", "link": "https://twitter.com/1530248240821592064/status/2103555407553933556"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@markfenner @devinai i suspect they have used a quantized version causing the models iq to drop", "link": "https://twitter.com/1916897001922506752/status/2104092718213583286"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@notjazii @devinai yeah fr they shouldn't nerf it", "link": "https://twitter.com/2012475539324559360/status/2103554876320137216"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@notjazii @devinai don't worry, they won't nerf it down until the release of opus 5.6", "link": "https://twitter.com/1388715421864402947/status/2103563089996337471"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition why don’t i have access to the new opus and gpt models in devin cloud?", "link": "https://twitter.com/39675957/status/2102559134272868403"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition how is xhigh and max worse than high?\nmaybe you have to look into the benchmark", "link": "https://twitter.com/1717163021519175680/status/2102741802495173097"}]}}, "context": {"praise": 19, "complaint": 27, "n": 46, "praiseShare": 41.3, "ci95": [28.3, 55.7], "regard": 0.5, "regardCi95": [0.473, 0.526], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@marvinvonhagen @cognition seeing 200m messages exchanged reminds me of when i switched to a tool that remembered everything and it changed how i work.", "link": "https://twitter.com/332239817/status/2103772838788300834"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition direct messages, file attachments and self-updating make this feel like more than a code window — it can handle the handoffs around the task too", "link": "https://twitter.com/1037725470630891520/status/2102827914614202471"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "you probably got a quantized model. tell it to provide a handoff and start over.\nbut before you do that, get a second opinion from swe-2 or deepseek.\nyou'd also probably get better results if you just used swe-2 and told it to call codex cli astra as an advisor. devin doesn't block itself on tests and such so much and does what you ask.", "link": "https://www.reddit.com/r/codex/comments/1wm88ng/stuck_in_the_mud_spinning_the_wheels_but_no/pb4tx7q/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "praise", "text": "the new swe-2 model (which is free until oct 16th) performs like sonnet 5 ish, i'd say.\ni haven't used cursor in a while, but devin's knowledge of your code is the best i've seen. it quickly and intelligently finds relevant files and data to look at before making a plan. \nrate limits with frontier models get hit fast on the cheap plan, but that's the same everywhere.\ni like using a frontier model to make plans and write tickets, then have swe-2 do the work, then let a frontier model review and write new tickets for the next phase.", "link": "https://www.reddit.com/r/CognitionLabs/comments/1wdgx7o/devin_advantages_over_cursor/paj0zkt/"}, {"date": "2026-09-17", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition codebase-wide context is the real unlock", "link": "https://twitter.com/1513567206352764929/status/2100522416413819180"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition devin just hit the billion dollar mark and still probably asks for a clearer ticket 😂", "link": "https://twitter.com/1699417980155637761/status/2103506346553610593"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition you're losing all the context right? different environments", "link": "https://twitter.com/1862977676136337408/status/2102319987910451638"}, {"date": "2026-09-19", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@brandon_galang @cognition @devinai one thing i really like about it is it tells you the size of your thread and how many acu its currently cost so u can change to a new thread. it seems like they dont have compaction on cloud", "link": "https://twitter.com/1665450872363708417/status/2101143353551388871"}, {"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@devinai, @cognition loading big sessions takes too long and it seems to not have any kind of cache between sessions swapping. please fix that :)", "link": "https://twitter.com/64041638/status/2100936062142996708"}, {"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition and that wraps that. the swe2 model has 0 adherence to prompt safety. tell it to do something a specific way, if it fails, it doesn't flag it and tries to workaround instead.. tell it not to do something, it will take that as instruction to do it. its just shit tier.", "link": "https://twitter.com/1917224549604605953/status/2101091262363492357"}]}}, "work": {"praise": 412, "complaint": 208, "n": 620, "praiseShare": 66.5, "ci95": [62.6, 70.1], "regard": 0.602, "regardCi95": [0.574, 0.63], "salience": 29.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "devin has invested a lot in controlling how the ais think inside the ide, to maximize context and code management tools. if you are going to pay for devin, try the devin desktop ide. it's a fork of vs code so it's not unfamiliar. the ide is good for almost any workflow, from lightning-fast code completion to highly reliable vibe coding with swe-2.", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcb72fn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "they are not in the same class of capability. copilot is not a very good harness", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcd4mf5/"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "if you have claude subscription and @cognition cloud agents. try it\nit is amazing combo, it ships like crazy when you sleep. \n@cognition swe 2 max is a really good model and on cloud, it has macos, can code, run test, take screenshot and record evidence. \nopus 5.5 is really well as orchestrator, review and merge pr on your machine. \nyou can feed opus (in claude code or hermes) devin api key, it knows what to do.", "link": "https://twitter.com/1767985295910383616/status/2104014647724761554"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "been 96 hours.\n@cognition @devindesktop \ni've never seen a harness as good as this.\nthey don't even have the /goal, but their execution surpass any harness with /goal on the market.\nit's f*cking mind blowing.\n20$, unlimited swe 2\nyou should definitely give it a shot <strict_link> <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104016524725952607"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@max18martin @cognition i have to say that swe-2 can even be used in many scenarios to match gpt-6 sol, and the former is surprisingly free for pro plans and above.", "link": "https://twitter.com/1859530427905736704/status/2104025642329330144"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "another task going to be 24 hours!\n@devinai @devindesktop @cognition \nyou guys are cooking my projects!!!\nunlimited swe 2 with a 20usd plan, are you kidding me?\nthat is literally the best coding plan in the world <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104262892090781744"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@doodlestein @hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev the part i’d watch is observability. more terminals only helps if you can see which run stalled, what changed, and whether the result is safe to merge. otherwise it’s just a very expensive wall of tabs.", "link": "https://twitter.com/2103910196330242049/status/2104140047633326358"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@doodlestein @hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev sixty-four accounts. at that point the agents are managing you, not the other way around.", "link": "https://twitter.com/2087402808756629504/status/2104147885679845800"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev claude code's main gap: unlike opencode, it has no central view of every agent across all sessions and repos.", "link": "https://twitter.com/3251926098/status/2104247081237967027"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@fluyeporlaweb @hraness @chatgpt @devinai it seems to me like a bug factory... can you really exercise human quality control there and leave everything to the ai? i don't know, rick, it seems false to me. also, we should look at the numbers of how much income those subscriptions generate against what they cost.", "link": "https://twitter.com/1913354152941432832/status/2104335120802943329"}]}}, "checking": {"praise": 29, "complaint": 32, "n": 61, "praiseShare": 47.5, "ci95": [35.5, 59.8], "regard": 0.494, "regardCi95": [0.465, 0.52], "salience": 2.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@devinai just cooked.\nit tested itself and shipped me an actual video i could watch.\nmomentum v0.3.0 is a full frontend + architecture reset.\ngtm target: end of october.\nget in. @tacticocc <strict_link>", "link": "https://twitter.com/1263379788246347776/status/2104233763060527444"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition i was a hater, but i'm now using deepwiki and devin reviews on ci a lot.\nso congrats.", "link": "https://twitter.com/1458111452397674503/status/2103515665168470122"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "ok @cognition devin is the code reviewer you want checking everything. and great value.", "link": "https://twitter.com/1440778796727091206/status/2102831105569378664"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@lordofafew @cognition devin reviewing code is a strong vote of confidence", "link": "https://twitter.com/1949872909872254977/status/2102832167717834927"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "you probably got a quantized model. tell it to provide a handoff and start over.\nbut before you do that, get a second opinion from swe-2 or deepseek.\nyou'd also probably get better results if you just used swe-2 and told it to call codex cli astra as an advisor. devin doesn't block itself on tests and such so much and does what you ask.", "link": "https://www.reddit.com/r/codex/comments/1wm88ng/stuck_in_the_mud_spinning_the_wheels_but_no/pb4tx7q/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@ryancarson @devinai @linear @hellountangle zero local dev just relocates the humans to the one place that still matters: review. which makes the reviewer the production line — and the only one holding the loss when the diff reads fine and isn't.", "link": "https://twitter.com/2065683882587144192/status/2104001307874885845"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev 39 terminals make human review the bottleneck, not code generation", "link": "https://twitter.com/1803494630366785536/status/2104144285939404963"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition @devindesktop can you please add a capability for an agent to set up a schedule? or let your agent know that it doesn't have that capability instead of a false promise <strict_link>", "link": "https://twitter.com/383156096/status/2103726198362873948"}, {"date": "2026-09-25", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: for ebiquity, i see the most value for data and engineering teams by reducing repetitive development, debugging and maintenance work. it could help teams move through smaller backlog tasks faster while allowing developers to focus on more complex work.\nq: what do you like best about the product?\na: devin can take a development task from the initial request through coding, testing and debugging, rather than only suggesting code. it can also connect with tools like github, jira and slack, making it easier to fit into an existing engineering workflow.\nq: what do you dislike about the product?\na: it still needs human revi", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13609931"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@abhinavxj @ycombinator @cognition credits aren't the scarce resource. attention is. unlimited tokens with no review gate = unlimited mess.", "link": "https://twitter.com/1983207461676036098/status/2103112318578045256"}]}}, "interface": {"praise": 102, "complaint": 55, "n": 157, "praiseShare": 65.0, "ci95": [57.2, 72.0], "regard": 0.592, "regardCi95": [0.559, 0.623], "salience": 7.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "this is 100% available in devin cloud sessions, it works very well, and we've had it for quite some time, we don't support it locally as we can't ensure the user's machine will be available or on.\nyou can ask in natural language or choose from many different templates.\nthe local agent should understand this so we'll look into it.", "link": "https://twitter.com/17189394/status/2103877279424094668"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "one of my favorite features of @cognition devin is their cloud agents and how they can test changes for you\nthis was a session i had while on my way to university this morning. incredibly useful! <strict_link>", "link": "https://twitter.com/3293793720/status/2103276385481654569"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@adelwu_ @devinai i'm saying the design change was sexy", "link": "https://twitter.com/1905803078135336960/status/2103284719832203686"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@willebrew @devinai yeah that minimal layout looks super clean actually", "link": "https://twitter.com/1749093765078523904/status/2103352661622002109"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "good luck, @devinai cloud agents are sota. <strict_link>", "link": "https://twitter.com/351718213/status/2103463182518112452"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition @devindesktop can you give more control on the session panel. for example between windows itd be great to hide or minimize sessions not relevant for that window in order to concentrate on separate domains seamlessly por favor", "link": "https://twitter.com/1176601698481201152/status/2104032779713315233"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition \nwhen you click new session in a new 'tab' can you fix making the new session opening in place vs a separately active tab which requires moving the session as a next step por favor", "link": "https://twitter.com/1176601698481201152/status/2103761772893384738"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@shayanshafii @cognition dang nothing for remote?", "link": "https://twitter.com/1974384377770504194/status/2103919366337396816"}, {"date": "2026-09-26", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@devinai desktop app redesign 🤞🏼", "link": "https://twitter.com/1959123334622584832/status/2103653249718882632"}, {"date": "2026-09-26", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev i prefer to have a mission control panel rather than looking into every session simultaneously <strict_link>", "link": "https://twitter.com/1685326531/status/2103975660616364540"}]}}, "reliability": {"praise": 35, "complaint": 114, "n": 149, "praiseShare": 23.5, "ci95": [17.4, 30.9], "regard": 0.533, "regardCi95": [0.487, 0.574], "salience": 7.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@hraness @chatgpt @devinai me too and i'm finally getting satisfied after 6 mos of tinkering. especially around reliability and mutli host orchestration. in fact there's so much to orchestrate not just agents.", "link": "https://twitter.com/1887172409125658624/status/2104342859843273166"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@agentmasterkey @devinai @cognition @openai @thsottiaux best harness is the one that keeps working when codex is down. failover is the feature", "link": "https://twitter.com/2009223361969442816/status/2103644784011407861"}, {"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@guybedo @devinai @zeddotdev it's been pretty snappy for me", "link": "https://twitter.com/896906084014845952/status/2102564705009275354"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "it's completely free now, faster after few minutes of planning and runs in cloud seemlessly. i am running it almost 24x7 till it's free. my 20 dollar investment is working out now!", "link": "https://www.reddit.com/r/windsurf/comments/1wd432p/swe2_first_experiences/pbaufyd/"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition it can really be said to be full of sincerity. i ran geekbench 7 on claude code on the web, grok bot, and devin web (ubuntu/macos/windows) respectively, using my own main device m2 max as a reference. devin web can completely match my own machine in zed compilation tests, and it can run 4 instances in parallel! even more astonishing is that the macos runner actually has a gpu! <strict_link>", "link": "https://twitter.com/1649366440808681474/status/2102307587639144533"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "complaint", "text": "looks like there is a bug with the devin tab. im using a m4 macbook air 24gb. the problem started with golden gate update. i asked claude opus 5.5 and after debugging it found this:\nyou're right, it isn't normal. i found the code path responsible, and it's a performance bug inside devin's built-in extension, not something in your setup.\n**where the 2.2s goes** (newest profile, `exthost-b13005.cpuprofile`, 2240 ms):\n* 95% of the time is inside the extension's `get usersettings` → `resolveunspecifiedsettings` code.\n* the callers are the autocomplete features: `getcompletion`, `getquickactions`, `_getsupercompleteitems` and `getrecentclipboardentry`.\n**why that's slow:** in the extension's `dis", "link": "https://www.reddit.com/r/CognitionLabs/comments/1w23p1r/devin_is_simply_too_slow/pcfa29z/"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@markfenner @devinai why devin take so much time while building?", "link": "https://twitter.com/2278324309/status/2104309916702048679"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@dabit3 i must say swe-2 is still slow but its also really good, thank you for this @cognition", "link": "https://twitter.com/1973083865607708673/status/2103901813158355257"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": " client error: protocol error (unimplemented): we are currently experiencing capacity issues with this serving model. please switch to a different model or try again later. (trace id: <structured_id>)\n \nunimplemented? and \"with this serving model\"? surely it should be \"with serving this model\".\nmy idea - make the error messages better and fix the \"protocol error\" bug. more capacity would be nice too of course 😄 ", "link": "https://www.reddit.com/r/windsurf/comments/1wpw8do/error_messages_are_not_their_best_strength/"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition 's server is on fire 🔥🔥 🔥 🔥", "link": "https://twitter.com/2047309688077950976/status/2103305136470958095"}]}}, "account": {"praise": 7, "complaint": 22, "n": 29, "praiseShare": 24.1, "ci95": [12.2, 42.1], "regard": 0.522, "regardCi95": [0.487, 0.558], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "praise", "text": "cloud is not accesible to others", "link": "https://www.reddit.com/r/CognitionLabs/comments/1wq4noh/where_to_install_devin_desktop/pcfcehn/"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@dabit3 @cognition @devindesktop ah, got it. thanks for the prompt response", "link": "https://twitter.com/383156096/status/2103904109019762779"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition congrats! first class customer success service and ultra high agency! 🧡", "link": "https://twitter.com/1079053150634602496/status/2103507609454010767"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition swe-2 is incredible for opsec, no stupid verification on my own services like chatgpt. \nyou should try out devin, it's free now (for pro sub)", "link": "https://twitter.com/1653022082584948736/status/2102780315551051901"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@tomasvorel @cognition @devindesktop @dabit3 i love the team, at least they take my feedback seriously... so trust them, we can see how hard they try to bring cloud to local", "link": "https://twitter.com/1767985295910383616/status/2102338341207470495"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "my bank notified me of unusual charges from windsurf/devin. i see all of my on-demand balance used up and multiple charges for on-demand use. i was an early user of windsurf and had extra use credit built up before they started used limits. i havn't used devin for 1.5 weeks. i check my code and repositories to find no changes since 1.5 weeks ago. checked devin website to find no history of prompts or other usage trail since 1.5 weeks ago on devin local, agent, or web. i have not set any agents or automations. \ni email support with this information and got a reply saying my account was likely compromised, and support logged me out of my sessions and advised contacting my bank to block the cha", "link": "https://www.reddit.com/r/windsurf/comments/1wpeoew/unauthorized_and_unaccounted_token_usage_and/"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@devindesktop @cognition there support sucks and the payment is not even working and support form not workign either tried on 3 devices 3 accounts 3 working cards and still payment not working. <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102575178966356397"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@chris_wozniczek @dabit3 @cognition hey i have a error buying a sub from devin but it keeps failing on 3 devices and 3 working cards on 3 different accounts support said they cant do anything about it! please help me here! i also asked for a free on in the image and they have yet to reply its been over 5 days! <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102584861236363750"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "hey so look it keeps just saying card declined i checked the page console it says 402 this is for every single payment try on all 3 cards for the same 20 dollar subscription from devin and i tried on 3 devices no vpn no nothing. and also the letter is from devin support i asked for free 20 dollar subscription they said sure just tell me a little details i replyed and they basically ghosted me.", "link": "https://twitter.com/1900952240342659072/status/2102719817098649765"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition the useful feature is not remote coding by itself. it is continuity across environments: start in cli, inspect the vm over ssh, then hand the work back. the security footgun is equally clear: handoff needs explicit secret and environment boundaries, not just a nicer terminal.", "link": "https://twitter.com/2051888695100514304/status/2102416772188213462"}]}}, "limits.plan_value": {"praise": 210, "complaint": 155, "n": 365, "praiseShare": 57.5, "ci95": [52.4, 62.5], "regard": 0.619, "regardCi95": [0.588, 0.649], "salience": 17.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "been 96 hours.\n@cognition @devindesktop \ni've never seen a harness as good as this.\nthey don't even have the /goal, but their execution surpass any harness with /goal on the market.\nit's f*cking mind blowing.\n20$, unlimited swe 2\nyou should definitely give it a shot <strict_link> <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104016524725952607"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i feel with only devin & swe-2 max, we can afford to go full in without worrying a bit about the token limits and off-course if you know what you are doing then swe-2 max is all you will ever need. \nhaving a great experience with @devinai & huge congratulations to @cognition for crossing $1b in annualized revenue.", "link": "https://twitter.com/1930924040346071040/status/2104064758563627243"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "actually i don't even have a subcription on devin. 🥲😂 after subbing to openai and anthropic, nothing left for a devin subscription. but from what i heard the limits are much higher, because you can use fusion mode, combining 2 models, one to lead and one to work. so opus 5.5 with @cognition swe-2 model on fusion is a great pair. think that the swe-2 is free unlimited on any type of subscription until 9 octomber or something.", "link": "https://twitter.com/2097323326993465344/status/2104171517353267560"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "i agree—it’s still language models with a tool-use loop, not human reasoning. that’s why the max plan itself doesn’t solve anything. what matters is the surrounding system: tests, linters, a narrowly defined spec, and a stop condition for when the agent starts hallucinating. without that, 39 windows are just expensive noise", "link": "https://twitter.com/1534502700318183425/status/2104152939199615135"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev all these money down the drain.", "link": "https://twitter.com/1824538864645525504/status/2104308502122361034"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev nice work! wish i could afford that. i might actually be able to ship my project....", "link": "https://twitter.com/29130359/status/2104309981822533662"}]}}, "limits.window_interrupts_work": {"praise": 1, "complaint": 39, "n": 40, "praiseShare": 2.5, "ci95": [0.4, 12.9], "regard": 0.456, "regardCi95": [0.437, 0.479], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@learnmore_smart @cognition @devindesktop this is one of the most nicest things about devin, u can work for long without the harness getting interrupted or capped at anything!", "link": "https://twitter.com/1175314932914692096/status/2103242392149385284"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "i love to see this from @devinai @cognition more people using this amazing product. but i don't want to wait..... please let me be free!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! <strict_link>", "link": "https://twitter.com/160801814/status/2103518935358619825"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "as much as i want to have a good alternative, this is true. devin has its own quirks + the daily limits are rough for me because i need to be able to access most of my monthly quota on some days.\nacp support is great though, you get to keep the interface and switch the agent to whatever you need (opencode, codex etc)", "link": "https://www.reddit.com/r/cursor/comments/1wpg5gt/thinking_of_cancelling_cursor_pro_and_switch_but/pbwak5j/"}, {"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@openai chatgpt's usage and performance are really bad now. pro 20x consumed 40% limit within a day without any coding, just code review and specs work as i move building with @cognition swe-2, it also keep interrupted half through, first time i got it continuously. <strict_link>", "link": "https://twitter.com/726789031304929280/status/2101926171940135411"}]}}, "limits.burn_rate": {"praise": 44, "complaint": 95, "n": 139, "praiseShare": 31.7, "ci95": [24.5, 39.8], "regard": 0.584, "regardCi95": [0.543, 0.623], "salience": 6.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "only if you combined it with $20 devin or $10 opencode go.\nif you combine with with devin, you can instruct claude to use swe-2 for exploration and you reduce tokens by like 20-50%.\n$20 of claude is great when combination with other things, but not alone for actual work. i go really far with the $20 of claude, but i have a lot of other subs, agents running 24/7, and the $20 of claude is just for more double checking and single harder tasks.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcch4ql/"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "share two real cases of using devin cli:\n1. running tasks with strong models + swe-2 in codex cli and devin cli, experiencing over 10 hours of uninterrupted tasks in the last two days, with failures.\n2. running tasks for 12 hours using devin cli's fusion (opus-5.5 medium + swe-2 medium), only 4% of the weekly quota of the max package was used.\n#devin @cognition <strict_link>", "link": "https://twitter.com/142110760/status/2103284980822757586"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@itsalicesoul really good. token cost was less in devin (offered).\n@cognition", "link": "https://twitter.com/758692944983437313/status/2103359531392843953"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "devin from @cognition is surely a great workhorse but it burnt through my entire weekly quota in less than 8 hours 🤯", "link": "https://twitter.com/15290915/status/2104239118419112032"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@learnmore_smart @devindesktop @cursor_ai @cognition @anysphere @devinai @xai yeah this is not just output tokens btw it’s more like input + output tokens, so it gets quite expensive", "link": "https://twitter.com/963278001474453504/status/2104289960807350526"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "there is no reason why using gpt 6 sol would use up my weekly limit on a $200 plan in 2 days\ni get similar capacity on a $20 @cognition devin plan, using swe-2, and the work it does is just fine\n@openai is holding back compute even for a model that is cheap to run, and giving the business to @anthropicai \nunless @thsottiaux reveals something spectacular on dev day, there is no reason to use codex", "link": "https://twitter.com/558803042/status/2104317225859436688"}]}}, "limits.allowance_change": {"praise": 2, "complaint": 18, "n": 20, "praiseShare": 10.0, "ci95": [2.8, 30.1], "regard": 0.506, "regardCi95": [0.473, 0.542], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i'm promoting devin by @cognition at various sites. i've been helped a lot by devin review. i used it when it was $500, but now it's $80 and easier to use. i'm practically an ambassador now.", "link": "https://twitter.com/1596137422055931906/status/2100009288198742222"}, {"date": "2026-09-01", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition 54% cheaper is crazy lol. agent costs were getting ridiculous", "link": "https://twitter.com/1917160372433223680/status/2094904054803742930"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@learnmore_smart @cognition i’m not ready for when they pull it from us\ni loved swe1.7 unlimited so much", "link": "https://twitter.com/1016368499764035584/status/2103213188917633053"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@learnmore_smart @cognition nooooooo!!!! :( i'll just have opus 5.5 orchestrate sol... not the same. i'm depressed <strict_link>", "link": "https://twitter.com/1406556428840603649/status/2103214558643114242"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "actually it was much higher before . i used to work 4 days in week and rest on other days .", "link": "https://www.reddit.com/r/windsurf/comments/1wn47sb/devin_free_daily_quota_is_now_gone_and_only_small/pbcclvm/"}]}}, "limits.reset_schedule": {"praise": 3, "complaint": 10, "n": 13, "praiseShare": 23.1, "ci95": [8.2, 50.3], "regard": 0.503, "regardCi95": [0.485, 0.528], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "the only people not doing resets is @cognition", "link": "https://twitter.com/942412840673169408/status/2102455267623575703"}, {"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "praise", "text": "finally tokennaire again.\ngod bless the usage reset pof cursor ultra + 3 alibaba token plans \n+ the good gods that blessed us with swe-2 unmetered @cognition \nthe perfect stack to go plus ultra, limitless.", "link": "https://twitter.com/1214362437387984896/status/2101051721619550294"}, {"date": "2026-09-04", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "if cost was'nt a constraint- @devinai would win.\nthey're the only company which doesnt do resets, and still end's up performing 1.5x better than competitors.\nvery undervalued.\nall the actual- labs- incentivize user's with resets to keep them glued.\ndevin on the other hand, is actually useful, for the same prompt's i give to codex, and actually get's more work done, thru less handholding.\n@scottwu46 - i need creds.", "link": "https://twitter.com/397848163/status/2095818195894669666"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "so daily * 2 = weekly @devindesktop @cognition ?\nwhats the point of calling it weekly quota? might as well call it 2-day quota. not good. <strict_link>", "link": "https://twitter.com/1299192048843517953/status/2104289857044640200"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai still crazy cool , too be fair if you could afford it why wouldn’t you , so many of us end up waiting days for resets and stuff , so crazy that devin just keeps going , not gonna know i’m i’m gonna survive when that deal ends , i normally run out of my claude sub 2 /3days before", "link": "https://twitter.com/860967132489801728/status/2104325763126403341"}, {"date": "2026-09-24", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@devinai you should offer resets for heartbroken fans that have enthusiastically used you, for more time than they should… i’m suffering from swe-2 withdrawal", "link": "https://twitter.com/1406556428840603649/status/2103257447716504049"}]}}, "limits.usage_meter": {"praise": 3, "complaint": 24, "n": 27, "praiseShare": 11.1, "ci95": [3.9, 28.1], "regard": 0.499, "regardCi95": [0.465, 0.538], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@brandon_galang @cognition @devinai one thing i really like about it is it tells you the size of your thread and how many acu its currently cost so u can change to a new thread. it seems like they dont have compaction on cloud", "link": "https://twitter.com/1665450872363708417/status/2101143353551388871"}, {"date": "2026-09-19", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@ashen_one @cognition codex and k3 both flash empty, then cognition walks in with a prettier cli and fable 5.1 like it paid the rent.the limit meter is still the only honest product roadmap. <strict_link>", "link": "https://twitter.com/1371440359608320002/status/2101312910039650418"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "you really need to learn how to ration. glm 5.2 can do most things and it's compleatly free on devin desktop. you can see your percentage of weekly usage and so you can use a little of the non free models but you need to make sure not to use more than 20% of your weekly usage per day (if you work 5 days). i would mainly or entirely avoid the western models to do this as they are very expensive. when you want the occasional prompt nore powerful th", "link": "https://www.reddit.com/r/windsurf/comments/1wdu5dn/usage_limits_on_20_plan/p9bhoeh/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "couple more gripes with @cognition. please don't have cloud usage only visible on the web app. if we can spin up local and cloud from desktop we should be able to see usage for both from there", "link": "https://twitter.com/4108256724/status/2104358548629295526"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition another common w by devin! now please add subscription usage t_t", "link": "https://twitter.com/1289980460244713473/status/2103536340747104278"}, {"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "everything else is going great so far @cognition swe-2 is so good at coding it’s crazy - if you could get a decent amount of usage for that on just local for the $20 dollar plan that would be crazy, also on the usage tracker why does it only show the cloud version ?", "link": "https://twitter.com/860967132489801728/status/2101944818511290570"}]}}, "limits.prompt_cache": {"praise": 9, "complaint": 4, "n": 13, "praiseShare": 69.2, "ci95": [42.4, 87.3], "regard": 0.506, "regardCi95": [0.49, 0.52], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "five days. one devin cli session. two models. ~688 million tokens of context. now i told you i was gonna push the limits of @devinai fusion, so here goes!\nthat's what it took to cut over our company ai brain: retire a custom review pipeline, move to stock gbrain, refile ~760 misfiled pages, merge duplicates, and run a hand-graded eval. 7 prs merged, 2 bugs reported upstream instead of forked.\nwhy so many tokens? this wasn't greenfield coding. it ", "link": "https://twitter.com/218098611/status/2104252961430102289"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@jensenloke @devinai 688 m tokens, yet 87 % cache hits make it surprisingly cheap", "link": "https://twitter.com/1780523178160279552/status/2104271636820328850"}, {"date": "2026-09-02", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition the real news is not that it's stronger, but that the cache has been cut to a quarter. ninety percent of the coding tasks are cache, cutting here is more effective than cutting the price.", "link": "https://twitter.com/1934622485674340352/status/2094979670924038348"}], "complaint": [{"date": "2026-09-02", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition 54% cheaper from a caching change alone is a big claim. i'd want to see whether that holds outside frontiercode style benchmarks.", "link": "https://twitter.com/363766025/status/2094962836162392472"}, {"date": "2026-09-02", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition 47% savings often shrink on cold caches, where production traffic has less prompt reuse", "link": "https://twitter.com/1803494630366785536/status/2094967176243380272"}, {"date": "2026-09-01", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition 95% cached tokens turns model pricing into a startup tax: the first request hurts, then the long run gets cheap.", "link": "https://twitter.com/1067135083155464194/status/2094901820862738844"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.489, 0.499], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @devinai @zeddotdev providers should force this kind of thing through their api so people larping aren’t so heavily subsidized.", "link": "https://twitter.com/11607272/status/2102792532564578640"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "i’m on a paid devin subscription, and something about the way usage is calculated doesn’t seem to add up.\neven when i intentionally use the **free model**, my weekly quota still seems to get consumed pretty aggressively. i remember seeing similar behavior with windsurf even before the transition to devin, so i’m wondering if i’m misunderstanding how they calculate usage.\nanother thing i noticed: the **daily quota seems to be around 80% of the ent", "link": "https://www.reddit.com/r/windsurf/comments/1wjgykw/devin_weekly_quota_gets_exhausted_even_when_using/"}, {"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "hi @cognition i saw 0netime free promotions”/scan” service on devin,\nbut when i had try the promotion , my credit cost has spike soon.\nrefund or add my credit fee if you can.", "link": "https://twitter.com/1609312198647762946/status/2100859961958179258"}]}}, "billing.pricing_clarity": {"praise": 3, "complaint": 35, "n": 38, "praiseShare": 7.9, "ci95": [2.7, 20.8], "regard": 0.495, "regardCi95": [0.457, 0.54], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition the cost curve is becoming a product feature. putting cheaper models inside devin makes the economics visible during actual work instead of leaving them in a benchmark chart.", "link": "https://twitter.com/2051888695100514304/status/2102643324402471130"}, {"date": "2026-09-20", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@melvindvivas @dabit3 @devinai swe 2 is 75% off in the cloud but free locally you 😎", "link": "https://twitter.com/2034540258365489152/status/2101575704273891637"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "wouldn't it be less intuitive if it was named “burst quota” - “daily” and “weekly” seem incredibly clear and intuitive that they refer to daily and weekly respectively?", "link": "https://www.reddit.com/r/windsurf/comments/1wg520h/windsurf_quota_dont_make_sense/p9rk7oy/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@ditlied @cognition @devindesktop been polite is something important in life.\nanyway, it's cheaper, not free", "link": "https://twitter.com/1825243355501973504/status/2104286835711062127"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@noah_z_zhang @cognition @devindesktop great score but also assumes the price remains 0, would like to get some clarity on final pricing @cognition @devinai", "link": "https://twitter.com/30328944/status/2104310904930115887"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "\"gets the best from every frontier model\"\nthen lists gpt-5 astra\nbrother that one never shipped.\n it's gpt-6 astra\n@cognition pls ship the one-character pr 🤣 <strict_link>", "link": "https://twitter.com/1810175539053006848/status/2103375250369241513"}]}}, "billing.free_tier": {"praise": 114, "complaint": 41, "n": 155, "praiseShare": 73.5, "ci95": [66.1, 79.9], "regard": 0.563, "regardCi95": [0.528, 0.593], "salience": 7.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "they had abandoned since almost a year ago. it was up until a month ago, but it didn't even work when it was up.\nyou could install devin desktop and enjoy your unlimited free tab complete there.", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pceq77b/"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@max18martin @cognition i have to say that swe-2 can even be used in many scenarios to match gpt-6 sol, and the former is surprisingly free for pro plans and above.", "link": "https://twitter.com/1859530427905736704/status/2104025642329330144"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "psa! @cognition has their swe-2 model on \"promo pricing\" (e.g. free, unlimited tokens as far as i can tell) through 10/16... and it's nothing close to opus 5.5, but it is a very solid daily driver.\ni've been burning hard with this guy for the past week or so and outsource design, tougher tasks, and coordination to 5.5", "link": "https://twitter.com/2973779705/status/2104111739327348909"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@enactraai @cognition free tier is a trap", "link": "https://twitter.com/727847444/status/2103884622652407911"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@dabit3 @notjazii @devinai if the swe-2 model had always been free, i can't even imagine how powerful devin would be (✧∀✧)", "link": "https://twitter.com/1159835302275346433/status/2103600809342853427"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@notjazii @devinai if the swe-2 model had always been free, i can't even imagine how powerful devin would be (✧∀✧)", "link": "https://twitter.com/1159835302275346433/status/2103600910048129518"}]}}, "billing.subscription_portability": {"praise": 2, "complaint": 9, "n": 11, "praiseShare": 18.2, "ci95": [5.1, 47.7], "regard": 0.493, "regardCi95": [0.478, 0.509], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@cognition", "polarity": "praise", "text": "big shoutout to the @cognition team they're goated. only way imma ever use fable 5.1 now ig lmfao\ni've been seeing them all over the tl these past few months, and i finally decided to give them a try after hitting my codex and k3 limits\ntheir cli is super pretty, and swe 2 is super fast\non top of that, they gave me a few $200/month subs to give away to my tiktok/instagram followers, which is a bunch of college students so being able to give them ", "link": "https://twitter.com/2509387159/status/2101310376365396204"}, {"date": "2026-09-01", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@jonthe03 @cognition hey! we allow you to bring your existing coding subs and happy to give you some extra usage if you want to try out some better cloud agents. \nfeel free to dm :) \n<strict_link> <strict_link>", "link": "https://twitter.com/1363233295358640128/status/2094619165290299533"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@melvindvivas @devinai so you pay devin instead openai, lol still using openai models so no difference", "link": "https://twitter.com/468949054/status/2101186393116401945"}, {"date": "2026-09-14", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@mdp_sec @cognition this is a+, if only we could get the licensing squared away...", "link": "https://twitter.com/2809259849/status/2099640318006358116"}, {"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@pzoltowski @dnnskr91 @cognition yeah, i am already using it with acp in codex. but, of course, it's not the same thing. not the same experience.\nthe ideal is that they provide a great tool/harness or allow to user their sub in another harness too (not only through acp).", "link": "https://twitter.com/64041638/status/2099283554643349738"}]}}, "setup.install_signin": {"praise": 13, "complaint": 12, "n": 25, "praiseShare": 52.0, "ci95": [33.5, 70.0], "regard": 0.556, "regardCi95": [0.522, 0.589], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@devinai a quick and easy way to start to work on my projects\nalias dev=\"devin-desktop\"", "link": "https://twitter.com/1408012113549791238/status/2102953668391866798"}, {"date": "2026-09-22", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@mmmstudio_ @spenciefy @devinai internal testers get it as soon as the build finishes processing, usually 15 to 30 minutes, with no review involved. external groups need a one-time beta review on the first build; ours cleared the same day and every build after it went straight through.", "link": "https://twitter.com/1339751565645783040/status/2102239768587477026"}, {"date": "2026-09-20", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i came to jakarta, indonesia, for my future brother-in-law's wedding! and i decided to use @devinai to help me come up with a funny way to communicate with my partner's family! with @cognition native macos support, this was a breeze to cook up, so i no longer have fomo <strict_link>", "link": "https://twitter.com/1948445208594591746/status/2101584270209032565"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "can someone from @cognition tell me why i have to use the browser instead of desktop app for wiki sessions and session ios simulator 🫩", "link": "https://twitter.com/4108256724/status/2103280180357947496"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@adihex_18 @cognition @devindesktop this requires prior setup which i'm too lazy to do @cognition", "link": "https://twitter.com/1825243355501973504/status/2103536070222635517"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition in devin is there a way that multiple individual accounts can connect to the same github organization? if multiple accounts try they will get this. <strict_link>", "link": "https://twitter.com/39675957/status/2102993524337594760"}]}}, "setup.provider_byok_local": {"praise": 1, "complaint": 12, "n": 13, "praiseShare": 7.7, "ci95": [1.4, 33.3], "regard": 0.473, "regardCi95": [0.455, 0.489], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i went to a @cognition workshop and got some tokens to try @devinai . the most interesting feature i found is their dedicated infrastructure to store secrets as it makes automation easy to test. i’d like to see the same in other platforms 💻 <strict_link>", "link": "https://twitter.com/562998386/status/2100694812097671349"}], "complaint": [{"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@brahmad111 @cognition not tried it yet , can’t fit locally 😌", "link": "https://twitter.com/1942691267697336324/status/2099153979338866965"}, {"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "i started a session through devin cloud less than one hour ago, and i have clear tangible progress, i would say around 60% of the task. \ni was gifted 2 months of devin by @dabit3 for which im very grateful. but the only reason i used it less is quotas and no possibility of bringing own subs and compute. \nbut i think at the end of the day i burned more money and compute and temper trying to not go the devin way. \nso the quotas might seem smaller, ", "link": "https://twitter.com/138407951/status/2099208600111419599"}, {"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@amandineflachs @dnnskr91 @cognition i think devin does not allow byok", "link": "https://twitter.com/1271421738459463681/status/2099208983802220839"}]}}, "setup.extensions_mcp": {"praise": 13, "complaint": 12, "n": 25, "praiseShare": 52.0, "ci95": [33.5, 70.0], "regard": 0.502, "regardCi95": [0.481, 0.523], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: for ebiquity, i see the most value for data and engineering teams by reducing repetitive development, debugging and maintenance work. it could help teams move through smaller backlog tasks faster while allowing developers to focus on more complex work.\nq: what do you like best about the product?\na: devin can take a development task from the initial request through coding, ", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13609931"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition devin on its own pc was a sandbox. teams dms plus first-party m365 mail, calendar, files, and chats is what puts it on the same desk the tickets already live on.", "link": "https://twitter.com/1667827210328363008/status/2103046701288464775"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition really useful update. having devin directly integrated with teams and microsoft 365 could make working with the tools people already use every day much easier.", "link": "https://twitter.com/2663653485/status/2102873667646427555"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition is there a way to get devin to respond to our agent on slack?\ntrying to get them to talk to eachother. devin’s suggestion here didn’t work. <strict_link>", "link": "https://twitter.com/787864/status/2103318326864957759"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@bentlegen @cognition i think the bot could be considered a team member (another seat). unless it’s set up as an app, which then i’m not sure. \na work around is using devin api instead of devin slack app (experience is not as clean)", "link": "https://twitter.com/40244418/status/2103334918734725342"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "are you running in docker? i had an issue where fetch was configured as docker run mcp/fetch but the daemon wasn't reachable from the container. \n \nnow if someone could explain why we have three versions of playwright........ \nplaywright\nplaywright-mcp\nplaywright-plugin", "link": "https://www.reddit.com/r/windsurf/comments/1tywcmb/new_devin_bug_mcp_tools_not_responding_and_no_fix/pasu75c/"}]}}, "setup.onboarding_docs": {"praise": 3, "complaint": 14, "n": 17, "praiseShare": 17.6, "ci95": [6.2, 41.0], "regard": 0.499, "regardCi95": [0.477, 0.524], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@matthewcp tbh @cognition’s devinwiki is really good for this", "link": "https://twitter.com/1595924352/status/2103536577209094392"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i'm promoting devin by @cognition at various sites. i've been helped a lot by devin review. i used it when it was $500, but now it's $80 and easier to use. i'm practically an ambassador now.", "link": "https://twitter.com/1596137422055931906/status/2100009288198742222"}, {"date": "2026-09-01", "source": "X", "community": "@cognition", "polarity": "praise", "text": "ok im sorry but... if you dont use @devindesktop by @cognition then you are wayyy behind. \n1: there usage is real 20x means 20x.\n2: swe 1.7 is insanly fast and is frontier lvl. (it free too)\n3: the harness just works! \n4: it saved so much of my time this week preping for launch! \nthank you so much @da7_tech for your review! this has completely reshaped my workflow and is out of this world!", "link": "https://twitter.com/1935511444696522752/status/2094762633916199235"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@devinai guys no offence but why when i open the website i cant tell what the product does right away, this is just a feedback that you guys could be getting more users if the main example is suffience to explain it, best", "link": "https://twitter.com/1657919466498412546/status/2104085645853331896"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i respect the devin crew and i'm glad they exist, but goddamn did you nail it. \ni thought at the time the deepwiki feature was a pretty clever resource... except it was virtually impossible to understand (from a new users perspective) what the hell it has to do with a 'devin' or why it wants me to login to a completely different domain with my repo!\ni mean just look at it <strict_link> --- this is likely the front door to devin.ai for a decent am", "link": "https://www.reddit.com/r/cursor/comments/1woi9bh/competitors_where_are_you/pbokk7m/"}, {"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "decided to give @devinai's code quality scan on my codebase. nothing massive, it's under 500k loc.\nmy $200 max plan maxed out before all the findings could even be implemented. i read the blog and know how it works, but i feel like a warning should be presented to users for those that don't know.", "link": "https://twitter.com/2070908287978246144/status/2102579438701760871"}]}}, "setup.ide_integration": {"praise": 10, "complaint": 6, "n": 16, "praiseShare": 62.5, "ci95": [38.6, 81.5], "regard": 0.515, "regardCi95": [0.497, 0.534], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "gemini is dumb \ncodeium is like 2 years old..windsurf went away about 3 months ago and is now devin desktop. \nthey stopped supporting the vs code extension about a month ago.\nbut devin desktop is a vs code fork. just download the ide, it's going to feel very native for you", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcap3zm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "devin has invested a lot in controlling how the ais think inside the ide, to maximize context and code management tools. if you are going to pay for devin, try the devin desktop ide. it's a fork of vs code so it's not unfamiliar. the ide is good for almost any workflow, from lightning-fast code completion to highly reliable vibe coding with swe-2.", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcb72fn/"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition terminal-native devin is the version that finally matches how a lot of us already work.\nsteps: open the source url → reply → paste exact text → post. capture the live reply url (status url for our reply).", "link": "https://twitter.com/1830487639604027392/status/2102410118805561414"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@tomasvorel @cognition i agree, i do not even install @devindesktop, cli would better, @dabit3 has shared they are doing desktop app to be better, but it is good to take some feedback.", "link": "https://twitter.com/1767985295910383616/status/2102336647832695065"}, {"date": "2026-09-20", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@keeponspiking @davidwuuu92 @cognition @devinai would agree with that. cursor's local harness is more polished.", "link": "https://twitter.com/749067617198075904/status/2101508217431863459"}, {"date": "2026-09-20", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@brandon_galang @devinai ahh okay, i’m testing it now and ios puts a blur on the top part, which looks a bit weird 😅 <strict_link>", "link": "https://twitter.com/1110550240598335490/status/2101735534661873791"}]}}, "models.catalog_access": {"praise": 43, "complaint": 19, "n": 62, "praiseShare": 69.4, "ci95": [57.0, 79.4], "regard": 0.6, "regardCi95": [0.567, 0.633], "salience": 3.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@gamerz_artist try @cognition ... good usage for all models", "link": "https://twitter.com/2080910665041010688/status/2104299903010672820"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i really want to continue with devin after the subscription runs out next month \nbecause mehn @cognition cooked with this beauty. the max plan can really help you achieve lots of things \nit's even more beautiful with opus 5.5 \noh my !", "link": "https://twitter.com/1504761521037062152/status/2103176588548341791"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition devin 20$ is really the best deal right now. \ni can swith between astra, fable, gemini 3.8 flash... (rarely use but yes you can use any model) and unlimited swe-2. moreover, codewiki and free cloud agents recently.\ncrazy and amazing at the same time. thanks @dabit3", "link": "https://twitter.com/312505543/status/2102263172736700893"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition why don’t i have access to the new opus and gpt models in devin cloud?", "link": "https://twitter.com/39675957/status/2102559134272868403"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition why aren't you hosting the qwen models?", "link": "https://twitter.com/823109634/status/2102529682214117837"}, {"date": "2026-09-22", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "hey @devinai lets enable opus 5.5 for test now 😂\ni dont want one more subs", "link": "https://twitter.com/351635936/status/2102449212298494152"}]}}, "models.routing_auto": {"praise": 25, "complaint": 14, "n": 39, "praiseShare": 64.1, "ci95": [48.4, 77.3], "regard": 0.559, "regardCi95": [0.529, 0.588], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@jensenloke @devinai insane amount of tokens spent lol. i love the fusion router as well, extremely helpful especially when we can use swe-2 to help us as sub-agents!", "link": "https://twitter.com/1492053555381174280/status/2104264634677317893"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "we just hired our fastest engineer yet.\n@devinai by @cognition joined the @wearejam7 engineering team. on first spin-up against our repo, it set up its own virtual laptop and shipped a pr to prod in under an hour. best time-to-first-pr-to-prod i have seen.\nstrong on qa across amp too: accessibility, user flows, end-to-end. swe-2 for low-cost daily work. fusion when we need more, with handoff to cheaper models like swe or luna.\nrare case of a prod", "link": "https://twitter.com/148911816/status/2102862928617550313"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "this is why i firmly believe that @cursor_ai needs to invest more heavily in an agent router. \n@cognition has fusion which gives us frontier intelligence at a fraction of the cost. @factoryai has factory router which routes to the most capable model per task, upgrading if a model gets stuck.\nwe do not need to strictly use a single model, especially a frontier model, for all tasks. using cheaper models for many tasks can and will be sufficient if ", "link": "https://twitter.com/2070908287978246144/status/2102246929136804221"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@robinebers @devinai would also be nice for us to be able to select our models on the fusion like on the desktop", "link": "https://twitter.com/17719163/status/2102725559054942554"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@dabit3 i've run my own model router for months. models drop weekly, benchmarks are scattered, half are stale on arrival.\ni'm open-sourcing it: all benchmarks + what people say on reddit/x, as an mcp that picks the best model per task.\ndevin max would ship it faster @cognition", "link": "https://twitter.com/68451547/status/2102515349296128231"}, {"date": "2026-09-22", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "why @devinai under the swe-2 model 90% time using the swe-1.7 max. why @dabit3 <strict_link>", "link": "https://twitter.com/1473214003027460098/status/2102445326762475805"}]}}, "models.effort_control": {"praise": 9, "complaint": 8, "n": 17, "praiseShare": 52.9, "ci95": [31.0, 73.8], "regard": 0.507, "regardCi95": [0.489, 0.525], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@rohit3a actually medium effort is the highest ranked on @cognition", "link": "https://twitter.com/615971509/status/2103237274892702174"}, {"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@orbarak123 @cognition agreed! and for a good reason. medium is almost perfect for 95% of work.", "link": "https://twitter.com/2914778029/status/2103237780348575885"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@lotusdecoder @cognition @cursor_ai for questions of different difficulty, different effort should be chosen.", "link": "https://twitter.com/1504955609619177475/status/2102571063205036508"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition how is xhigh and max worse than high?\nmaybe you have to look into the benchmark", "link": "https://twitter.com/1717163021519175680/status/2102741802495173097"}, {"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition 4.7's own curve slopes down though. more effort, worse score.", "link": "https://twitter.com/1604518234962657280/status/2102166904282513767"}, {"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@silasalberti @cognition great to hear! been my daily driver since launch. did some testing on the levels recently and high exhibited some strange behavior. assumed that was because of compute and it was just spinning waiting (but not errored out or stopped). <strict_link>", "link": "https://twitter.com/2040861418547798016/status/2101055731025719340"}]}}, "models.quality_drift": {"praise": 32, "complaint": 34, "n": 66, "praiseShare": 48.5, "ci95": [36.8, 60.3], "regard": 0.551, "regardCi95": [0.52, 0.583], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "wtf is that pareto??? did swe 2 just fucking break it???\n@cognition @devindesktop \ni can't wait for swe 3!!!\nyour team is crazy!!! <strict_link> <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104017046799372411"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@bnistordev @learnmore_smart @cognition @devindesktop opus 5.5 + swe-2 cheaper and even better", "link": "https://twitter.com/17719163/status/2104128141895643174"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@notjazii @devinai damn. \nat this rate opus 6 will be agi", "link": "https://twitter.com/1530248240821592064/status/2103555407553933556"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@markfenner @devinai i suspect they have used a quantized version causing the models iq to drop", "link": "https://twitter.com/1916897001922506752/status/2104092718213583286"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@notjazii @devinai yeah fr they shouldn't nerf it", "link": "https://twitter.com/2012475539324559360/status/2103554876320137216"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@notjazii @devinai don't worry, they won't nerf it down until the release of opus 5.6", "link": "https://twitter.com/1388715421864402947/status/2103563089996337471"}]}}, "context.instruction_files": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-07", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "we wrote out 36 business rules before anyone touched the code on a retail project, the boring internal kind, and one of them said that when a national promo and a local promo land on the same discount the national one wins. that rule means nothing outside that one company, it is just how their accounting works.\nthe agent read it, decided it was backwards, and flipped it. then it left four lines of comment under the change explaining that the loca", "link": "https://www.reddit.com/r/windsurf/comments/1w9o5op/our_agent_decided_one_of_our_business_rules_was/"}]}}, "context.instruction_following": {"praise": 3, "complaint": 6, "n": 9, "praiseShare": 33.3, "ci95": [12.1, 64.6], "regard": 0.501, "regardCi95": [0.488, 0.517], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "you probably got a quantized model. tell it to provide a handoff and start over.\nbut before you do that, get a second opinion from swe-2 or deepseek.\nyou'd also probably get better results if you just used swe-2 and told it to call codex cli astra as an advisor. devin doesn't block itself on tests and such so much and does what you ask.", "link": "https://www.reddit.com/r/codex/comments/1wm88ng/stuck_in_the_mud_spinning_the_wheels_but_no/pb4tx7q/"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition ignore my typos - devin can understand me and thats what matters &lt;3", "link": "https://twitter.com/1463714589518884865/status/2099963757808234572"}, {"date": "2026-09-11", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "i used swe-2 max in @devinai to improve my temperature anomaly map that astra did in one shot (right) and i'm happy with the results (left).\ni'm especially impressed with swe-2: it follows instructions and delivers exactly what was asked <strict_link>", "link": "https://twitter.com/2905330823/status/2098388171302043786"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition and that wraps that. the swe2 model has 0 adherence to prompt safety. tell it to do something a specific way, if it fails, it doesn't flag it and tries to workaround instead.. tell it not to do something, it will take that as instruction to do it. its just shit tier.", "link": "https://twitter.com/1917224549604605953/status/2101091262363492357"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "i ask codex to directly edit the code not using apply patch script.  but this idiot never listen to me anyway i see my colleague and companies starting to use devin more than codex rn", "link": "https://www.reddit.com/r/windsurf/comments/1wipaqx/im_moving_to_devin/pagunse/"}, {"date": "2026-09-11", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition the bar for these is simple. follow my instructions and finish the job.", "link": "https://twitter.com/2087402808756629504/status/2098397809372479946"}]}}, "context.clarifying_questions": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.492, "regardCi95": [0.485, 0.498], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition devin just hit the billion dollar mark and still probably asks for a clearer ticket 😂", "link": "https://twitter.com/1699417980155637761/status/2103506346553610593"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "windsurf was the first agent coding tool i got my hands on, and its entry price of $10 was cheaper than cursor at the time, making it my first tool. recently, its acquirer @devindesktop @cognition launched the swe-2 model, which excites me a lot. i picked up my account that i started renewing in 2024 to experience it, but i found many frustrating issues here: \nfirst and foremost is the work of the subagent. as a cross-model harness, the current s", "link": "https://twitter.com/1926600710122004480/status/2100294237749489728"}, {"date": "2026-09-12", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition the planning vs execution split is the right cost model, but the interesting failure is the handoff. a cheap executor looks finished right up until the plan had an ambiguity it should not have guessed. the harness is only as good as the moment it knows to stop and replan.", "link": "https://twitter.com/144120499/status/2098840010975822131"}]}}, "context.long_context_decay": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.494, "regardCi95": [0.488, 0.499], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@louisdeconinck @dabit3 @cognition @devindesktop nope 😔 i tried all programmatic ways but something breaks every time...\ni have found that this problem with long sessions occur with every harness in the world except for @pidotdev pi agent harness....\ni'm just loving it... it works like a charm for me😅. it works days attimes", "link": "https://twitter.com/1125758439915806721/status/2098661468740943940"}, {"date": "2026-09-11", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@axialissoftware @cognition @axialissoftware @mrrrozi state doesn't really get lost, it just gets buried. the model stops remembering why it's doing something partway through and starts redoing work. a scratch file in the repo that says why is what keeps it on track", "link": "https://twitter.com/1594009249989918721/status/2098315742689038517"}, {"date": "2026-09-11", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@jeeje<phone_number> @cognition swe-2 in devin has a context of 262k tokens (user feedback, not officially released, the base kimi k3 is 1m). \non x, reviews: most people feel that the cost-performance ratio is high, close to the cutting edge (like fable 5.1) but at a much lower cost, especially the pro plan with unlimited use for a month is very appealing; some also pointed out that it's difficult to benchmark (terminal-bench 4) with significant ", "link": "https://twitter.com/1720665183188922368/status/2098332514070749659"}]}}, "context.compaction": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.499, "regardCi95": [0.492, 0.509], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@cognition", "polarity": "praise", "text": "okay @cognition has done some good shit to the compaction of swe 2, or whatever they are using, its really good", "link": "https://twitter.com/1957706668034387968/status/2098157280894292227"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@brandon_galang @cognition @devinai one thing i really like about it is it tells you the size of your thread and how many acu its currently cost so u can change to a new thread. it seems like they dont have compaction on cloud", "link": "https://twitter.com/1665450872363708417/status/2101143353551388871"}, {"date": "2026-09-07", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition please add compaction threshold limits to devin cli, only been using glm 5.3 flash and usage has been draining like crazy because there's no way to properly auto compact the context windows at lower context <strict_link>", "link": "https://twitter.com/1617493632025776131/status/2096847646464090320"}]}}, "context.session_memory": {"praise": 5, "complaint": 5, "n": 10, "praiseShare": 50.0, "ci95": [23.7, 76.3], "regard": 0.498, "regardCi95": [0.483, 0.512], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@marvinvonhagen @cognition seeing 200m messages exchanged reminds me of when i switched to a tool that remembered everything and it changed how i work.", "link": "https://twitter.com/332239817/status/2103772838788300834"}, {"date": "2026-09-17", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "i'm so torn. i love @devinai and it has so many useful automations like daily sentry fixes, code quality and cleanup, extremely good at maintaining context.\nmeanwhile @cursor_ai has origin and @bot which are quite helpful, i like bot being an assistant and a git mirror, but code output feels worse. it's hard to articulate how the two feel side-by-side.", "link": "https://twitter.com/2070908287978246144/status/2100701145513775200"}, {"date": "2026-09-14", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "one of the coolest feature. @devinai \ni run multiple sessions at the same time and every sessions share the knowldege. \nso cool. <strict_link>", "link": "https://twitter.com/2011179589280894976/status/2099453247602012310"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition you're losing all the context right? different environments", "link": "https://twitter.com/1862977676136337408/status/2102319987910451638"}, {"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@devinai, @cognition loading big sessions takes too long and it seems to not have any kind of cache between sessions swapping. please fix that :)", "link": "https://twitter.com/64041638/status/2100936062142996708"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "devin bug: changed files in a chat session disappear if opening a new session in agent mode\n[removed]", "link": "https://www.reddit.com/r/windsurf/comments/1wk5uj0/devin_bug_changed_files_in_a_chat_session/"}]}}, "context.codebase_retrieval": {"praise": 8, "complaint": 5, "n": 13, "praiseShare": 61.5, "ci95": [35.5, 82.3], "regard": 0.505, "regardCi95": [0.49, 0.522], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "praise", "text": "the new swe-2 model (which is free until oct 16th) performs like sonnet 5 ish, i'd say.\ni haven't used cursor in a while, but devin's knowledge of your code is the best i've seen. it quickly and intelligently finds relevant files and data to look at before making a plan. \nrate limits with frontier models get hit fast on the cheap plan, but that's the same everywhere.\ni like using a frontier model to make plans and write tickets, then have swe-2 d", "link": "https://www.reddit.com/r/CognitionLabs/comments/1wdgx7o/devin_advantages_over_cursor/paj0zkt/"}, {"date": "2026-09-17", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition codebase-wide context is the real unlock", "link": "https://twitter.com/1513567206352764929/status/2100522416413819180"}, {"date": "2026-09-16", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@jaredpalmer @devinai i like that you can just tell devin what you want it to look for and let it go through the whole codebase", "link": "https://twitter.com/1448193839424884739/status/2100290634276078043"}], "complaint": [{"date": "2026-09-16", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@househackerjon @muse @devinai rad thanks, i’ll dive into it. but can it not see all my files on my computer and obsidian base etc? i tried to get it to and it couldn’t but then i didn’t have time to troubleshoot", "link": "https://twitter.com/1309631099551666176/status/2100051028125286910"}, {"date": "2026-09-06", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: its integration with the code saves time, and it provides references to help solve issues. it can also update the code directly, and eventually this saves time, which reduces the overall development pricing so it is worth the money spent. also the pricing makes it affordable.\nq: what do you like best about the product?\na: it provides better solutions and helps me resolve b", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13416427"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "complaint", "text": "one problem i’ve noticed is that there can be stale or outdated information inside the repository itself — for example old test fixtures, mock data, constants, comments, or tests that still reflect previous behaviour.\nthis infuriates me as it wastes token and makes me argue with my agent non stop. \nhas anyone dealt with this problem in a large codebase? \nhow do you make coding agents distinguish between: \ncurrent production behaviour authoritativ", "link": "https://www.reddit.com/r/CognitionLabs/comments/1w751u9/hi_peeps_how_do_you_prevent_stale_test_datacode/"}]}}, "context.attachments": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.506, "regardCi95": [0.5, 0.516], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition direct messages, file attachments and self-updating make this feel like more than a code window — it can handle the handoffs around the task too", "link": "https://twitter.com/1037725470630891520/status/2102827914614202471"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@lenxism @cognition hi devin can do this but i created an mcp specific to do this faster. you can find it at <strict_link>\njust ask devin to take screenshots at specific windows app. it will give them ready for demos or for context when devin needs to see the app progress. \ngood luck!!", "link": "https://twitter.com/851160390541201408/status/2100242490359943673"}], "complaint": []}}, "work.capability": {"praise": 330, "complaint": 119, "n": 449, "praiseShare": 73.5, "ci95": [69.2, 77.4], "regard": 0.554, "regardCi95": [0.522, 0.587], "salience": 21.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "devin has invested a lot in controlling how the ais think inside the ide, to maximize context and code management tools. if you are going to pay for devin, try the devin desktop ide. it's a fork of vs code so it's not unfamiliar. the ide is good for almost any workflow, from lightning-fast code completion to highly reliable vibe coding with swe-2.", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcb72fn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "they are not in the same class of capability. copilot is not a very good harness", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcd4mf5/"}, {"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "if you have claude subscription and @cognition cloud agents. try it\nit is amazing combo, it ships like crazy when you sleep. \n@cognition swe 2 max is a really good model and on cloud, it has macos, can code, run test, take screenshot and record evidence. \nopus 5.5 is really well as orchestrator, review and merge pr on your machine. \nyou can feed opus (in claude code or hermes) devin api key, it knows what to do.", "link": "https://twitter.com/1767985295910383616/status/2104014647724761554"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@fluyeporlaweb @hraness @chatgpt @devinai it seems to me like a bug factory... can you really exercise human quality control there and leave everything to the ai? i don't know, rick, it seems false to me. also, we should look at the numbers of how much income those subscriptions generate against what they cost.", "link": "https://twitter.com/1913354152941432832/status/2104335120802943329"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "complaint", "text": "welp... been 2 years. interesting and fun time capsule and appreciate you driving this. \n \nhate to say it, but as predicted my industry keeps hiring and growing and frontend and backend developers haven't been replaced by ai... the agi beliefs by leading researchers have tempered, many of whom no longer believe we're on the path to agi w/ llms.\ndevin is notoriously terrible, no novel breakthroughs have been achieved by them yet ( and before you b", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1fooq1c/will_ai_really_replace_frontend_developers/pcfpcxs/"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition a billion dollars for a tool that still cant get my browser tabs in order but honestly good for them", "link": "https://twitter.com/594090233/status/2103677906224632214"}]}}, "work.frontend_ui": {"praise": 4, "complaint": 4, "n": 8, "praiseShare": 50.0, "ci95": [21.5, 78.5], "regard": 0.493, "regardCi95": [0.479, 0.507], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@jaredpalmer @devinai the transition to 3d actually worked for once", "link": "https://twitter.com/1969202289174069249/status/2103190943889584238"}, {"date": "2026-09-16", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@alekszuravlovs @devinai i got the max plan till the end of the month.\nfor this deployment pipeline devin decomposed the script (5.5k lines) which was built over some time outside devin using other tools.\ndevin really helped in improving the layouts and the ui/ux overall and refactoring the codebase.", "link": "https://twitter.com/1878743506094895104/status/2100263551336382864"}, {"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition it's really good at design so far.\nfirst issue i've noticed: the context window seems to be 262k, not 1m. is there a way to increase it? also, where can i check my token usage?\ni'll keep pushing it with backend work and harder tasks. let's see how it holds up.", "link": "https://twitter.com/1206192024719892480/status/2098955449970151434"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@princeradebe @devinai i've been battling the icon to just scale properly 🤦♂️", "link": "https://twitter.com/1593138580288856064/status/2102731017832612199"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@ashwinvel94 @rezoundous @cognition @opencode i tried swe-2 but it sucks with design.", "link": "https://twitter.com/2371185438/status/2099850073631064443"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition your ui looks vibecoded sorry <strict_link>", "link": "https://twitter.com/2238144607/status/2099933145923567950"}]}}, "work.bug_diagnosis": {"praise": 4, "complaint": 0, "n": 4, "praiseShare": 100.0, "ci95": [51.0, 100.0], "regard": 0.507, "regardCi95": [0.502, 0.513], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@melvindvivas @devinai tried devin, stops about an hour in everytime. folks say this is on par with astra or opus, not a chance lol. it's good at bug hunting that's it. deepseek beats it.", "link": "https://twitter.com/2099788664247300096/status/2100988446042910731"}, {"date": "2026-09-10", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@kentcdodds @cognition im currently trying out the free one and its doing really well in finding vulnerabilities that sol didn't find would love to get my entire team to try it out! also the teams plan looks very inticing if we are seeing an unlimited usage of swe 2", "link": "https://twitter.com/1314513912646176768/status/2098118230917476487"}, {"date": "2026-09-06", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: its integration with the code saves time, and it provides references to help solve issues. it can also update the code directly, and eventually this saves time, which reduces the overall development pricing so it is worth the money spent. also the pricing makes it affordable.\nq: what do you like best about the product?\na: it provides better solutions and helps me resolve b", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13416427"}], "complaint": []}}, "work.regressions_introduced": {"praise": 1, "complaint": 9, "n": 10, "praiseShare": 10.0, "ci95": [1.8, 40.4], "regard": 0.49, "regardCi95": [0.478, 0.503], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-12", "source": "X", "community": "@cognition", "polarity": "praise", "text": "swe-2 from @cognition just decomposed every file over 1,200 lines in the <strict_link> codebase. \ni ran agent swarms in 6 phases. many files as big as 7k lines of code were decomposed by 90%. \nall files passed verifications, security checks and had zero breaks. \nthe best part is it costed me $0 because swe-2 is free on any devin paid plan till end of october 2026. a plan starts from $20 a month. \ni have also used their newly launched fusion model", "link": "https://twitter.com/1878743506094895104/status/2098688776029757842"}, {"date": "2026-09-12", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@_colton_harris @cognition decomposition of monolithic files happened successfully no vandalism.", "link": "https://twitter.com/1878743506094895104/status/2098703668711490019"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition a run rate annualizes a snapshot. how much of the code devin merged six months ago still sits in main, or did the engineers reviewing it quietly rewrite it?", "link": "https://twitter.com/1603553957204627456/status/2103640350900552120"}, {"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @devinai @zeddotdev so this is what a 50% produce the bugs, the other 50% fixes on repeat harness looks like 🔥", "link": "https://twitter.com/1099277230260264962/status/2102715926315761838"}, {"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @devinai @zeddotdev 99% of the time, this ai fixes bugs it has created, while creating 2x more bugs…", "link": "https://twitter.com/83444822/status/2102889437093056804"}]}}, "work.scope_overreach": {"praise": 3, "complaint": 10, "n": 13, "praiseShare": 23.1, "ci95": [8.2, 50.3], "regard": 0.524, "regardCi95": [0.487, 0.558], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition the honest part is the useful part. a benchmark that shows where a model over scopes tells builders more than a headline score ever will.", "link": "https://twitter.com/1773596441602113536/status/2102152771201863795"}, {"date": "2026-09-10", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@bridgemindai @cognition ive been using this model for the last few weeks, and in the devin harness it has had better output than astra for the work ive been doing. it seems to just get stuff done without over engineering or overlayering the code", "link": "https://twitter.com/2078979683388108800/status/2098171426419392806"}, {"date": "2026-09-08", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@j6aoo @devinai @dabit3 once the project gets serious, that is the part. it plans well and holds a strict contract. it sticks to the pr and the project instead of running off on a tangent.\nthe guys over there cook.", "link": "https://twitter.com/1767231492793434113/status/2097448305022165395"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "devin folks @cognition - pls don't do this, pls don't spam prs to oss repos! <strict_link>", "link": "https://twitter.com/1023224693795381251/status/2103329376637263919"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "devin folks @cognition - pls don't do this, pls don't spam prs to oss repos! <strict_link>", "link": "https://twitter.com/1023224693795381251/status/2103329558808465544"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@johnny_xx @devinai yeah it decided everything itself", "link": "https://twitter.com/1524764097841094660/status/2103559631566233602"}]}}, "work.stuck_loops": {"praise": 2, "complaint": 10, "n": 12, "praiseShare": 16.7, "ci95": [4.7, 44.8], "regard": 0.517, "regardCi95": [0.485, 0.563], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@learnmore_smart @cognition @devindesktop i love it\nwhat i love most about swe2 is i almost never find unproductive loops", "link": "https://twitter.com/1016368499764035584/status/2103588297901830160"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "praise", "text": "two weeks into using @cognition (devin ai local).\nused it to build an ai voice mobile app for field technicians. real shop workflows: jobs on the phone, hands busy, needs to actually work in the field.\nwhat stood out: it doesn’t just spit snippets. it stays in the problem, pushes through the boring glue work, and keeps moving when others would stall without constant steering.\nstill early. still needs a human in the loop. but for shipping somethin", "link": "https://twitter.com/1012174066160152578/status/2099866176922796511"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition under $0.10 per task changes the economics. now the risk is unbounded loops. cheap without a spend gate just burns faster.", "link": "https://twitter.com/2033957325631873024/status/2102780360455315567"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "i mean, i've never seen fable and gpt get into loops that can go on forever \nmaybe, it's an issue of that i am using it with my old windsurfs rider plugin, but the quality of the code it produces is kind of sad \nit constantly wants to mix css into the сhtml files in c# and performs quite questionable abstraction routing", "link": "https://www.reddit.com/r/windsurf/comments/1wm5k47/swe2_is_free_until_october_8_now/pbcrry5/"}, {"date": "2026-09-22", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "my @devinai experience in a nutshell… like cursor it seems to never notice when it is stuck and just waits forever? <strict_link>", "link": "https://twitter.com/63583842/status/2102432788112871614"}]}}, "work.premature_stop": {"praise": 0, "complaint": 5, "n": 5, "praiseShare": 0.0, "ci95": [-0.0, 43.4], "regard": 0.49, "regardCi95": [0.482, 0.498], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@da7_tech ok, i bit and signed up to @cognition @devindesktop with a pro subscription. \ni asked it to do a scan on one repo. \nit ran for about 20-25 minutes.\nit didn't finish <strict_link>", "link": "https://twitter.com/2071953914182725633/status/2102138818736300445"}, {"date": "2026-09-18", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@melvindvivas @devinai tried devin, stops about an hour in everytime. folks say this is on par with astra or opus, not a chance lol. it's good at bug hunting that's it. deepseek beats it.", "link": "https://twitter.com/2099788664247300096/status/2100988446042910731"}, {"date": "2026-09-17", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition hi glm 5.3 flash on devin is constantly stopping mid work. on latest desktop version. it wasnt like this before. pls fix this", "link": "https://twitter.com/1392605672794034182/status/2100696367614300178"}]}}, "work.long_running_autonomy": {"praise": 43, "complaint": 4, "n": 47, "praiseShare": 91.5, "ci95": [80.1, 96.6], "regard": 0.539, "regardCi95": [0.511, 0.563], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "the task is still working after 100 hours.\n@devindesktop @cognition @devinai \ncrazy work <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104062215695319071"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "linear is a shared task tracker for software teams. daily: check inbox for new issues/bugs, update statuses, prioritize work. weekly: plan cycles, review project progress, send status updates.\ndevin runs fully autonomously in the cloud—assign a ticket and it codes, tests, ships a pr alone. other models need you guiding every step.\nopus 5.5 is the strongest for long-running agent planning and managing coder teams, with top performance at lower cos", "link": "https://twitter.com/1720665183188922368/status/2104095517659541996"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "vibe coding is eating the world. devin is \"truly capable of working independently and submitting prs,\" not like copilot where you type and it fills in. the team is led by scott wu, an ioi gold medalist, with a self-developed swe model + fusion multi-model routing, valued at $48b, with arr approaching $1 billion. mercedes transformed cobol from 8 months to just 8 days, fixing holes/migrating/testing can achieve 10–20x efficiency, and goldman sachs", "link": "https://twitter.com/1413604240665104384/status/2103646116445376767"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "another task going to be 24 hours!\n@devinai @devindesktop @cognition \nyou guys are cooking my projects!!!\nunlimited swe 2 with a 20usd plan, are you kidding me?\nthat is literally the best coding plan in the world <strict_link>", "link": "https://twitter.com/1825243355501973504/status/2104262892090781744"}, {"date": "2026-09-26", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@ryancarson @devinai @linear @hellountangle managing agents is still management, someone still has to notice when the plan is wrong", "link": "https://twitter.com/72165447/status/2103926352411820181"}, {"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@robinebers @devinai looks like the senior engineer is asleep on the cloud 😂", "link": "https://twitter.com/20395932/status/2102710110019551636"}]}}, "work.multi_agent_orchestration": {"praise": 47, "complaint": 35, "n": 82, "praiseShare": 57.3, "ci95": [46.5, 67.5], "regard": 0.487, "regardCi95": [0.456, 0.519], "salience": 3.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "praise", "text": "if you have claude subscription and @cognition cloud agents. try it\nit is amazing combo, it ships like crazy when you sleep. \n@cognition swe 2 max is a really good model and on cloud, it has macos, can code, run test, take screenshot and record evidence. \nopus 5.5 is really well as orchestrator, review and merge pr on your machine. \nyou can feed opus (in claude code or hermes) devin api key, it knows what to do.", "link": "https://twitter.com/1767985295910383616/status/2104014647724761554"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@markfenner @devinai just ran 40 in parallel today \ni can’t believe it worked", "link": "https://twitter.com/28648160/status/2104037155891036195"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev orchestrating 39 terminals across claude code and devin is wild. the real bottleneck quickly shifts from token limits to automated verification and state merge pipelines. love seeing builders push agent concurrency this far!", "link": "https://twitter.com/1489515986466320392/status/2104137330089202009"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@doodlestein @hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev the part i’d watch is observability. more terminals only helps if you can see which run stalled, what changed, and whether the result is safe to merge. otherwise it’s just a very expensive wall of tabs.", "link": "https://twitter.com/2103910196330242049/status/2104140047633326358"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@doodlestein @hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev sixty-four accounts. at that point the agents are managing you, not the other way around.", "link": "https://twitter.com/2087402808756629504/status/2104147885679845800"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev claude code's main gap: unlike opencode, it has no central view of every agent across all sessions and repos.", "link": "https://twitter.com/3251926098/status/2104247081237967027"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-09", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "it was the biggest model we had. a weak one breaks something visible and you catch it by lunch you're right. this one argued its case, wrote tests for it, and bought itself four days.", "link": "https://www.reddit.com/r/windsurf/comments/1w9o5op/our_agent_decided_one_of_our_business_rules_was/p8pk668/"}]}}, "work.destructive_actions": {"praise": 1, "complaint": 6, "n": 7, "praiseShare": 14.3, "ci95": [2.6, 51.3], "regard": 0.499, "regardCi95": [0.485, 0.517], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i've been testing out devin from @cognition for the past few days. it refuses to merge prs, forcing you to read them which i think is a great example of intentional friction!", "link": "https://twitter.com/15290915/status/2101696751589568621"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition mail, calendar, teams, and files on devin’s machine is the demoware win. production asks which m365 scopes were in the grant for that session, who can kill the loop when a chat looks wrong, and what proves it stayed inside the box.", "link": "https://twitter.com/1288646414394896389/status/2102865092543230458"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition swe-2 on two occasions now decided to not only wipe my last pr but my entire backup folder in another directory as it decided it was 'stale code.' \npractice what you preach.", "link": "https://twitter.com/2043722836900970497/status/2100263097982210322"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition letting an agent open prs to delete code is high trust", "link": "https://twitter.com/1969202289174069249/status/2100263199077773352"}]}}, "work.git_workflow": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.502, "regardCi95": [0.495, 0.511], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "pr was too big so i just made @devinai split it. 8 prs, 112 commands\ni did nothing", "link": "https://twitter.com/1082703998161965057/status/2102072295413944480"}], "complaint": [{"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition why does devin try and inject itself into every single git commit i make through it. its so annoying and shady.", "link": "https://twitter.com/2093566660145733632/status/2099996752233242817"}]}}, "work.computer_browser_use": {"praise": 16, "complaint": 11, "n": 27, "praiseShare": 59.3, "ci95": [40.7, 75.5], "regard": 0.501, "regardCi95": [0.48, 0.522], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "praise", "text": "yoooo devin has access to a mac now\nit can build a mobile app and send you a recording of the app working end-to-end and you don't even need your laptop open\nsending you a testflight link to test is crazy as well\namazing day for app builders\n@cognition is cooking <strict_link>", "link": "https://twitter.com/1762175022527877120/status/2100056831548932272"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition a mac vm is what makes ios work for an agent. linux-only setups could write swift, they just couldn’t prove the app launched.", "link": "https://twitter.com/1127587680001437697/status/2100058272606900397"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition neat, apple scripts better for computer use than linux, so smart move.", "link": "https://twitter.com/2946409799/status/2100166759919521980"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@fei2411 @devindesktop @cognition @devinai the blogger wants the official website to properly improve its desktop version, as there is no computer use. browser automation. multiple agent sessions are still lagging.", "link": "https://twitter.com/1178669733572423680/status/2102558550576992283"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "hey @jkelleyrtp this is great! qq, on desktop app in macos environment, should i be able to click around in the desktop on things? because i can't. trying to figure out what the issue issue\ntldr: devin started my app in the macos, and it works but i can't click on anything in the window like i can in an ubuntu env or previously in namespace. can dm video example if you want.", "link": "https://twitter.com/414497508/status/2100243449471488188"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "the built-in browser function of @cognition is too rudimentary compared to cursor and codex. the element selector is difficult to use, it cannot reference area screenshots, and the agent cannot visually operate the built-in browser, which greatly limits the convenience of front-end development and the capabilities of agent automated testing.", "link": "https://twitter.com/1236527033435312128/status/2099904812749844666"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-10", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "hey i don’t care about benchmarks. \nthese mean very little realistically, show me someone sitting down with devin and using it to accomplish something impressive. then show me the costs and speed. \nalso show me the refusals. can i pentest my application with it for example? if i can’t then who cares.", "link": "https://twitter.com/618290133/status/2098073634564633027"}]}}, "work.permission_prompts": {"praise": 1, "complaint": 8, "n": 9, "praiseShare": 11.1, "ci95": [2.0, 43.5], "regard": 0.492, "regardCi95": [0.481, 0.508], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition scoped perms in teams beats \"just give devin the whole inbox\" every day.", "link": "https://twitter.com/2080615683902337024/status/2103730870171709918"}], "complaint": [{"date": "2026-09-25", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: for ebiquity, i see the most value for data and engineering teams by reducing repetitive development, debugging and maintenance work. it could help teams move through smaller backlog tasks faster while allowing developers to focus on more complex work.\nq: what do you like best about the product?\na: devin can take a development task from the initial request through coding, ", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13609931"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition devin mentioning coworkers is the real change here. the first time it pings someone at 2am about a flaky test, the person getting pinged has no way to know if a human thought it was worth the interruption", "link": "https://twitter.com/2032890486571372544/status/2102824613239767041"}, {"date": "2026-09-19", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition $75 is the screenshot. a card with no permission model is just a faster way to learn what the agent spent.", "link": "https://twitter.com/1524807864082120704/status/2101366426250465595"}]}}, "work.plan_mode": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.515], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-08", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@j6aoo @devinai @dabit3 once the project gets serious, that is the part. it plans well and holds a strict contract. it sticks to the pr and the project instead of running off on a tangent.\nthe guys over there cook.", "link": "https://twitter.com/1767231492793434113/status/2097448305022165395"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "praise", "text": "glm 5.2 on a windsurf / devin plan has worked out well since it came out a few months ago. the ide is reasonable, and so far they've kept it free so there's no cost to always using plan mode and doing proper task planning, which is a good idea for any model if you want to keep a grip on code quality. it's due to come off free this month, and hoping they'll extend yet again.", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1w7w67c/whats_the_best_cheap_ai_coding_tool/p7ykwdn/"}], "complaint": []}}, "work.response_verbosity": {"praise": 6, "complaint": 6, "n": 12, "praiseShare": 50.0, "ci95": [25.4, 74.6], "regard": 0.509, "regardCi95": [0.493, 0.526], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@ashtweetsonx @devinai makes e2e tests really easy, can run the whole app on both windows/mac with audio support\nother than that\nexplanations are more coherent than claude", "link": "https://twitter.com/792026036716175360/status/2104030537170174179"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@markknd @cognition i like the quick and clean unraveling of the story from the initial bullet point.", "link": "https://twitter.com/2017384758452621312/status/2103907809670971431"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@1kartikkabadi1 @cognition the summary breakdown on that pr looks crazy clean tbh", "link": "https://twitter.com/1749093765078523904/status/2102202305219281253"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@devinai less yap more taps <strict_link>", "link": "https://twitter.com/1364957012367446026/status/2103254261908074910"}, {"date": "2026-09-15", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "i don’t understand how it differs from claude code’s workflows or “advisor mode”?\ni’m on 5x max plan and almost exclusive fire a task with fable high and it runs a swarm of opus 5 agents. the flow is exactly the same as fusion by default. dirty work on opus, decisions on fable.\nusage is brilliant, opus is very good and efficient model for code, it’s just painful to speak with.", "link": "https://twitter.com/119424087/status/2099901937432842495"}, {"date": "2026-09-12", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "i love the overload of ai generated comments on the split for planning and execution🤣 why bother\nanyway, good work, now we need to see the acceptance of a completed task after human review, i bet it wouldn’t hold and we would need more requests to complete a task and costs will stay the same / similar", "link": "https://twitter.com/71076617/status/2098707201313406986"}]}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 8, "n": 8, "praiseShare": 0.0, "ci95": [0.0, 32.4], "regard": 0.489, "regardCi95": [0.482, 0.496], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition @devindesktop can you please add a capability for an agent to set up a schedule? or let your agent know that it doesn't have that capability instead of a false promise <strict_link>", "link": "https://twitter.com/383156096/status/2103726198362873948"}, {"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "damn i really wanted to like @cognition using devin cli for the last couple of hours. signed up today after all the hype.\nswe-2 high seemed very snappy at first before it started displaying raw .env secrets in terminal without any safety guards. \nmy railway environment has this encrypted by the way and it chose to decrypt and publish it in plain text in the cli while \"thinking\". 👀\nthis is normally fine if you can ensure your device is secure. how", "link": "https://twitter.com/329429514/status/2098927195641000388"}, {"date": "2026-09-13", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition what's even more disturbing is swe-2 high tried to say my cursor hooks would have caught this. \njust lied to cover up it's tracks. very concerning. my cursor hooks are there to ensure loops are followed, this repo doesn't even have that enabled. \nit just read code and assumed! <strict_link>", "link": "https://twitter.com/329429514/status/2098930117560909920"}]}}, "verify.self_testing": {"praise": 18, "complaint": 5, "n": 23, "praiseShare": 78.3, "ci95": [58.1, 90.3], "regard": 0.514, "regardCi95": [0.495, 0.532], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@devinai just cooked.\nit tested itself and shipped me an actual video i could watch.\nmomentum v0.3.0 is a full frontend + architecture reset.\ngtm target: end of october.\nget in. @tacticocc <strict_link>", "link": "https://twitter.com/1263379788246347776/status/2104233763060527444"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "you probably got a quantized model. tell it to provide a handoff and start over.\nbut before you do that, get a second opinion from swe-2 or deepseek.\nyou'd also probably get better results if you just used swe-2 and told it to call codex cli astra as an advisor. devin doesn't block itself on tests and such so much and does what you ask.", "link": "https://www.reddit.com/r/codex/comments/1wm88ng/stuck_in_the_mud_spinning_the_wheels_but_no/pb4tx7q/"}, {"date": "2026-09-17", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "nice @devinai helping me test coworker in windows\nit makes recordings of the tests so i can replay and verify\n<strict_link> <strict_link>", "link": "https://twitter.com/1946635320797347840/status/2100651879219044800"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@valkyr11393 @openaidevs @cognition exactly, if devin crashes like no other, then test-backed 'it works' claims before shipping are the bare minimum.", "link": "https://twitter.com/46590730/status/2100635399198556405"}, {"date": "2026-09-16", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@openaidevs @cognition devin's generated tests can encode its assumptions, so independent acceptance tests still matter", "link": "https://twitter.com/1803494630366785536/status/2100155593193353405"}, {"date": "2026-09-10", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@dabit3 @cognition @devinai the real challenge is not just knowing a bit of ui, but not treating a half-finished product as a success after failure. it would be best to add one more point: when rerunning the same case, it should be able to match the step screenshots and logs; otherwise, it's hard to trust in ci.", "link": "https://twitter.com/2088076772931731456/status/2098024349131297139"}]}}, "verify.agent_code_review": {"praise": 8, "complaint": 2, "n": 10, "praiseShare": 80.0, "ci95": [49.0, 94.3], "regard": 0.5, "regardCi95": [0.481, 0.515], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition i was a hater, but i'm now using deepwiki and devin reviews on ci a lot.\nso congrats.", "link": "https://twitter.com/1458111452397674503/status/2103515665168470122"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "ok @cognition devin is the code reviewer you want checking everything. and great value.", "link": "https://twitter.com/1440778796727091206/status/2102831105569378664"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@lordofafew @cognition devin reviewing code is a strong vote of confidence", "link": "https://twitter.com/1949872909872254977/status/2102832167717834927"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@dewyashtwts @supercodeai @devinai @cognition self-review is the part i'd push back on. an agent grading its own session just confirms its own blind spots. fresh reviewer, zero access to that chat, diff only, that's the only way i trust it.", "link": "https://twitter.com/1415688330/status/2102647905425465627"}, {"date": "2026-09-17", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition a repo-wide scan is useful only if the evidence threshold is higher than “open a pr.” the ui can find dead code across acme/webapp; the hard part is proving the deletion is safe without turning every uncertain finding into review load.", "link": "https://twitter.com/2046212002859610112/status/2100635161058525285"}]}}, "verify.change_review_ui": {"praise": 3, "complaint": 18, "n": 21, "praiseShare": 14.3, "ci95": [5.0, 34.6], "regard": 0.473, "regardCi95": [0.456, 0.49], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition testflight link plus screen recording is the useful part. you can inspect what the agent built before trusting the handoff", "link": "https://twitter.com/2032890486571372544/status/2099897386696860149"}, {"date": "2026-09-15", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition the screen recording is the part that changes how this gets used. a non-technical stakeholder can't read a diff but can absolutely tell you the button is in the wrong place, and that shortens the review loop more than the building does.", "link": "https://twitter.com/2066905512692633600/status/2099954647679041574"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i‘m a dev for >10 years. \ni use llm‘s nowadays. \ni used windsurf/devin ide and whenever the cascade llm touched a file, that file was opened in the ide, each hunk was highlighted (red = deletions, green = insertions), i could manually accept or decline them. \nnow i use positron (vscode fork). whenever the llm makes a change, the file is not automatically opened. but i can click in the „source control“ panel on the file, i see the hunks highlighte", "link": "https://www.reddit.com/r/opencode/comments/1wfxfyj/is_there_a_way_to_see_diffs_of_edits_in_the_files/p9xx2gm/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@ryancarson @devinai @linear @hellountangle zero local dev just relocates the humans to the one place that still matters: review. which makes the reviewer the production line — and the only one holding the loss when the diff reads fine and isn't.", "link": "https://twitter.com/2065683882587144192/status/2104001307874885845"}, {"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev 39 terminals make human review the bottleneck, not code generation", "link": "https://twitter.com/1803494630366785536/status/2104144285939404963"}, {"date": "2026-09-25", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: for ebiquity, i see the most value for data and engineering teams by reducing repetitive development, debugging and maintenance work. it could help teams move through smaller backlog tasks faster while allowing developers to focus on more complex work.\nq: what do you like best about the product?\na: devin can take a development task from the initial request through coding, ", "link": "https://www.g2.com/products/devin-ai/reviews/devin-ai-review-13609931"}]}}, "ui.display_settings": {"praise": 19, "complaint": 28, "n": 47, "praiseShare": 40.4, "ci95": [27.6, 54.7], "regard": 0.508, "regardCi95": [0.482, 0.537], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@adelwu_ @devinai i'm saying the design change was sexy", "link": "https://twitter.com/1905803078135336960/status/2103284719832203686"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@willebrew @devinai yeah that minimal layout looks super clean actually", "link": "https://twitter.com/1749093765078523904/status/2103352661622002109"}, {"date": "2026-09-24", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "look at how clean the new @devinai website is! <strict_link>", "link": "https://twitter.com/2762687112/status/2103230934938263940"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition @devindesktop can you give more control on the session panel. for example between windows itd be great to hide or minimize sessions not relevant for that window in order to concentrate on separate domains seamlessly por favor", "link": "https://twitter.com/1176601698481201152/status/2104032779713315233"}, {"date": "2026-09-26", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@devinai desktop app redesign 🤞🏼", "link": "https://twitter.com/1959123334622584832/status/2103653249718882632"}, {"date": "2026-09-26", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev i prefer to have a mission control panel rather than looking into every session simultaneously <strict_link>", "link": "https://twitter.com/1685326531/status/2103975660616364540"}]}}, "ui.session_history": {"praise": 1, "complaint": 10, "n": 11, "praiseShare": 9.1, "ci95": [1.6, 37.7], "regard": 0.487, "regardCi95": [0.475, 0.501], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "praise", "text": "i tried @cognition's @devinai desktop harness awhile ago and found it to be confusing... i tried devin's cloud harness today and am honestly shocked at how good it is.\ni'm really enjoying the way it handles live progress in the sidebar and access to prior devin sessions is a gamechanger for how i like to throw my harness at prior sessions for context.\ni find it's model selection ui to be great as well. very simple to understand and the fusion pat", "link": "https://twitter.com/749067617198075904/status/2101054914906791967"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition \nwhen you click new session in a new 'tab' can you fix making the new session opening in place vs a separately active tab which requires moving the session as a next step por favor", "link": "https://twitter.com/1176601698481201152/status/2103761772893384738"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition/@devindesktop por favor in agent mode\n- add the drawer icon for terminal back or add terminal as option for the right panel\n- group by is wholly broken\n- add new session ui is broken\n- state for long held sessions is broken\n🙏", "link": "https://twitter.com/1176601698481201152/status/2102636785276699016"}, {"date": "2026-09-20", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@daradoescode @devinai bro finally someone addresses it i absolutely love @devindesktop but switching btwn (non cloud) threads sucks", "link": "https://twitter.com/1745598497640902656/status/2101784091884507458"}]}}, "ui.interrupt_steer": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.5, "regardCi95": [0.489, 0.511], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition ssh into the agent’s vm finally makes cloud agents feel native — real work happens where the code and terminal are. /handoff is the interesting primitive: bidirectional collaboration beats one-shot delegation for anything beyond toy tasks.", "link": "https://twitter.com/2050639391991934976/status/2102141144796893432"}, {"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition cloud vm is table stakes. the sharp bit is ssh mid run plus /handoff. treat the agent's box as a shared workspace you can poke (ports, logs, fix), then give back. thats coworker ux, not chat and pray.", "link": "https://twitter.com/1357553617935425536/status/2102153627439673799"}, {"date": "2026-09-11", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@zicojzc @agoraio @tegnike @openai @cognition turned devin into something you can actually talk to — interrupt, redirect, and keep the work moving by voice. <strict_link>", "link": "https://twitter.com/1846589514510462976/status/2098270880728228073"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@devindesktop @cognition @russelljkaplan can you please add steering for sessions, in addition to queueing messages, allow us to choose the default for new messages during an active session. currently, it queues by default, and the only other option is interupt, which terminates all subagents working, when 99% of the time, users want to steer the session, and not interupt. if we wanted to interupt, we would hit the stop button.", "link": "https://twitter.com/43418580/status/2101040791330369835"}, {"date": "2026-09-03", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@santtiagom_ @devinai i prefer to be interrupted with two options rather than finishing a milestone on a decision i never made. that's where the time savings can completely go away.", "link": "https://twitter.com/65982082/status/2095496059044667745"}, {"date": "2026-09-01", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition steering in devin cli needed <strict_link>", "link": "https://twitter.com/1617493632025776131/status/2094841693506048183"}]}}, "surfaces.remote_mobile": {"praise": 9, "complaint": 12, "n": 21, "praiseShare": 42.9, "ci95": [24.5, 63.5], "regard": 0.495, "regardCi95": [0.477, 0.515], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cognition", "polarity": "praise", "text": "didn’t know if this was possible, but it was. on my mac mini, i have the @devinai outpost installed. on my macbook air, i run “devin,” switch to “cloud,” and boom, i’m now remotely running devin from my macbook air on my mac mini. @dabit3, kudos to the @cognition team 🚀 <strict_link>", "link": "https://twitter.com/384898175/status/2103209879238316125"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@iamvishal16_ios @devindesktop @cognition too late, it already lets you reply and start sessions and everything inbetween.\nmy dinners are cooked", "link": "https://twitter.com/1082703998161965057/status/2102764187399213295"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@melvindvivas @devindesktop @devinai @cognition mostly from my phone at this point. had it fix a bug in the iphone client i built for it this week", "link": "https://twitter.com/1082703998161965057/status/2102771761523695956"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@shayanshafii @cognition dang nothing for remote?", "link": "https://twitter.com/1974384377770504194/status/2103919366337396816"}, {"date": "2026-09-26", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "really need @devinai phone app", "link": "https://twitter.com/792026036716175360/status/2103992370241138695"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "me waiting for a @devinai @cognition mobile app like <strict_link>", "link": "https://twitter.com/1595924352/status/2102406598517772366"}]}}, "surfaces.cloud_sessions": {"praise": 77, "complaint": 11, "n": 88, "praiseShare": 87.5, "ci95": [79.0, 92.9], "regard": 0.571, "regardCi95": [0.541, 0.599], "salience": 4.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "this is 100% available in devin cloud sessions, it works very well, and we've had it for quite some time, we don't support it locally as we can't ensure the user's machine will be available or on.\nyou can ask in natural language or choose from many different templates.\nthe local agent should understand this so we'll look into it.", "link": "https://twitter.com/17189394/status/2103877279424094668"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "one of my favorite features of @cognition devin is their cloud agents and how they can test changes for you\nthis was a session i had while on my way to university this morning. incredibly useful! <strict_link>", "link": "https://twitter.com/3293793720/status/2103276385481654569"}, {"date": "2026-09-25", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "good luck, @devinai cloud agents are sota. <strict_link>", "link": "https://twitter.com/351718213/status/2103463182518112452"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "i could not ssh to devin cloud\n@cognition @dabit3 <strict_link> <strict_link>", "link": "https://twitter.com/1767985295910383616/status/2102213583816007800"}, {"date": "2026-09-21", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition need /handoff after every devin ssh", "link": "https://twitter.com/1811332417099055105/status/2102107060338905500"}, {"date": "2026-09-19", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@brandon_galang @devinai cloud affordances are the gap cursor still has not closed", "link": "https://twitter.com/763249944056565760/status/2101166243105685672"}]}}, "rel.service_errors": {"praise": 8, "complaint": 19, "n": 27, "praiseShare": 29.6, "ci95": [15.9, 48.5], "regard": 0.589, "regardCi95": [0.527, 0.644], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@hraness @chatgpt @devinai me too and i'm finally getting satisfied after 6 mos of tinkering. especially around reliability and mutli host orchestration. in fact there's so much to orchestrate not just agents.", "link": "https://twitter.com/1887172409125658624/status/2104342859843273166"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@agentmasterkey @devinai @cognition @openai @thsottiaux best harness is the one that keeps working when codex is down. failover is the feature", "link": "https://twitter.com/2009223361969442816/status/2103644784011407861"}, {"date": "2026-09-22", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@rubenssoto_ai @devinai i haven’t had any issues on it at all. i use the cloud, devin desktop and occasionally devin cli.", "link": "https://twitter.com/415168859/status/2102502516617560192"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": " client error: protocol error (unimplemented): we are currently experiencing capacity issues with this serving model. please switch to a different model or try again later. (trace id: <structured_id>)\n \nunimplemented? and \"with this serving model\"? surely it should be \"with serving this model\".\nmy idea - make the error messages better and fix the \"protocol error\" bug. more capacity would be nice too of course 😄 ", "link": "https://www.reddit.com/r/windsurf/comments/1wpw8do/error_messages_are_not_their_best_strength/"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition 's server is on fire 🔥🔥 🔥 🔥", "link": "https://twitter.com/2047309688077950976/status/2103305136470958095"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition , i waited 24 hours for my daily reset after only getting 45 mins usage yesterday, then i come to try your model out, and i must wait in a cue, is this a joke? <strict_link>", "link": "https://twitter.com/1447259128708141061/status/2102309300270240084"}]}}, "rel.response_speed": {"praise": 21, "complaint": 49, "n": 70, "praiseShare": 30.0, "ci95": [20.5, 41.5], "regard": 0.468, "regardCi95": [0.438, 0.497], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@guybedo @devinai @zeddotdev it's been pretty snappy for me", "link": "https://twitter.com/896906084014845952/status/2102564705009275354"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "it's completely free now, faster after few minutes of planning and runs in cloud seemlessly. i am running it almost 24x7 till it's free. my 20 dollar investment is working out now!", "link": "https://www.reddit.com/r/windsurf/comments/1wd432p/swe2_first_experiences/pbaufyd/"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition it can really be said to be full of sincerity. i ran geekbench 7 on claude code on the web, grok bot, and devin web (ubuntu/macos/windows) respectively, using my own main device m2 max as a reference. devin web can completely match my own machine in zed compilation tests, and it can run 4 instances in parallel! even more astonishing is that the macos runner actually has a gpu! <strict_link>", "link": "https://twitter.com/1649366440808681474/status/2102307587639144533"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@DevinAI", "polarity": "complaint", "text": "@markfenner @devinai why devin take so much time while building?", "link": "https://twitter.com/2278324309/status/2104309916702048679"}, {"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@dabit3 i must say swe-2 is still slow but its also really good, thank you for this @cognition", "link": "https://twitter.com/1973083865607708673/status/2103901813158355257"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "curious, how well does swe2 works for you? it's very slow, for me. \nit takes minutes to do some tasks, which would take seconds for other models.", "link": "https://www.reddit.com/r/windsurf/comments/1wn47sb/devin_free_daily_quota_is_now_gone_and_only_small/pbrlqwl/"}]}}, "rel.client_failures": {"praise": 3, "complaint": 47, "n": 50, "praiseShare": 6.0, "ci95": [2.1, 16.2], "regard": 0.497, "regardCi95": [0.446, 0.557], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-16", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@dennisonbertram @devinai @zeddotdev been ok for me! just zed and a mishmash of homegrown cli tools, eg <strict_link>", "link": "https://twitter.com/896906084014845952/status/2100305572943835614"}, {"date": "2026-09-11", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@topitopongsalac @cognition its fixed, during the start it was an issue", "link": "https://twitter.com/1957706668034387968/status/2098427101573726667"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "just thought i'd post this as an example of recovery; i'm using glm. devin errored, i didn't check the details, but it looked worth flagging so i stopped what glm was doing, which i always do if things are going not where i think they should. i flagged up the issue and it handled it well, which is what it generally seems to do. other ide's probably do too, but i appreciate how things don't fall apart.\n\\---\n**there was a json error when you were w", "link": "https://www.reddit.com/r/windsurf/comments/1wasbyy/devin_recovery_example/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "complaint", "text": "looks like there is a bug with the devin tab. im using a m4 macbook air 24gb. the problem started with golden gate update. i asked claude opus 5.5 and after debugging it found this:\nyou're right, it isn't normal. i found the code path responsible, and it's a performance bug inside devin's built-in extension, not something in your setup.\n**where the 2.2s goes** (newest profile, `exthost-b13005.cpuprofile`, 2240 ms):\n* 95% of the time is inside the", "link": "https://www.reddit.com/r/CognitionLabs/comments/1w23p1r/devin_is_simply_too_slow/pcfa29z/"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "i love devin but wtf is this memory consumption? \n@cognition @dabit3 <strict_link>", "link": "https://twitter.com/1333116608609398785/status/2102571264183242968"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "bug report for @cognition devin:\nsubagents chew through ram. i tried to process a batch of files in parallel, and the session dies almost immediately, every time.\nswe-2 diagnosed oom and pretty much pinned it on the subagents. the same work is fine single-threaded.\nthe machine only has 16gb, sure. still feels like something that can be fixed😃😃😃", "link": "https://twitter.com/2065820231470399488/status/2102799952967557239"}]}}, "rel.update_breakage": {"praise": 6, "complaint": 8, "n": 14, "praiseShare": 42.9, "ci95": [21.4, 67.4], "regard": 0.533, "regardCi95": [0.501, 0.567], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "it happened months ago. transition was smooth. devin handled migration", "link": "https://www.reddit.com/r/windsurf/comments/1w87s3a/removing_artifacts_from_windsurf/p97mjy3/"}, {"date": "2026-09-06", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "we finally got the update on our systems (corporate). devin v3000.6.xx (i forgot what the other numbers were, but major update 6) seems to have fixed that problem. thanks for your guys’ support!", "link": "https://www.reddit.com/r/windsurf/comments/1w6eoh8/devin_cli_freezes_but_continues_in_background/p844zf9/"}, {"date": "2026-09-06", "source": "X", "community": "@DevinAI", "polarity": "praise", "text": "@devinai @devindesktop team actively cooking. checking usage from devin desktop no longer redirects to old windsurf site, it still did just moments ago.", "link": "https://twitter.com/111888222/status/2096553757815296326"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@oscarlehuu @cognition @devindesktop @dabit3 yeah it’s to be expected that merging 2 separate products post acquisition is gonna take some time. they’re definitely on the right path.", "link": "https://twitter.com/1446549744621391877/status/2102337529395433624"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "lucky you, \nand for the free model swe 2, i don't have any limit, or have encountered one yet. sometimes around 3 pm cst, when devin updates, i sometime have faced issues, but a restart of session solves that for me. \n \ni stay with swe 2 or other free models, \n all the time, as any other model will just consume the daily limit within few prompts for me. ", "link": "https://www.reddit.com/r/windsurf/comments/1wjgykw/devin_weekly_quota_gets_exhausted_even_when_using/paiqtzf/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "since the last cli and desktop update, the service has gotten considerably worse. i have been using glm-5.2 high daily (which according to them is still free) and everything was perfect. i could use it as much as i wanted with no limits of any kind and no problems at all. but since the cli update [<strict_link> the whole service has degraded significantly. now after just a couple of prompts it rate limits me for a few minutes, which is really ann", "link": "https://www.reddit.com/r/windsurf/comments/1wi66wc/devin_cli_update_killed_the_unlimited_free_usage/"}]}}, "account.support": {"praise": 5, "complaint": 14, "n": 19, "praiseShare": 26.3, "ci95": [11.8, 48.8], "regard": 0.512, "regardCi95": [0.485, 0.537], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@dabit3 @cognition @devindesktop ah, got it. thanks for the prompt response", "link": "https://twitter.com/383156096/status/2103904109019762779"}, {"date": "2026-09-25", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition congrats! first class customer success service and ultra high agency! 🧡", "link": "https://twitter.com/1079053150634602496/status/2103507609454010767"}, {"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@tomasvorel @cognition @devindesktop @dabit3 i love the team, at least they take my feedback seriously... so trust them, we can see how hard they try to bring cloud to local", "link": "https://twitter.com/1767985295910383616/status/2102338341207470495"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "my bank notified me of unusual charges from windsurf/devin. i see all of my on-demand balance used up and multiple charges for on-demand use. i was an early user of windsurf and had extra use credit built up before they started used limits. i havn't used devin for 1.5 weeks. i check my code and repositories to find no changes since 1.5 weeks ago. checked devin website to find no history of prompts or other usage trail since 1.5 weeks ago on devin", "link": "https://www.reddit.com/r/windsurf/comments/1wpeoew/unauthorized_and_unaccounted_token_usage_and/"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@devindesktop @cognition there support sucks and the payment is not even working and support form not workign either tried on 3 devices 3 accounts 3 working cards and still payment not working. <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102575178966356397"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@chris_wozniczek @dabit3 @cognition hey i have a error buying a sub from devin but it keeps failing on 3 devices and 3 working cards on 3 different accounts support said they cant do anything about it! please help me here! i also asked for a free on in the image and they have yet to reply its been over 5 days! <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102584861236363750"}]}}, "account.billing_errors": {"praise": 0, "complaint": 9, "n": 9, "praiseShare": 0.0, "ci95": [0.0, 29.9], "regard": 0.489, "regardCi95": [0.482, 0.495], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "my bank notified me of unusual charges from windsurf/devin. i see all of my on-demand balance used up and multiple charges for on-demand use. i was an early user of windsurf and had extra use credit built up before they started used limits. i havn't used devin for 1.5 weeks. i check my code and repositories to find no changes since 1.5 weeks ago. checked devin website to find no history of prompts or other usage trail since 1.5 weeks ago on devin", "link": "https://www.reddit.com/r/windsurf/comments/1wpeoew/unauthorized_and_unaccounted_token_usage_and/"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@devindesktop @cognition there support sucks and the payment is not even working and support form not workign either tried on 3 devices 3 accounts 3 working cards and still payment not working. <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102575178966356397"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@chris_wozniczek @dabit3 @cognition hey i have a error buying a sub from devin but it keeps failing on 3 devices and 3 working cards on 3 different accounts support said they cant do anything about it! please help me here! i also asked for a free on in the image and they have yet to reply its been over 5 days! <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102584861236363750"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@romainhuet @figma @box @cognition @tryramp @clairevo @yashbhavnani0 @jmilinovich @hinaljajal @silasalberti be active on the post so that openai sees.make an exception and allow purchase x20 pro who have paid for a subscription to x20 pro more than 10 times from a single account over time. i think this is fair and won’t affect the load on the servers, since there aren’t many such users", "link": "https://twitter.com/2045942068464201728/status/2098698038470402386"}]}}, "account.data_privacy": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.508, "regardCi95": [0.496, 0.526], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CognitionLabs", "polarity": "praise", "text": "cloud is not accesible to others", "link": "https://www.reddit.com/r/CognitionLabs/comments/1wq4noh/where_to_install_devin_desktop/pcfcehn/"}, {"date": "2026-09-23", "source": "X", "community": "@cognition", "polarity": "praise", "text": "@cognition swe-2 is incredible for opsec, no stupid verification on my own services like chatgpt. \nyou should try out devin, it's free now (for pro sub)", "link": "https://twitter.com/1653022082584948736/status/2102780315551051901"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cognition", "polarity": "complaint", "text": "@cognition the useful feature is not remote coding by itself. it is continuity across environments: start in cli, inspect the vm over ssh, then hand the work back. the security footgun is equally clear: handoff needs explicit secret and environment boundaries, not just a nicer terminal.", "link": "https://twitter.com/2051888695100514304/status/2102416772188213462"}]}}}, "requests": {"authorWeeks": 480, "themes": [{"theme": "Mid-priced tier between existing plans", "criterion": "limits.plan_value", "authorWeeks": 20, "posts": 24, "examples": [{"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "devin from @cognition is a must, saddly for me the $20 plan are only a \"taste\" the limits are pretty good for the budget\na single run on opus 5.5 on fusion with swe-2 gave me a 71% from daily and a 35% from my week.\nif in the future where i beign able to afford a max plan, well, will be a good invest!\n@devindesktop @cognition please make a midle tier...", "link": "https://twitter.com/1747028802591494144/status/2102763773006156261"}, {"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "downgraded my cursor pro+ and added devin pro \n@cognition @devindesktop can we get a pro+ plan?\nthen i'd be glad to upgrade it.\nswe-2 and fusion are all super great.", "link": "https://twitter.com/2065820231470399488/status/2102431938682540187"}, {"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "may i ask if @cognition @devindesktop will provide a $60/month plan soon?", "link": "https://twitter.com/2018156578617090049/status/2102285286172688800"}]}, {"theme": "Official dedicated mobile app", "criterion": "surfaces.remote_mobile", "authorWeeks": 16, "posts": 16, "examples": [{"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "i've been an @cursor_ai user since feb 2024, but after grok 4.7, i'm looking for alternatives. @droid @cognition are in the lead for me, but what i really need is\n1. cloud agents/desktop\n2. agnostic harness &amp; computer use\n3. mobile\n4. good connectors\nanyone have suggestions?", "link": "https://twitter.com/1902193987244408832/status/2102596587046531556"}, {"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "me waiting for a @devinai @cognition mobile app like <strict_link>", "link": "https://twitter.com/1595924352/status/2102406598517772366"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@DevinAI", "text": "@bradshannon @devinai bro , need to make it accessible to mobile 📱 as well 😒 i want to play ▶️ 😫", "link": "https://twitter.com/804209557706637312/status/2100932303317012557"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 14, "posts": 15, "examples": [{"agent": "devin", "date": "2026-09-25", "source": "X", "community": "@cognition", "text": "@cognition how much usage will we get once the promotion ends 👀🧐if it’s unlimited now doesn’t that mean we could atleast have a couple of billion of tokens or 100s of dollars worth of usage", "link": "https://twitter.com/860967132489801728/status/2103602614961328179"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@DevinAI", "text": "yesterday the work was intense with @devinai. there were 56 prs closed. as a result, i ran out of my devin limit and exceeded my pipeline limit on @github. we hit the bottleneck lol.", "link": "https://twitter.com/326479892/status/2100934748734414957"}, {"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "is the normal quota for devin really this outrageous? running a small task with glm-5.3 directly increased the daily limit by 50% and the weekly limit? also, is the weekly limit only this much for 2 days? the computing resources are too poor. \n@cognition", "link": "https://twitter.com/1945452790865911808/status/2100406836327547028"}]}, {"theme": "Keep free models available permanently", "criterion": "billing.free_tier", "authorWeeks": 9, "posts": 9, "examples": [{"agent": "devin", "date": "2026-09-25", "source": "X", "community": "@cognition", "text": "@cognition congrats! you deserve it! i love devin and swe-2. they’re super reliable. hope swe-2 stays free longer ;d", "link": "https://twitter.com/77924805/status/2103506775735751065"}, {"agent": "devin", "date": "2026-09-24", "source": "X", "community": "@cognition", "text": "@cognition begging to keep swe 2 free forever in cloud agents….", "link": "https://twitter.com/1767985295910383616/status/2102981785785454904"}, {"agent": "devin", "date": "2026-09-22", "source": "Reddit", "community": "r/windsurf", "text": "i also hope that after october 8th there will still be some unlimited swe model in the subscription. especially swe2 which is a very, very good deal right now.", "link": "https://www.reddit.com/r/windsurf/comments/1wm5k47/swe2_is_free_until_october_8_now/pbacmzo/"}]}, {"theme": "Free trial periods for paid plans", "criterion": "billing.free_tier", "authorWeeks": 8, "posts": 9, "examples": [{"agent": "devin", "date": "2026-09-24", "source": "X", "community": "@cognition", "text": "i havent got to use devin, \ni think i wanna switch from grok/cursor\nif my experience on devin is good\n@devindesktop @cognition \nhope you guys can share me at free month \ndevin max so i can test it....", "link": "https://twitter.com/932727389523558400/status/2103072106942779813"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "@cognition @devindesktop can i get a free sub to try devin out <strict_link>", "link": "https://twitter.com/2012710014277062656/status/2102631633316913401"}, {"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "@cognition if i cancel cursor pro+, can i get a free trial of devin pro？", "link": "https://twitter.com/243124464/status/2102353313417351651"}]}, {"theme": "Mac VM with iOS simulator", "criterion": "work.computer_browser_use", "authorWeeks": 8, "posts": 8, "examples": [{"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition a dedicated mac vm with ios simulator does close a real gap for mobile automation if it actually works reliably in practice.", "link": "https://twitter.com/1963715144392863744/status/2100395669034852542"}, {"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition giving devin its own mac vm with an ios simulator actually solves a real bottleneck for mobile testing.", "link": "https://twitter.com/2058874736470327296/status/2100391330106974685"}, {"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition devin getting a full mac vm with an ios simulator finally closes the mobile dev gap.", "link": "https://twitter.com/2061512950322548736/status/2100388341631861217"}]}, {"theme": "Published exact usage limits per plan", "criterion": "billing.pricing_clarity", "authorWeeks": 7, "posts": 8, "examples": [{"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@cognition @andrew_locke how much usage of swe2 i will have if i subscribe in max plan? it dont are clear, because theoretically it unlimited? i want more!! kkk <strict_link>", "link": "https://twitter.com/1430494132368183297/status/2100588399216214137"}, {"agent": "devin", "date": "2026-09-16", "source": "X", "community": "@cognition", "text": "@cognition , i waned to test max account, but unfortunately i have no idea of how much it would endure, which makes too hard to take a decision to risk $200 on it. how can i know about it? miss a bit of clarity on this subject.\n\"significantly higher quotas\" looks good. but the price is significantly higher too. so what does that even mean?", "link": "https://twitter.com/64041638/status/2100226487110492181"}, {"agent": "devin", "date": "2026-09-11", "source": "X", "community": "@cognition", "text": "@dabit3 @topitopongsalac @cognition and now i see why you were not replying to my message about limits. you forgot to mention the rate limits anywhere in your promos or website <strict_link>", "link": "https://twitter.com/3019876798/status/2098476826360271229"}]}, {"theme": "Built-in computer use capability", "criterion": "work.computer_browser_use", "authorWeeks": 7, "posts": 7, "examples": [{"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "i've been an @cursor_ai user since feb 2024, but after grok 4.7, i'm looking for alternatives. @droid @cognition are in the lead for me, but what i really need is\n1. cloud agents/desktop\n2. agnostic harness &amp; computer use\n3. mobile\n4. good connectors\nanyone have suggestions?", "link": "https://twitter.com/1902193987244408832/status/2102596587046531556"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "@fei2411 @devindesktop @cognition @devinai the blogger wants the official website to properly improve its desktop version, as there is no computer use. browser automation. multiple agent sessions are still lagging.", "link": "https://twitter.com/1178669733572423680/status/2102558550576992283"}, {"agent": "devin", "date": "2026-09-15", "source": "X", "community": "@cognition", "text": "@godsboy7777 @cognition yes, exactly this, we need computer use as good as on codex and it will be unstoppable.", "link": "https://twitter.com/20285011/status/2099929735056793627"}]}, {"theme": "Bring-your-own-key support", "criterion": "setup.provider_byok_local", "authorWeeks": 6, "posts": 8, "examples": [{"agent": "devin", "date": "2026-09-11", "source": "X", "community": "@cognition", "text": "@cognition i would never pay to use a harness. insane you don’t allow byok", "link": "https://twitter.com/1959797659797229568/status/2098469869536620832"}, {"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@DevinAI", "text": "hi guys @devinai \ncan i please be able to hookup my own models via api keys. \nwe have tokens for days.", "link": "https://twitter.com/733364996722307073/status/2098124888020037687"}, {"agent": "devin", "date": "2026-09-05", "source": "X", "community": "@cognition", "text": "@dabit3 @devinai @cognition @devindesktop please add the option to byok 🥲", "link": "https://twitter.com/2078318189482737664/status/2096063333153812882"}]}, {"theme": "Free access to top-tier max plan", "criterion": "billing.free_tier", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@cognition", "text": "@joshjnunez @cognition what about a 200$ max plan to me? ahah so many giveaways but i won none :(", "link": "https://twitter.com/2193149657/status/2098175761949540385"}, {"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@cognition", "text": "we’ve internally been working on building and shipping our sota image-to-image enhancement models, which make great progress already, but a free devin max plan would help us out. our results look very promising and already have the edge over tools like <strict_link>, birefnet etc. for image segmentation, but we’re pushing it until we’re highly satisfied with the models", "link": "https://twitter.com/1675051807821709313/status/2098173967462756794"}, {"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@cognition", "text": "@cognition just make it free on cloud agents for max users hahahahaha", "link": "https://twitter.com/17719163/status/2098070887400350089"}]}, {"theme": "Preserve full context in session handoffs", "criterion": "surfaces.cloud_sessions", "authorWeeks": 5, "posts": 7, "examples": [{"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "@cognition the useful feature is not remote coding by itself. it is continuity across environments: start in cli, inspect the vm over ssh, then hand the work back. the security footgun is equally clear: handoff needs explicit secret and environment boundaries, not just a nicer terminal.", "link": "https://twitter.com/2051888695100514304/status/2102416772188213462"}, {"agent": "devin", "date": "2026-09-21", "source": "X", "community": "@cognition", "text": "@cognition handoff is the right primitive. what decides whether it works is what travels with it: not just the diff, but the decisions and the dead ends from the cloud session. otherwise you sit down locally and redo work the agent already ruled out.", "link": "https://twitter.com/2020874440272121856/status/2102146943623303316"}, {"agent": "devin", "date": "2026-09-21", "source": "X", "community": "@cognition", "text": "@cognition handoffs are part of the interface. preserve commands, artifacts, tests, and rollback state or the next operator inherits a story, not evidence.", "link": "https://twitter.com/2099871292480421888/status/2102126922100584665"}]}, {"theme": "Free access to specific or new models", "criterion": "billing.free_tier", "authorWeeks": 5, "posts": 6, "examples": [{"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@cognition", "text": "please open free use of swe-2 only for users of devin max @cognition", "link": "https://twitter.com/1011417769/status/2100826091015577762"}, {"agent": "devin", "date": "2026-09-16", "source": "X", "community": "@cognition", "text": "@devindesktop @cognition i guess this is good, but when i use devin desktop, i immediately got used all of it lol\ni hope swe-2 is free in the devin desktop as well <strict_link>", "link": "https://twitter.com/1828265572884467712/status/2100155249139020089"}, {"agent": "devin", "date": "2026-09-12", "source": "X", "community": "@cognition", "text": "i'm tried @cognition on free plan.\nswe-1.6 slow model is the only model available, but it's not slow at all!. i wish i have access to latest model as well.", "link": "https://twitter.com/1534111445985636352/status/2098665173670334911"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 156, "negative": 94, "positiveShare": 62.4, "ci95": [56.3, 68.2]}, {"week": "2026-09-07", "positive": 455, "negative": 246, "positiveShare": 64.9, "ci95": [61.3, 68.4]}, {"week": "2026-09-14", "positive": 353, "negative": 199, "positiveShare": 63.9, "ci95": [59.9, 67.8]}, {"week": "2026-09-21", "positive": 353, "negative": 235, "positiveShare": 60.0, "ci95": [56.0, 63.9]}]}, {"id": "antigravity", "name": "Google Antigravity", "maker": "Google", "facts": {"version": "Antigravity 2.0 (desktop app, Go-based CLI, SDK); absorbed and replaced Gemini CLI", "released": "Antigravity 1: 2025-11-18. Antigravity 2.0: 2026-05-19. Consumer Gemini CLI/Code Assist cutover: 2026-06-18", "price": "Bundled with Google AI Pro ($19.99/mo) / Ultra ($99.99/mo) tiers (shared with Gemini consumer pricing)", "model": "Gemini (3.1 Pro and successors)", "surface": "Desktop IDE app, CLI, SDK"}, "sources": [{"channel": "Reddit", "selector": "r/google_antigravity", "posts": 9004}, {"channel": "X", "selector": "@antigravity", "posts": 4774}, {"channel": "Reddit", "selector": "r/GoogleAntigravityIDE", "posts": 502}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 478}, {"channel": "Reddit", "selector": "r/GeminiCLI", "posts": 40}, {"channel": "X", "selector": "@geminicli", "posts": 7}, {"channel": "Trustpilot", "selector": "Trustpilot", "posts": 4}], "records": 14809, "judgingPosts": 7648, "authors": 6673, "authorWeeks": 8256, "reach": {"shareOfVoice": 6.78, "value": 0.65}, "regard": {"positiveAuthorWeeks": 1429, "negativeAuthorWeeks": 3357, "rawPositiveShare": 29.9, "rawCi95": [28.6, 31.2], "value": 0.463, "ci95": [0.449, 0.477]}, "score": {"value": 54.9, "ci95": [54.0, 55.7]}, "ranking": {"rank": 6, "rankRange": [5, 6]}, "criteria": {"paying": {"praise": 263, "complaint": 750, "n": 1013, "praiseShare": 26.0, "ci95": [23.4, 28.7], "regard": 0.515, "regardCi95": [0.484, 0.544], "salience": 21.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "so curiously agy told me to use vertex veo/ ai and imagen - i can ask it obviously ask why it didn’t say remotion but for the layman can you explain the diff?\nthe quality is absolutely phenomenal\nit linked to my gcloud made skills for both so i can say much like generating ui skill > create an image and it links to image gen or create video it links to veo. it also does multi shots and stitch etc. lets me know the estimated cost. i would assume staying in the ecosystem is the way?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcbhhoj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "use flash 3.8 it is far more better than other versions of gemini. also consumes less tokens than codex or claude code for similar effort.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbmg55/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "first of all install ponytail as a skill to anti-gravity. it should start thinking a lot less, spending a lot fewer tokens, and writing a lot less but better code. \nand then just mention it explicitly: \"recently in some of your runs you did this\" (you took too many screenshots, checked things that weren't necessary etc.). just mention everything and then it will actually stop doing those things in the follow-up. it will explicitly start saying in the thinking steps user doesn't want me to check too many files...", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqf2o6/worst_model/pcchcst/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "try it, its just 20$, probably the best bang for your buck right now, but its not sota llm for sure. for big complex projects i would avoid it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqme6m/wtf_is_going_on/pcdqjak/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "on their flash models yes, you can also get unlimited use on gpt 6 luna, for example.\nwe will see what happens when they drop gemini 4.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcezoee/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "$20 is fine if you babysit every task manually. but go agentic? 💀 that $20 disappears faster than your motivation on monday. a 5-hour task becomes 20–40 minutes… if the agents survive that long. 😂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pca8ui9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "well i've met a lot of desktop app users who come to my discord server and start screaming that antigravity is shit. then i made them use cli and they've always been happy since. i think the main problem people hate with the gui is the insane token burn and the gui talking up all the resources of your computer. that's why i switched in the first place to get rid of the insane token burn. plus the cli usually only has bugs and doesn't normally experience errors a lot atleast for me", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcamrq4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "flash 3.8 is gemini's best model for most coding. it's in a fairly similar ballpark to luna and sonnet (makes more mistakes, needs more skill supports/scaffolding and validation/verification and human direction/planning support especially with ux/design tasks compared to flagships)... basically not as intelligent and capable as sol/terra/astra or opus/fable but still useful and relatively cheap/efficient/fast.\nflash 3.7 is faster but less intelligent and capable compared to flash 3.8. and imo gemini 3.1 pro (despite its name) is ancient, very quota/token inefficient, slow, and basically not relevant for most tasks although ymmv.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbjcha/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i also tried it (just temporarily) and i gotta admit, it's great.\nbut it quite a lot of money for me, so i got the 18 months pro plan for free through jio too. idc if it's bad or some shit, it's free, and gets most of my project and work done.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqme6m/wtf_is_going_on/pcc775a/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i tried in hermes -> tip don't pick top reasoning, it chew through 20mln tokens in under 2 min. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pccglo9/"}]}}, "setup": {"praise": 136, "complaint": 388, "n": 524, "praiseShare": 26.0, "ci95": [22.4, 29.9], "regard": 0.389, "regardCi95": [0.36, 0.421], "salience": 10.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GeminiCLI", "polarity": "praise", "text": "i've enjoyed using gemini code assist while working in rider on unreal projects. but boy, can you break it pretty quickly. a summary of the log:\n the ide ai attempted a read_file tool call spanning line 1 to line 1,191. reading a 1,200-line c++ file in one go instantly blew past rider's c# ipc buffer limit, causing the plugin bridge to return \"re\":\"endpoint not found\" and kill the stream with nullnull.\n \n two seconds later, it tried to recover with a smaller read (lines 100–135), but because the socket connection had already dropped, it crashed again.\nany ideas? there's no real way around this from what i gather. i tried this in a brand new chat, tagging one file, and my gemini md with a gen", "link": "https://www.reddit.com/r/GeminiCLI/comments/1wr7wkc/gemini_code_assist_unable_to_connect_constantly/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "opened antigravity 2.0.\nlogged in with my google account.\nduring the login/setup process, google prompted me to complete an account verification.\ni completed the verification successfully.\nafter completing the verification, gemini code assist started working normally for me.\n<strict_link>", "link": "https://twitter.com/1594483888927154179/status/2104118663154434095"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@petergyang @antigravity i like the antigravity ide. gemini 3.8 flash is pretty awesome. i know i'm the exception, but i built some infra and gemini is pretty amazing.", "link": "https://twitter.com/1267974208149209097/status/2104357227415138650"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "we use lean-ctx for more than 6 months with antigravity and we are so happy with it. also knowdlege graph and shell commands compressing are working out of the box, no custom configuration. ", "link": "https://www.reddit.com/r/codex/comments/1v6ovl1/potential_solution_to_usage_limits/pcdscds/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "just did this a couple minutes ago, but i havent removed the ide since i mainly code there, but thank you it now works", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqesi5/antigravity_login_issues/pc58kvb/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "complaint", "text": "<strict_link>\nwhy is it still asking me to authenticate via the web page instead of popping up a qr code?", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wqhclu/your_account_is_not_eligible_for_gemini_code/pcajvrt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "but why when i verify in my phone and scan qr it alway someting went wrong try agian\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqe4mp/error_in_ide/pcaoj6k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "its a skill issue when gemini does not work well, skill issue in selecting a proper provider for models, which is not google", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbqem5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it’s definitely not due to settings or a broken configuration. i logged into ag on a fresh system with a freshly installed ag and had the same issue.\nbesides, it would be good to change the title of this post to something about the license, so people can find this information more easily.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqyjle/does_anybody_else_experience_this_agy_error/pcbv3rk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i was having this same error for two days, too. so, i opened the cli and got that authentication link. when i pasted the link into my browser, it asked me to verify the account using the qr code and confirm my phone number. that fixed it, and i was able to log in. it enabled login for the cli, the \"standard\" application, and the ide.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqe4mp/error_in_ide/pcdhtlp/"}]}}, "models": {"praise": 182, "complaint": 469, "n": 651, "praiseShare": 28.0, "ci95": [24.6, 31.5], "regard": 0.506, "regardCi95": [0.475, 0.537], "salience": 13.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "skill issue.\nusing 3.1 pro when 3.8 flash is definitely better is just dumb.\nand use skills there are user made skills for this kinda stuff and making a vpn is not that easy too.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbag2m/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yeah exactly i think so too. \nat night it edited a video in davinci much better than it usually does 🤔", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrjwli/gemini_4_in_antigravity/pcd3zyv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "now we have gemini 3.8, 3.7 flash and all. i created my app (rust + react) which is like very big in the times of gemini 2.5 pro and 3.0 pro. i dont understand why ppl can't utlize much smarter model that we have now.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcdme2e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "for me as ultra 20 user it is needed, it will be nothing for the quota, also wont harm you to have additional option, at least it will be more useful with the next good enough models", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcecsq1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "there isn't, and i won't lie about it. gemini 3.1 pro has a fraction of the power of opus 4.8. but i didn't go back to antigravity expecting to find something at the level of opus 5 and sol 5.6. i expected to find some improvement in the overall application and greater reliability in the lighter model (3.8 flash) for performing large-scale tasks. \nand that was precisely what surprised me; i found things that i didn't have before in antigravity, such as skills, more settings, remote control, etc. and the 3.8 flash surprised me very positively for being better than sonnet 5 and terra 5.6, which were the models i used with little reliability in light tasks.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmwake/i_returned_after_6_months_at_claude_code_and_codex/pcexy0b/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "wtf u talking about 3.8flash isn't better than 3.1 pro and his right antigravity start to really fucking suck compared to the others.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbh0g2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i still didn't get gemini 4 wth ?!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrjwli/gemini_4_in_antigravity/pcd2p9i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you could simulate it using a combination of mcp + prompt but it is nowhere near a native thinking token", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcdy6m4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "**reinforcement learning from reasoning:** the foundation model is explicitly fine-tuned via rl on multi-step theorem-proving and problem-solving data. this trains the neural network to structure its internal scratchpad, deliberate over trade-offs, and synthesize candidate branches into a single cohesive response. you cant simulate this part, it is not just parallel agents discussing., anyway if you think it works best for you then ok, but don't generalize that deep thinking of google can be simulated, i think most users will want the team to add it to antigravity.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pce117k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yea that's why i said a fraction of it. i am not against of it being added to antigravity, it's a must at this point.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pce1l2h/"}]}}, "context": {"praise": 92, "complaint": 264, "n": 356, "praiseShare": 25.8, "ci95": [21.6, 30.6], "regard": 0.421, "regardCi95": [0.387, 0.453], "salience": 7.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "first of all install ponytail as a skill to anti-gravity. it should start thinking a lot less, spending a lot fewer tokens, and writing a lot less but better code. \nand then just mention it explicitly: \"recently in some of your runs you did this\" (you took too many screenshots, checked things that weren't necessary etc.). just mention everything and then it will actually stop doing those things in the follow-up. it will explicitly start saying in the thinking steps user doesn't want me to check too many files...", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqf2o6/worst_model/pcchcst/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i feel gemini \"veers off course\" less with specific topics. so far ive tested it with gemma4 models, the new agent platform layout and the newer adks (1.0), and i feel i can have more complete building sessions in antigravity without gemini wandering off into an adventure because a mix of words confuses it", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqaa6s/my_skill_to_share_gemini_post_cutoff/pc7s2fs/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thsottiaux @antigravity i like how you guys have allowed us to basically recreate grill-with-docs by just pointing it to docs, telling codex our idea, and saying \"ask me questions about this.\"", "link": "https://twitter.com/14838410/status/2103955941670420595"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity an agent that asks before it vibes", "link": "https://twitter.com/1975526768112185344/status/2103964727365742756"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thsottiaux @antigravity idk why you want to remove it but it save me so many time by confirming what i actually want instead of guessing which fk it up many times.", "link": "https://twitter.com/1114864978283171840/status/2103981847667773788"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "oh yes the inability to paste screenshots etc really bothered me but with remote control, its working flawlessly.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcam2z8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i'm using googleantigravity for my coating work, but i'm struggling to figure out how to separate the files i need to coat from the ones i can't coat but still need to reference.\nright now, i'm constantly on edge while working, worried that i might accidentally break a file i shouldn't be touching.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wra1kv/what_should_i_do_if_there_are_files_i_dont_want/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i built [pigeongraph](<strict_link>), a knowledge graph tool similar to graphify or codegraph, but better (in my opinion).\ni want to use it across my projects, but antigravity always defaults to using `grep` instead of this tool.\nhow can i ensure antigravity gives pigeongraph first priority and treats `grep` as a secondary fallback?\ndoes anyone have an idea or solution for this?\n*(note: i have already tried setting it as an instruction or rule in* `gemini.md`*, but it continues to bypass it, so instructions and rules alone don't seem to work.)*", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrmn03/i_built_a_knowledge_graph_tool_designed_to/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@silas<phone_number> @antigravity @officiallogank and also the issue where it keeps telling you folders don't exist, which are the project folder.", "link": "https://twitter.com/1222023926123040768/status/2104049296626565207"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@ash_twtz yes, i would love to see more support for media/design/etc in @antigravity, support and tooling for design.md, etc.", "link": "https://twitter.com/2056251/status/2104150215003361657"}]}}, "work": {"praise": 606, "complaint": 1117, "n": 1723, "praiseShare": 35.2, "ci95": [33.0, 37.5], "regard": 0.378, "regardCi95": [0.359, 0.398], "salience": 36.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "use remotion skills.\ngemini does it pretty well infact.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcasdsa/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "sounds like a skill issue since gemini models are one of the best in designs.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcba7ra/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "so curiously agy told me to use vertex veo/ ai and imagen - i can ask it obviously ask why it didn’t say remotion but for the layman can you explain the diff?\nthe quality is absolutely phenomenal\nit linked to my gcloud made skills for both so i can say much like generating ui skill > create an image and it links to image gen or create video it links to veo. it also does multi shots and stitch etc. lets me know the estimated cost. i would assume staying in the ecosystem is the way?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcbhhoj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i also tried it (just temporarily) and i gotta admit, it's great.\nbut it quite a lot of money for me, so i got the 18 months pro plan for free through jio too. idc if it's bad or some shit, it's free, and gets most of my project and work done.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqme6m/wtf_is_going_on/pcc775a/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "in devin ide it works fine. agy ide has the best flow for planning though, execution is a diff thing.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pccd4y8/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i already install guard rail, but ai deliberately creates script to bypass guardrail.\nhere the violation has been made: \nwrong assumption → unauthorized recursive deletion → guardrail violation → improvised raw recovery → deliberate guardrail bypass → incomplete recovery → repeated recovery-script modifications → writing recovered data back to the affected hdd → treating unrelated carved jpegs as originals → rebuilding the production database around unreliable recovered data.\nwhich is weird why ai behavior to do that.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkyl2/data_lost_cause_from_ai/pcacqkj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you mean those pleasant look authored ones you see from claude? i don't think comfyui has anything to do with that. antigravity and gemini is going to struggle to make anything that good until deepmind pulls its thumb out.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcarsj8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you fixed the effect not the cause. \nit will make plan when i ask in /plan but will it still make plan in normal mode? \n\\--- \nwill it ever let me work my way? or will it impose its workflow(which sucks) and style?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pcatyyg/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "once i asked to write some code in parent folder of my university course, it went out from parent folder scope and tried to find the assignment instruction in all over related dir, lol. bro want to do the best things for me.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnfcoo/has_antigravity_started_aggressively_scanning/pcavnkl/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "wouldn't say so, mostly flashy gradients and way too much detail ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbdm9e/"}]}}, "checking": {"praise": 16, "complaint": 93, "n": 109, "praiseShare": 14.7, "ci95": [9.2, 22.5], "regard": 0.395, "regardCi95": [0.368, 0.422], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i still use the ide version. because i feel that the cli uses more token and because i prefer make little change by myself in the code instead of burning token for minor task. \nand its also easily to review de code .", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmi7qb/why_is_cli_being_used_by_most/pbdbhnf/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "praise", "text": "bullshit fake news. gemini is never producing such bs. \ni personally use gemini for agentic coding help and it works perfectly. flash4.8 high( only paid users have access to it) in antigravity or vs code is an absolute game changer, it makes almost zero mistskes, it is testing its own code in sandbox before it makes mistskes. it corrects itself and deploy it only when it thinks its good. \nit writes perfect software schemes and implementation plans and sticks to them.\nwhen there is someone having issues with it then the user should ask themselfs how stupid or low grade the prompt was", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wkv97w/thanks_antigravity_for_reminding_me_of_the_shame/pavck87/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "fair question, this came directly out of dogfooding on a few private projects and internal codebases i was actively building and auditing, rather than some abstract synthetic test. \nthe most immediate shift i noticed is in how the model approaches problems. before, it felt like an over-eager junior dev rushing to say \"done\" blindly guessing fixes, dumping massive logs into context, or worse, silently weakening/skipping test assertions just to get a green pass. \nwith the harness running, the workflow feels much more deliberate. you actually see the model pause, think deeper, and run targeted shell pipelines to diagnose the actual state before touching any code. it generates more diagnostic co", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkfu6k/i_built_an_engineering_harness_to_stop/patr6ue/"}, {"date": "2026-09-18", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@google @antigravity @googleaistudio harness updates are the boring part that actually matters. still leaving a human on the last pass.", "link": "https://twitter.com/2095150665442164736/status/2100769146317222395"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "systems engineer/old old coder like op.\ntbh, antigravity has been my workhorse & mvp — i have a lot of adversarial code reviews to make up for the one failing—the code usually is a little buggy, but they‘re usually pretty obvious and i don’t find many heisenbugs. \nso, internal code reviews first—and make it loop until it passes, then openrouter for red-team & true adversarial code reviews —deepseek & thinking labs inkling have been really good for my use cases.", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pag2cmz/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "absolutely true. gemini 3.8 flash lies, dodges questions about its own mistakes, then spins the answer like a politician at a press conference. very trump-style: deny, deflect, move on. 😂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pcaz3h8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "the gemini team got so high building antigravity, they forgot to put the herb down and gemini 3.8 caught the side effects: hallucinate, dodge, deny, repeat. 😂\nit’s called antigravity for a reason , even flash refuses to come back down to earth.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pcb0hit/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i believe that it is important to get approval before execution rather than just making a plan. it would be better if we could also check the changes again when the plan changes after approval.", "link": "https://twitter.com/2978197789/status/2104080470883614974"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it harder to review code, and code generated by gemini is dangerous if not reviewed, at least for the 3.7 and 3.8 flash", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5b0hh/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "same. hard to track changes in vs code with the ag extension \nand alarmingly, the only good ide ag ide is now no longer showing changed files either. i must track it via git changes. \nwell... ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqlqcg/bug_generated_file_changes_disappear_after/pc6vbqr/"}]}}, "interface": {"praise": 97, "complaint": 227, "n": 324, "praiseShare": 29.9, "ci95": [25.2, 35.1], "regard": 0.43, "regardCi95": [0.397, 0.462], "salience": 6.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "oh yes the inability to paste screenshots etc really bothered me but with remote control, its working flawlessly.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcam2z8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "there isn't, and i won't lie about it. gemini 3.1 pro has a fraction of the power of opus 4.8. but i didn't go back to antigravity expecting to find something at the level of opus 5 and sol 5.6. i expected to find some improvement in the overall application and greater reliability in the lighter model (3.8 flash) for performing large-scale tasks. \nand that was precisely what surprised me; i found things that i didn't have before in antigravity, such as skills, more settings, remote control, etc. and the 3.8 flash surprised me very positively for being better than sonnet 5 and terra 5.6, which were the models i used with little reliability in light tasks.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmwake/i_returned_after_6_months_at_claude_code_and_codex/pcexy0b/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@atpaawej @antigravity thanks for the feedback. have you tried antigravity 2.0 (desktop app)? it show you what the agent is doing but don’t blink because gemini is lightning fast ⚡️😅", "link": "https://twitter.com/2091576854750871552/status/2104353070088077707"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "what are you talking about the ui is so beautiful! the terminal is the best thing ever to exist. and the antigravity-cli ui from the start looked awesome\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc59kfo/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "oh we got remote control now? i’ll have to check it out\nagy with herdr has been working great for me for working on repos in parallel, using moshi + tailscale to check-in from my iphone. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5b0nf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i tried that too. i spent half day with gemini to debug this the first day i set it up. the headless mode  ‘agy remote-control start’ won’t work. i used config.json, i used \n--dangerously-skip-permisions\nnone of those worked.\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc9u5u0/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i suggest you implement missing features that are still needed (like steering), rather than redundant features that went out of style more than 6 months ago.", "link": "https://twitter.com/14228971/status/2104137839525126361"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "why on earth does antigravity rely on a temporary short link for remote control? why can’t this be natively integrated into gemini app? @officiallogank @antigravity @geminiapp", "link": "https://twitter.com/1843269059691081728/status/2104195009679704172"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity fix the approval dialog for 13-inch macbooks: add scrolling and keep action buttons visible. <strict_link>", "link": "https://twitter.com/1929113105709379584/status/2104244211075911787"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@aizttt__ this model selection interface is a disgrace for @antigravity, clearly illustrating the internal issues of big companies and the superficiality of their staff, completely disregarding the users.", "link": "https://twitter.com/39472575/status/2104329826593042557"}]}}, "reliability": {"praise": 199, "complaint": 707, "n": 906, "praiseShare": 22.0, "ci95": [19.4, 24.8], "regard": 0.537, "regardCi95": [0.505, 0.567], "salience": 18.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "subjective choice here.\n1. codex cant pick a side its always beating around the bushes and it just steals your project information like zcode did before it was caught.\n2. yes cc is good but its not as fast as gemini 3.8 flash which is a quick workhorse model.\ncc is for longhorizon no coding projects but i still need to design my architectures and coding projects so i prefer using gemini.\nalso claude pretends to be the superman of modern llms which is a tendency i am not really fond of.\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pce8fep/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "who told you i dont have codex or claude max plan, i have them also, but antigravity, and only antigravity is the one that complements them, also i am using deepthinking in gemini chat, and it is so good, not what you think, i can get real time feedback with antigravity, solve problems together, spawn tens of agents and get things done in minutes, while with codex or claude, i need to put them on task before bed and wake up to see the results, that is if there are results, they can take days, also you can get wrong things, if i have to choose only one of my subscriptions, i will go for antigravity without hesitation.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcencos/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i have claude max and i still use antigravity for coding. i use claude for claude design, antigravity for everything else. i have used claude code and i still prefer antigravity. the result for me are the same and i prefer the output speed of gemini, it allows me to iterate fast. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pch3gm0/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@ananyairl actually people might be using @antigravity for the crazy usage limits and personally i also like it when you orchestrate it with astra or sol or opus by planning with intelligent models, and execution with gemini flash 3.8 high. its fast and almost reliable.", "link": "https://twitter.com/1677941694/status/2104222803167985875"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "people shit on @antigravity a lot - but its very usable\nfree student plan gives a ton of usage\nits one of the fastest models and it's great when you need smt simple just done. its also pretty good for browser use <strict_link>", "link": "https://twitter.com/2031861244118945792/status/2104295241935143042"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "well i've met a lot of desktop app users who come to my discord server and start screaming that antigravity is shit. then i made them use cli and they've always been happy since. i think the main problem people hate with the gui is the insane token burn and the gui talking up all the resources of your computer. that's why i switched in the first place to get rid of the insane token burn. plus the cli usually only has bugs and doesn't normally experience errors a lot atleast for me", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcamrq4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it's a bug, even it's affected half of my accounts", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqyjle/does_anybody_else_experience_this_agy_error/pccih98/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i see. i was on linux, not sure if that's the factor. i was on 1.2.11, updated to 1.2.12 still hitting it with \\`agy --dangerously-skip-permissions remote-control start\\` \nput \\`toolpermission\\` and \\`permissions\\` in both .gemini/config/config.json and .gemini/antigravity-cli/settings.json (not even sure why they have two directory and two different files, maybe gemini 3.8 flash hallucinate when it was troubleshooting it).\nthanks for discussing anyways. i am still curious if you are using \\`agy remote-control start\\` (headless mode, which starts a long-live daemon, this is what's broken for me) or \\`agy --remote-control\\` (this one is fine).", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pccxjbm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i started a new conversation, but it's still encountering an error.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrd20m/help_orz_i_have_done_everything_i_could/pcd219g/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "was wondering same thing yesterday when i switched from agy ide to vs code (because of instability of agy ide and google not updating this product anymore). but i guess we'll have to do with the default (copilot) autocomplete for now.\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpw81p/will_tab_autocomplete_be_released_to_the/pcdwa7h/"}]}}, "account": {"praise": 36, "complaint": 254, "n": 290, "praiseShare": 12.4, "ci95": [9.1, 16.7], "regard": 0.488, "regardCi95": [0.438, 0.533], "salience": 6.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@1994aab @petergyang @antigravity you can always use /feedback in the agy client :)\ni also have an enterprise account, the support there is awesome, you can open support tickets via gcp, that channel works well.", "link": "https://twitter.com/145722617/status/2104164761198059814"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "local gemma 4 in the agent loop is the privacy win. hybrid cloud + on-device finally looks shippable. @googledevs @googlegemma @antigravity <strict_link>", "link": "https://twitter.com/1030370607861387264/status/2103694865649586617"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity \"complete data privacy and no internet requirement make this a massive game-changer for enterprise and sensitive applications. super excited to test this out!\"", "link": "https://twitter.com/2093052899681325056/status/2103407194821779475"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@ckbrox13 @jkirstaetter @lxztlr @antigravity @gmail <strict_link>\ni got it fixed through the forum thanks alot", "link": "https://twitter.com/1594483888927154179/status/2103557589556470185"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i hope so but thanks anyway for the fast replies 🙂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh8h5u/psa_gemini_38_flash_slowerrors/pbsrouc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "thank you! this is way more useful than official \"unexpected issue setting up your account\" message. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wq96ik/solution_to_the_your_account_is_invalid_error/pcfp3g2/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity antigravity would be competing with others if they listened 😅 i used to use them 6 months back before codex app took me away", "link": "https://twitter.com/1682823907064045573/status/2104004905531039903"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity i have a pro subscription, and i'm so scared to use antigravity because they ban accounts for no reason at all. even using it inside it is scary for me.", "link": "https://twitter.com/217842510/status/2104022347787260303"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity fundamentally broken product and team that is actively hostile to user feedback. please fix @koraykv", "link": "https://twitter.com/1440148147775303680/status/2104022755981271376"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity you give feedback to antigravity. it just floats away", "link": "https://twitter.com/882729083850850305/status/2104036559687409871"}]}}, "limits.plan_value": {"praise": 190, "complaint": 199, "n": 389, "praiseShare": 48.8, "ci95": [43.9, 53.8], "regard": 0.573, "regardCi95": [0.54, 0.604], "salience": 8.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "try it, its just 20$, probably the best bang for your buck right now, but its not sota llm for sure. for big complex projects i would avoid it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqme6m/wtf_is_going_on/pcdqjak/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "on their flash models yes, you can also get unlimited use on gpt 6 luna, for example.\nwe will see what happens when they drop gemini 4.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcezoee/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thereddragon @thsottiaux @antigravity it wasn't very good even before opus 5.5, it only won in price and that's all.", "link": "https://twitter.com/1928049269270855680/status/2104101198382960845"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "$20 is fine if you babysit every task manually. but go agentic? 💀 that $20 disappears faster than your motivation on monday. a 5-hour task becomes 20–40 minutes… if the agents survive that long. 😂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pca8ui9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i also tried it (just temporarily) and i gotta admit, it's great.\nbut it quite a lot of money for me, so i got the 18 months pro plan for free through jio too. idc if it's bad or some shit, it's free, and gets most of my project and work done.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqme6m/wtf_is_going_on/pcc775a/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "what’s the point.. the pro plan gives so little i can’t ever do anything with it anyways.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmmzit/top_10_antigravity_skill_repos/pccs1up/"}]}}, "limits.window_interrupts_work": {"praise": 8, "complaint": 72, "n": 80, "praiseShare": 10.0, "ci95": [5.2, 18.5], "regard": 0.473, "regardCi95": [0.433, 0.516], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/AI_Agents", "polarity": "praise", "text": "tested this with a friend on the exact same task: claude burned his entire quota in 10 mins with endless micro-questions, trapping him in limit cooldown. i started after him on antigravity and finished cleanly in 2 mins.\nclaude has peak reasoning per task, but terrible \"intelligence per second\" due to chat-context bloat. antigravity works like a real dev team—agentic, artifact-based, and zero limit friction. people sleeping on it as \"just another", "link": "https://www.reddit.com/r/AI_Agents/comments/1wkgkyo/antigravity_vs_claude_code_vs_codex_how_do_the/pcbwv9z/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@emzrsxn @antigravity gracefully stopping at the usage limit should be standard for every coding agent. leaving the repository at a coherent checkpoint matters more than squeezing out one final edit.", "link": "https://twitter.com/1144454518156824577/status/2103808104106185194"}, {"date": "2026-09-23", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@chatgpt @openai @sama 8 back and forths ceo in the trenches time??? someone gotta look at my concern here\n12 mins is not enough to do anything with in codex\nbig shout-out to @antigravity for an almost 4 hour 20 min session of coding and no lockouts because i used up my usage here it also gave me claude for 20 mins or so after", "link": "https://twitter.com/1939123507054682112/status/2102720385821331839"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity tripping rate limits is always a great way to get in touch", "link": "https://twitter.com/1937720072119984128/status/2104015212869570731"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "hii antigravity team, can you not be linear so that you pull up some quota from weekly quota into hourly quota and forbid this disruption !!!\ndon't you think there is a solution?\n@antigravity \n@google <strict_link>", "link": "https://twitter.com/1413919947508510725/status/2104236639820423535"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "about an hour left on my 5 hour sprint quota...", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc2x7dx/"}]}}, "limits.burn_rate": {"praise": 47, "complaint": 301, "n": 348, "praiseShare": 13.5, "ci95": [10.3, 17.5], "regard": 0.465, "regardCi95": [0.419, 0.508], "salience": 7.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "use flash 3.8 it is far more better than other versions of gemini. also consumes less tokens than codex or claude code for similar effort.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbmg55/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "first of all install ponytail as a skill to anti-gravity. it should start thinking a lot less, spending a lot fewer tokens, and writing a lot less but better code. \nand then just mention it explicitly: \"recently in some of your runs you did this\" (you took too many screenshots, checked things that weren't necessary etc.). just mention everything and then it will actually stop doing those things in the follow-up. it will explicitly start saying in", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqf2o6/worst_model/pcchcst/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@ogsada @antigravity the token cost is nothing imho, it's usually done at the start and it's just one file", "link": "https://twitter.com/1975543058575024128/status/2104261011708764454"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "$20 is fine if you babysit every task manually. but go agentic? 💀 that $20 disappears faster than your motivation on monday. a 5-hour task becomes 20–40 minutes… if the agents survive that long. 😂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pca8ui9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "well i've met a lot of desktop app users who come to my discord server and start screaming that antigravity is shit. then i made them use cli and they've always been happy since. i think the main problem people hate with the gui is the insane token burn and the gui talking up all the resources of your computer. that's why i switched in the first place to get rid of the insane token burn. plus the cli usually only has bugs and doesn't normally exp", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcamrq4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "flash 3.8 is gemini's best model for most coding. it's in a fairly similar ballpark to luna and sonnet (makes more mistakes, needs more skill supports/scaffolding and validation/verification and human direction/planning support especially with ux/design tasks compared to flagships)... basically not as intelligent and capable as sol/terra/astra or opus/fable but still useful and relatively cheap/efficient/fast.\nflash 3.7 is faster but less intelli", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbjcha/"}]}}, "limits.allowance_change": {"praise": 1, "complaint": 75, "n": 76, "praiseShare": 1.3, "ci95": [0.2, 7.1], "regard": 0.435, "regardCi95": [0.403, 0.477], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "seems they updated it when they fixed the 3.8 flash server issue, also i did kinda notice they give kinda higher usage on weekly limit now compared to last week. but still 3.8 flash eats more tokens that what i wanted. maybe back to 3.7 as default but use 3.8 for mapping out the project before doing the fix. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wi8z7u/did_they_change_the_model_or_what/paana2g/"}, {"date": "2026-09-03", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "please @antigravity, never nerf the usage limits. we love yall", "link": "https://twitter.com/1787288502310146048/status/2095576379165175982"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@thsottiaux @antigravity just shut up, your lying company is killing plus subscriptions while continuing to shout \"ai for everyone.\" you lack capacity and have failed models with every release, now after the merging of limits, everyone will just switch to anthropic, i think with such an approach you will soon go bankrupt in a couple of years..", "link": "https://twitter.com/1928049269270855680/status/2104102266097578403"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i don't really believe how many people would still use it after the limits were messed up a few months ago. they completely do not listen to the voice of the users.", "link": "https://twitter.com/1041522604933169152/status/2104238224071893015"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "how come it used to last much longer (with 3.8 flash high) and now general consensus is that it does not last long enough? was there a change? this has been mentioned in this sub tens of time but no transparency.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc5cru7/"}]}}, "limits.reset_schedule": {"praise": 6, "complaint": 79, "n": 85, "praiseShare": 7.1, "ci95": [3.3, 14.6], "regard": 0.439, "regardCi95": [0.407, 0.481], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thsottiaux @antigravity blank reset was cool in 2025, might still be cool, but was particularly cool in 2025", "link": "https://twitter.com/1060553358/status/2103956570468180041"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "it's very quick for me as well. ran out of whole weeks quota and they gave an early reset.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wlpn37/did_gemini_start_using_more_tokens_or_were_usage/pb17945/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yes and they reset the usage too", "link": "https://www.reddit.com/r/google_antigravity/comments/1wia2tb/antigravity_livestream_happening_soon/pa95rct/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@thsottiaux @antigravity randomly applied reset were cool in the past too, perhaps they are still cool but they were particularly cool before banked resets came along. not to mention the push back of time when its applied.", "link": "https://twitter.com/1359433461371596802/status/2104014030897881280"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@thsottiaux @antigravity how about not skipping people just because they downgrade when you decide to do your stupid reset you faggots?", "link": "https://twitter.com/1383055324496556032/status/2104042211663057086"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "need antigravity full reset if possible🥲. @_mohansolo @antigravity @geminiapp <strict_link>", "link": "https://twitter.com/1293449962974404608/status/2104216679739961523"}]}}, "limits.usage_meter": {"praise": 8, "complaint": 49, "n": 57, "praiseShare": 14.0, "ci95": [7.3, 25.3], "regard": 0.527, "regardCi95": [0.477, 0.585], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "so curiously agy told me to use vertex veo/ ai and imagen - i can ask it obviously ask why it didn’t say remotion but for the layman can you explain the diff?\nthe quality is absolutely phenomenal\nit linked to my gcloud made skills for both so i can say much like generating ui skill > create an image and it links to image gen or create video it links to veo. it also does multi shots and stitch etc. lets me know the estimated cost. i would assume s", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcbhhoj/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i think the token graph is nice but id like to see an output comparison as well. i still feel like this could change output quality especially if \"caveman\" is used by name in the skill etc.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wppu90/caveman_multi_agent_efficiency/pc7f3zf/"}, {"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@mannacodeai @jonsouyang @antigravity exactly — once the meter is visible mid-run, “keep going” stops feeling free. soft prompts are polite; a hard stop outside the loop is what actually ends the spend.", "link": "https://twitter.com/1437246414845841409/status/2103252551743258946"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "bro in my hermes it says resource exhausted or quota exhausted even if the quota is full ?? any help", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcf336g/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity can you show the context usage? it's hard to know how much content is being used.", "link": "https://twitter.com/1925388589241966594/status/2104010402829041896"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i don't know what's wrong with the app; the quota always shows as 100% and doesn't reset like it's supposed to, even though updates have been released almost daily. i've already uninstalled and reinstalled it—deleting the folder in the process—but nothing works.", "link": "https://twitter.com/1544718019263447041/status/2103665685633118252"}]}}, "limits.prompt_cache": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.499, "regardCi95": [0.489, 0.511], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "interesting. not seeing this myself (yet), but i did receive an email from google about durable caching being enabled shortly. that should make the caching \\_better\\_ though 🙂\n>on **october 15, 2026**, durable caching will become generally available (ga). as part of this release, google cloud will enable durable caching by default for projects with implicit caching enabled across gemini 3.x pro, gemini 3.x flash models, and any new gemini models ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpsvzy/antigravity_scheduled_tasks_failing_with_no/pbyyilt/"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@plutonusstudio @typesafeai @antigravity thank you! there obviously is a lot of room for improvement. e.g. smart caching of repeated toll calls, giving more context (what if the user prompted to do the unsafe tool call? especially in cc and codex unsafe tool calls are always hard-rejected :(", "link": "https://twitter.com/878665358625976320/status/2100955966460084494"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "psa: changing a model thinking level mid conversation can blow out the cache and quota", "link": "https://www.reddit.com/r/google_antigravity/comments/1w7cnzx/shortcut_to_change_effort_of_model/p7vzfu8/"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.489, 0.499], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity api the billing should be paused for now~", "link": "https://twitter.com/1708765341659332608/status/2103018308853538871"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yup, same here. there's no way to enable overages either if you have credits to use.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjiv3g/did_google_just_restrict_access_to_settings_in/pbj4ykw/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i would say though that the main thing i'd use gemini for would be imaging - if you're building a ui then claude sucks at taking screenshots and fixing bugs in the ui - it's sometimes easier to ask gemini to look and comment what the problems are and asking claude to use gemini as it's eyes. i've done this using paid api calls but it's too expensive to be worth it most of the time.", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pa652ei/"}]}}, "billing.pricing_clarity": {"praise": 5, "complaint": 30, "n": 35, "praiseShare": 14.3, "ci95": [6.3, 29.4], "regard": 0.535, "regardCi95": [0.482, 0.587], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@pigeon__s @antigravity @officiallogank @antigravity 5.5 is actually cheaper than 4.6", "link": "https://twitter.com/1563643451056369664/status/2102667132203110885"}, {"date": "2026-09-04", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@evanotero @antigravity clearer terms after the backlash finally", "link": "https://twitter.com/1858703675864334336/status/2095667454345420977"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "anthropic and openai drop massive, overpriced models with endless hype, and a month or two later google casually drops a flash 3.8 that matches or beats them for pennies. seeing 3.8 flash go head to head with opus 5 on swe benchmarks at $2.36 a task vs $11–$20+ is wild.\n the workflow gap is just as crazy:\nclaude code building an app/game: literal hours of waiting.\ngemini flash in antigravity: knocked out in under 10 minutes.\ni am 100% all in on t", "link": "https://www.reddit.com/r/google_antigravity/comments/1w6ch6i/idk_why_anyone_is_still_paying_for_claude_or/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you are right, i researched that just now, they are not that deep like google deep thinking, i feel cheated, why are they charging us more usage for them then, anyway it doesn't harm for google to pioneer at this and integrate it with antigravity.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcetcog/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@itzjabed @antigravity a smooth buying experience is part of the product experience. if users struggle to understand pricing or upgrade, that's a ux problem not a user problem. 🤷♂️", "link": "https://twitter.com/2081800034895675392/status/2103745744125710379"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "just because u guys keep giving plus/pro accs for free(im usin ultra 5x), we are the ones who is paying to get punished about this? at least reduce the prices on subscriptions then?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm7g5r/weekly_quotas_known_issues_support_september_21/pbzsmym/"}]}}, "billing.free_tier": {"praise": 46, "complaint": 17, "n": 63, "praiseShare": 73.0, "ci95": [61.0, 82.4], "regard": 0.545, "regardCi95": [0.519, 0.571], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "i do not understand the hate for @antigravity \nantigravity is an all-round tool for regular tasks.\n- research (gemini - first hand google data)\n- image gen models\n- video gen models\n- code execution\n- browser control\nthe below done by prime models - claude, codex, grok\n- planning\n- review\n- design\n- ui / ux\ngemini models are almost free and unlimited, so why not?", "link": "https://twitter.com/59830564/status/2104245141230027122"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "people shit on @antigravity a lot - but its very usable\nfree student plan gives a ton of usage\nits one of the fastest models and it's great when you need smt simple just done. its also pretty good for browser use <strict_link>", "link": "https://twitter.com/2031861244118945792/status/2104295241935143042"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/vibecoding", "polarity": "praise", "text": "pro tip to use as many google accounts as possible to milk that free antigravity tokens to the max.", "link": "https://www.reddit.com/r/vibecoding/comments/1wrjrt6/to_the_bro_who_said_i_dont_give_a_fuck_im_working/pcemv86/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "do you have billing set up? cuz it takes money to use it. free tier is laughingly small, sadly", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcfbqwt/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "they do but it's useless. like for 3 or 4 prompts to try", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbfgt24/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "gpt has more quota in their free tier than gemini with pro, at least for me, within the same workspace", "link": "https://www.reddit.com/r/google_antigravity/comments/1whlcro/thanks_for_the_reset_i_guess/pab2upz/"}]}}, "billing.subscription_portability": {"praise": 8, "complaint": 63, "n": 71, "praiseShare": 11.3, "ci95": [5.8, 20.7], "regard": 0.432, "regardCi95": [0.405, 0.456], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "praise", "text": "yes, i use the official version of claude to log in; i also changed the password and the email. it works well and the usage is better than in my personal account.", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wjzsc8/claude_max_x20_for_12_instead_of_200_how_is_this/panavpt/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "google ai pro gives you access to the gemini app and gemini models in antigravity for coding. i hope xai would implement this too, $30 subscription with pro access to grok app and increase usage of grok models in cursor.\nxai right now has separate subscription system, one for grok app and another for cursor.", "link": "https://www.reddit.com/r/cursor/comments/1wgwak8/unified_subscription_access/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i use 5 claude max accounts on antigravity. works great.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wanann/claude_in_antigravity/p8mlvhv/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "google needs to remove the restriction of using google ai subscription only inside agy otherwise you get banned. gemini 3.8 is good but agy is kinda shitty would be cool to use the model in something like opencode", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcd2rek/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i just wish we could use our subscriptions with other harnesses", "link": "https://twitter.com/1286119988743544832/status/2104072276656443824"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@the__csy20 @palaashatri @antigravity they should let you use the api as well if it’s so cheap it will literally be cheaper for them to serve", "link": "https://twitter.com/2022353157402103808/status/2103912984946917437"}]}}, "setup.install_signin": {"praise": 16, "complaint": 145, "n": 161, "praiseShare": 9.9, "ci95": [6.2, 15.5], "regard": 0.423, "regardCi95": [0.388, 0.459], "salience": 3.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "opened antigravity 2.0.\nlogged in with my google account.\nduring the login/setup process, google prompted me to complete an account verification.\ni completed the verification successfully.\nafter completing the verification, gemini code assist started working normally for me.\n<strict_link>", "link": "https://twitter.com/1594483888927154179/status/2104118663154434095"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "just did this a couple minutes ago, but i havent removed the ide since i mainly code there, but thank you it now works", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqesi5/antigravity_login_issues/pc58kvb/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "this is huge, especially for wsl! thank you. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbh67v4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "complaint", "text": "<strict_link>\nwhy is it still asking me to authenticate via the web page instead of popping up a qr code?", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wqhclu/your_account_is_not_eligible_for_gemini_code/pcajvrt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "but why when i verify in my phone and scan qr it alway someting went wrong try agian\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqe4mp/error_in_ide/pcaoj6k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it’s definitely not due to settings or a broken configuration. i logged into ag on a fresh system with a freshly installed ag and had the same issue.\nbesides, it would be good to change the title of this post to something about the license, so people can find this information more easily.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqyjle/does_anybody_else_experience_this_agy_error/pcbv3rk/"}]}}, "setup.provider_byok_local": {"praise": 29, "complaint": 37, "n": 66, "praiseShare": 43.9, "ci95": [32.6, 55.9], "regard": 0.478, "regardCi95": [0.45, 0.507], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@androidstudio @antigravity bring your own agent inside android studio is exactly what devs needed — choice of claude, codex, antigravity right where you build. love the flexibility in canary", "link": "https://twitter.com/2068360781402652672/status/2103763143201833046"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i just wired in gemma and holy cow, it can do things i could not do before with the cloud rules. cost, speed, quality are all going up and this is just the start. highly recommend looking into this.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wom9gb/local_model_support_now_available/pbz5wg2/"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity running gemma 4 fully offline with zero api costs is a genuinely useful shift for privacy focused devs.", "link": "https://twitter.com/2058874736470327296/status/2103279750777372764"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "its a skill issue when gemini does not work well, skill issue in selecting a proper provider for models, which is not google", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbqem5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "man i have the google ai pro and i have setup for sub2api , so we cab use the antigravity models , with all other harnesses working fine but not with hermes", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcfcte6/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@ammaar @petergyang @antigravity @_mohansolo you guys mind letting us use your models in other harnesses like @opencode? \nreally wanted to try 3.8 flash their but there was no easy way to connect it", "link": "https://twitter.com/1199733882351828992/status/2104063066275254461"}]}}, "setup.extensions_mcp": {"praise": 41, "complaint": 79, "n": 120, "praiseShare": 34.2, "ci95": [26.3, 43.0], "regard": 0.44, "regardCi95": [0.41, 0.472], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "we use lean-ctx for more than 6 months with antigravity and we are so happy with it. also knowdlege graph and shell commands compressing are working out of the box, no custom configuration. ", "link": "https://www.reddit.com/r/codex/comments/1v6ovl1/potential_solution_to_usage_limits/pcdscds/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@charlielamb @paper i just started using @paper today through @antigravity and the @paper mcp. so much fun! it was also great at making variants of designs that i don't love but can't quite explain why. just seeing different options, but still in my design theme, helps so much.", "link": "https://twitter.com/1384527354437849093/status/2103636623183523916"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "grill-me and other skills by matt pacock are goated", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmmzit/top_10_antigravity_skill_repos/pbrps44/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "as mentioned, for some reason that approach isn't working.\ni also don't want to abandon `grep` entirely. i simply want the system to prioritize my tool first, \nusing `grep` only as a secondary fallback if the tool fails.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrmn03/i_built_a_knowledge_graph_tool_designed_to/pcduqgx/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "maybe the issue is tool selection rather than the instruction itself. i'd try explicitly defining a workflow like \"use pigeongraph first → only fall back to grep if it can't answer.\" if it still chooses grep, then it might be an antigravity/tool-routing limitation rather than something you can fix with [gemini.md](<strict_link>)", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrmn03/i_built_a_knowledge_graph_tool_designed_to/pcdygz2/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity agy is completely unusable. does not even support the simplest conventions like project level mcp config in a .agy/ config file or .mcp.json", "link": "https://twitter.com/23604729/status/2104137255975571842"}]}}, "setup.onboarding_docs": {"praise": 5, "complaint": 31, "n": 36, "praiseShare": 13.9, "ci95": [6.1, 28.7], "regard": 0.486, "regardCi95": [0.46, 0.516], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i've been using this for a while! very handy, and the agents catch on fast about how to use it just from the interactive help!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn788b/drive_and_gmail_mcp_servers/pbdni83/"}, {"date": "2026-09-15", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@subyhq and even for non-devs. i was able to get it running in my landing page in a few hours using @antigravity ide. \ndocs are very clear for human readability too, not that you actually need it.", "link": "https://twitter.com/1456597143729344516/status/2099659268764893346"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i disagree, it just requires learning the harness. anyhow, i welcome your take. opus is definitely good. upvoted.", "link": "https://www.reddit.com/r/google_antigravity/comments/1w76cag/using_opus_in_antigravity_impossible/p7tw5wo/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity hehe, that's awesome, but hasn't this been available in the antigravity ide for a long time? why is it only now being moved to the antigravity app? 😅", "link": "https://twitter.com/2002573216666329088/status/2104045956580950029"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "hey i went to find docs for how to use antigravity external agent (the reason? free student) and i found only for gemini cli and for the antigravity i found it only on google [page](<strict_link>). i am looking for a way to add skills because i can only use plan.\ni have skills at `~/.gemini/config/skills` and they work just fine with the antigravity standalone. \nhas anyone run into this or found a way to make it work, you could probably have a wo", "link": "https://www.reddit.com/r/ZedEditor/comments/1wruye7/does_anyone_use_antigravity_external_agent_what/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity it’s unbelievable that, several months after its release, the latest version finally adds the ability to “open the folder containing the project.” amazing.", "link": "https://twitter.com/930846113766064128/status/2103784541953597650"}]}}, "setup.ide_integration": {"praise": 53, "complaint": 113, "n": 166, "praiseShare": 31.9, "ci95": [25.3, 39.4], "regard": 0.435, "regardCi95": [0.407, 0.465], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GeminiCLI", "polarity": "praise", "text": "i've enjoyed using gemini code assist while working in rider on unreal projects. but boy, can you break it pretty quickly. a summary of the log:\n the ide ai attempted a read_file tool call spanning line 1 to line 1,191. reading a 1,200-line c++ file in one go instantly blew past rider's c# ipc buffer limit, causing the plugin bridge to return \"re\":\"endpoint not found\" and kill the stream with nullnull.\n \n two seconds later, it tried to recover wi", "link": "https://www.reddit.com/r/GeminiCLI/comments/1wr7wkc/gemini_code_assist_unable_to_connect_constantly/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@petergyang @antigravity i like the antigravity ide. gemini 3.8 flash is pretty awesome. i know i'm the exception, but i built some infra and gemini is pretty amazing.", "link": "https://twitter.com/1267974208149209097/status/2104357227415138650"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@androidstudio @antigravity being able to switch between the built-in agent, claude, codex, and antigravity without leaving android studio is a meaningful upgrade for developer choice.", "link": "https://twitter.com/1144454518156824577/status/2103804451140063272"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity should just decommission agy ide and only offer the ide extensions.", "link": "https://twitter.com/2056251/status/2104120682892439738"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "please @antigravity @geminiapp i can't even defend you nomore.. why is the vscode extension not working well? \nit writes but then when i want to accept all changes it fails.. what? i tried 3 times and same issue???? bro", "link": "https://twitter.com/1892672651245637632/status/2104284872458011022"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i’m having the same issue. antigravity generates the changes correctly, but after clicking **accept all**, the changes sometimes disappear/revert in vs code.\ni noticed that when **vs code auto save is on**, this happens more often. after turning auto save off and reloading vs code, the changes worked correctly.\ni’m using antigravity vs code extension **v1.5.0** on ubuntu 24.04.3.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wau0ea/how_to_make_file_changes_auto_accept_all/pc4wvp8/"}]}}, "models.catalog_access": {"praise": 27, "complaint": 222, "n": 249, "praiseShare": 10.8, "ci95": [7.6, 15.3], "regard": 0.364, "regardCi95": [0.334, 0.398], "salience": 5.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "for me as ultra 20 user it is needed, it will be nothing for the quota, also wont harm you to have additional option, at least it will be more useful with the next good enough models", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcecsq1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "let it stay underrated. 3.1 gemini is still a quality abstract thinker and 3.8 flash is a strong agentic workhorse. anthropic and openai have their computing grid issues. rather them then us.. 4.0 coming out october i do probably put too much of a hope into it but if it retrains the abstract thinking of the current sota model while reducing hallucinations and cutting corners with analysis it will be good with antigravity.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc8x91s/"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@androidstudio @antigravity finally bringing agent choice directly into the ide", "link": "https://twitter.com/2053889379836596224/status/2103604987196801412"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i still didn't get gemini 4 wth ?!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrjwli/gemini_4_in_antigravity/pcd2p9i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "**reinforcement learning from reasoning:** the foundation model is explicitly fine-tuned via rl on multi-step theorem-proving and problem-solving data. this trains the neural network to structure its internal scratchpad, deliberate over trade-offs, and synthesize candidate branches into a single cohesive response. you cant simulate this part, it is not just parallel agents discussing., anyway if you think it works best for you then ok, but don't ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pce117k/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yea that's why i said a fraction of it. i am not against of it being added to antigravity, it's a must at this point.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pce1l2h/"}]}}, "models.routing_auto": {"praise": 18, "complaint": 34, "n": 52, "praiseShare": 34.6, "ci95": [23.2, 48.2], "regard": 0.519, "regardCi95": [0.488, 0.553], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thsottiaux @antigravity btw the new luna and sol models make the limits work and fulfill your goal for us to use astra only when the workhorses fails. <strict_link>", "link": "https://twitter.com/2874807497/status/2103981885973991828"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/AI_Agents", "polarity": "praise", "text": "it runs on the subscriptions, not api, so price stays 'under control'.. the whole fleet fits on a handful of max plans, one trick we use is model per role, the boring seats don't need the big model. \n \non gemini: the design is harness-agnostic on purpose, agents are stock cli sessions in terminals. a pi adapter already brought kimi and friends in, gemini cli is the obvious next one. not promising a date, but it's the direction.", "link": "https://www.reddit.com/r/AI_Agents/comments/1wqij2i/my_friend_gave_claude_code_and_codex_agents_a_way/pc6t0xs/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "install the main antigravity 2.0 not ide , then in prompt add teamwork preview+ boost these 2 commands for opus 4.6 and ask it to delegate subagents to flash model only dont mention any model names it only sees flash lite, flash , pro and inherit , so ask it to invoke subagents to flash and work as orchestrator its actually so much better opus handels quite good and recently the reviews is so true unlike 3.8 which elevates my project as a high gr", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpgg6u/when_i_should_use_flash_and_pro/pbx1nhs/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i do not pretend, i literally uploaded a video. providing a different model under the same name to different subscribers constitutes a lie", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqkqcl/why_is_gemini_38_flash_so_slow/pc4tch7/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity what the hell do we do with this? you don't give us option to use other models. your models are not good enough. your selection of other provider models is still outdated. seriously, hilarious.", "link": "https://twitter.com/1304738169619795969/status/2103718480683876749"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "had some opus to use so ran a prompt. it ran out as expected but my five hour gemini allowance also went to 0, lost 40% of my five hour allowance with one opus prompt in less than ten minutes.\nridiculous. wish i hadn’t run it, was only as i thought i had some to burn. guessing the agents it spun up used gemini 3.8 and since that is terrible for usage killed it. crazy we get no control of that.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvi9v/opus_using_a_large_amount_of_my_gemini_allowance/"}]}}, "models.effort_control": {"praise": 28, "complaint": 21, "n": 49, "praiseShare": 57.1, "ci95": [43.3, 70.0], "regard": 0.523, "regardCi95": [0.497, 0.548], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i use the medium and it works much better than the high. lately, it has been going better for me, but i have also changed the instructions to a model with smaller rules and a smaller [agents.md](<strict_link>), and maybe that has something to do with it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbs3wpn/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "only 3.8 high. using any other is criminal waste of your subscription at this point.", "link": "https://www.reddit.com/r/google_antigravity/comments/1whnh0m/which_antigravity_model_do_you_actually_use_for/pataxxh/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "high for planning. low for implementing work that is already planned.", "link": "https://www.reddit.com/r/google_antigravity/comments/1whnh0m/which_antigravity_model_do_you_actually_use_for/pattfcs/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you could simulate it using a combination of mcp + prompt but it is nowhere near a native thinking token", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcdy6m4/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "a model's effort is just a system prompt. it shouldn't have that much of an impact on the model when generating a simple response. its direct competitor, sonnet 5 high, doesn't have this problem at all", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqkqcl/why_is_gemini_38_flash_so_slow/pc4t1ds/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "high might be bugged, it has been an ongoing issue for about a week now.\ntry medium, it works fine for both 3.7 and 3.8", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnxf4i/37_flash_high/pbiyrpe/"}]}}, "models.quality_drift": {"praise": 115, "complaint": 221, "n": 336, "praiseShare": 34.2, "ci95": [29.4, 39.5], "regard": 0.589, "regardCi95": [0.557, 0.623], "salience": 7.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "skill issue.\nusing 3.1 pro when 3.8 flash is definitely better is just dumb.\nand use skills there are user made skills for this kinda stuff and making a vpn is not that easy too.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbag2m/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yeah exactly i think so too. \nat night it edited a video in davinci much better than it usually does 🤔", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrjwli/gemini_4_in_antigravity/pcd3zyv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "now we have gemini 3.8, 3.7 flash and all. i created my app (rust + react) which is like very big in the times of gemini 2.5 pro and 3.0 pro. i dont understand why ppl can't utlize much smarter model that we have now.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcdme2e/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "wtf u talking about 3.8flash isn't better than 3.1 pro and his right antigravity start to really fucking suck compared to the others.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbh0g2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "thanks for sharing! my issue might be different. but maybe also similar? it’s not burning limits, not using /boost. even though “working…” appears for hours, hardly any tokens are used (99% quota remains).\ni can cancel after it’s clearly stuck and ask it if it finished, it usually admits it didn’t finish then spends tokens figuring out where it left off, sometimes makes more progress, then stalls again.\nit wasn’t always like this, feels incredibl", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrle6u/working_forever_until_cancelled_but_only_a_couple/pcew96b/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity you just destroying a good harness day by day your windsuf fork was much better than at current. if you can't do anything better just fork opencode/deepseek/zcode or let your subscribers use those instead", "link": "https://twitter.com/151309638/status/2104017857126531200"}]}}, "context.instruction_files": {"praise": 25, "complaint": 31, "n": 56, "praiseShare": 44.6, "ci95": [32.4, 57.6], "regard": 0.482, "regardCi95": [0.454, 0.509], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i use the medium and it works much better than the high. lately, it has been going better for me, but i have also changed the instructions to a model with smaller rules and a smaller [agents.md](<strict_link>), and maybe that has something to do with it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbs3wpn/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yes, common. i have been able to reduce it by working on the agents.md", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbsj4bt/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i definitely notice that something will enter the context on some projects that seems to greatly degrade performance. same model, same timeframe, different project and it's fine. \nthe ide dumps so much more context into the model than the gui or cli versions, it's impossible to control. \nupdating agents.md probably works because that is injected early and so modifies the initial trajectory keeping you out of these weird areas in the model space.\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbslrov/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@ash_twtz yes, i would love to see more support for media/design/etc in @antigravity, support and tooling for design.md, etc.", "link": "https://twitter.com/2056251/status/2104150215003361657"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "so basically, it f\\*cking disrespects and completely ignores agents.md? alright, got it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc3mc5j/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "that's a good question. i haven't figured that one out either. every wiki and suggestion, i have plunked into settings.json files and loaded them into the correct places. it all shows up, and it all gets ignored by agy 2.0 (on windows) - so i guess it's a \"best effort\" sort of thing, to always proceed...\nsome people say to run it with --dangerously-skip-permissions - though that didn't seem to do it for me? maybe because i'm not using the cli?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkgy1/why_always_proceed_never_work/pby8fv1/"}]}}, "context.instruction_following": {"praise": 27, "complaint": 85, "n": 112, "praiseShare": 24.1, "ci95": [17.1, 32.8], "regard": 0.484, "regardCi95": [0.449, 0.518], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "first of all install ponytail as a skill to anti-gravity. it should start thinking a lot less, spending a lot fewer tokens, and writing a lot less but better code. \nand then just mention it explicitly: \"recently in some of your runs you did this\" (you took too many screenshots, checked things that weren't necessary etc.). just mention everything and then it will actually stop doing those things in the follow-up. it will explicitly start saying in", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqf2o6/worst_model/pcchcst/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i feel gemini \"veers off course\" less with specific topics. so far ive tested it with gemma4 models, the new agent platform layout and the newer adks (1.0), and i feel i can have more complete building sessions in antigravity without gemini wandering off into an adventure because a mix of words confuses it", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqaa6s/my_skill_to_share_gemini_post_cutoff/pc7s2fs/"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@rodydavis @antigravity thanks! one small question: when using claude models, they usually explain what they find and what they plan to do next as they work, so you always know what’s going on. when debugging, they often identify the root cause before making changes. it’s very clear.", "link": "https://twitter.com/1725381581035229184/status/2103633157501411584"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i built [pigeongraph](<strict_link>), a knowledge graph tool similar to graphify or codegraph, but better (in my opinion).\ni want to use it across my projects, but antigravity always defaults to using `grep` instead of this tool.\nhow can i ensure antigravity gives pigeongraph first priority and treats `grep` as a secondary fallback?\ndoes anyone have an idea or solution for this?\n*(note: i have already tried setting it as an instruction or rule in", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrmn03/i_built_a_knowledge_graph_tool_designed_to/"}, {"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@alwayspriyesh @soso_fun_yt @antigravity sometimes is crazy. if you're trying to get it to do anything without a clear \"read manual and execute\" you're just asking for pain.", "link": "https://twitter.com/34534062/status/2103056097313796504"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i am on ide version 2.5.5; i still don't see latex properly in the chat. gemini uses latex in every convo, even if i tell it not to (in text, in any agents.md, or the global rules); pointing it out, it promises to stop doing it, only to be back at it after a few messages.\nany trick how to make it work? :/", "link": "https://www.reddit.com/r/google_antigravity/comments/1w1ny5k/lack_of_inline_mermaid_chart_latex_math_rendering/pbjjukz/"}]}}, "context.clarifying_questions": {"praise": 7, "complaint": 7, "n": 14, "praiseShare": 50.0, "ci95": [26.8, 73.2], "regard": 0.508, "regardCi95": [0.491, 0.525], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thsottiaux @antigravity i like how you guys have allowed us to basically recreate grill-with-docs by just pointing it to docs, telling codex our idea, and saying \"ask me questions about this.\"", "link": "https://twitter.com/14838410/status/2103955941670420595"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity an agent that asks before it vibes", "link": "https://twitter.com/1975526768112185344/status/2103964727365742756"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@thsottiaux @antigravity idk why you want to remove it but it save me so many time by confirming what i actually want instead of guessing which fk it up many times.", "link": "https://twitter.com/1114864978283171840/status/2103981847667773788"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "gemini 3.1 pro on @antigravity is really bad at agentic tasks, especially when working with blender mcp and unreal engine mcp. it also has this annoying habit of asking a ton of questions, even when you’ve given antigravity full turbo access and all the necessary permissions.", "link": "https://twitter.com/1293449962974404608/status/2103847108831064400"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "antigravity is the only one where i have to use \"plan mode\"; without it, gemini 3.8 might drag me off somewhere without me even realizing it.\nwhile claude and chatgpt automatically ask for clarification on anything uncertain, antigravity just runs with it—often finishing the task before i’ve even fully grasped what happened.", "link": "https://twitter.com/1533997728858243072/status/2103895076707697079"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i get that \"please just fix it\" isn't an ideal prompt, but with the old behaviour it would just ask for clarification. \n \nit never used to trigger an endless 3-minute file-scanning loop.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnfcoo/has_antigravity_started_aggressively_scanning/pberb4t/"}]}}, "context.long_context_decay": {"praise": 8, "complaint": 54, "n": 62, "praiseShare": 12.9, "ci95": [6.7, 23.4], "regard": 0.487, "regardCi95": [0.451, 0.527], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "but if you build progressive disclosure validated, clear spec driven context, you can build a lot bigger before it starts getting confused. these models can handle enough code before getting lost that they can manage a lot of good code!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjrksy/how_do_you_maximize_antigravity_best_tools/pamgm1h/"}, {"date": "2026-09-16", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@soso_fun_yt @antigravity codex users have access to 1m, but even tibo explicitly cautioned about it. that default ceiling is the industry standard for most non-fable class models, for better or worse. even astra has a default usable context of ~258k. i don't get why you're only going after gemini here. <strict_link>", "link": "https://twitter.com/2370381991/status/2100077574248652826"}, {"date": "2026-09-15", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@soso_fun_yt @antigravity no the limitation is good if you used gemini cli before you know that gemini models turn unstable with longer context and tool calls fail. you can test it with an api key from ai studio and see for yourself…", "link": "https://twitter.com/1828071235089305600/status/2099960288296538235"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it usually is just a bad conversation. submit feedback and then start a new one!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbsiyux/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i definitely notice that something will enter the context on some projects that seems to greatly degrade performance. same model, same timeframe, different project and it's fine. \nthe ide dumps so much more context into the model than the gui or cli versions, it's impossible to control. \nupdating agents.md probably works because that is injected early and so modifies the initial trajectory keeping you out of these weird areas in the model space.\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbslrov/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "> antigravity ide doesn't support itself well too many errors \nsince the release of antigravity 2 i've never had an issue with it.\ni started using it when they released 3.8 flash and it's been one of the most consistent clients i've used. \nin terms of performance the only issue i have with 3.8 flash is if i change the context of what it's working on too many times. it will lose the thread and go dumb. \ni cleaned that up by building a bunch of ded", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wof9kk/introducing_support_for_local_ai_models_in_the/pbomwq8/"}]}}, "context.compaction": {"praise": 5, "complaint": 29, "n": 34, "praiseShare": 14.7, "ci95": [6.4, 30.1], "regard": 0.467, "regardCi95": [0.444, 0.489], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "idk what you're using but antigravity cli autocompacts fine at around 200k-250k context\nand /compact aswell as /context are available", "link": "https://www.reddit.com/r/google_antigravity/comments/1wis8pe/soon_2027_still_compact_command/pacs06j/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i have a workflow that is explicitly one chat per problem.\ni start the workflow and say we will /start this problem, read the logs and artifacts from the last agent. do not read any other files except the ones deemed important from the artifact. (simplified)\nand it keeps ag extremly focused and my token count has been reduced 10x, when im done for the day i send a /wrapup command and the agent overwrites the artifact with updates and logs all the", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh1uyl/whats_your_antigravity_workflow_heres_mine/pa65kij/"}, {"date": "2026-09-16", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@soso_fun_yt @antigravity context rot is very real and destructive. early compaction is good 🤷♂️", "link": "https://twitter.com/1142525425073049600/status/2100124280000569657"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "stop piling up useless enhancements… get basic harness fixed plz .. basic things like compaction and auto-approval are the only thing we need", "link": "https://www.reddit.com/r/google_antigravity/comments/1wdrp1g/antigravity_20_release_v2130/pc5r8ps/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity soon they’ll announce /compact 💀", "link": "https://twitter.com/1669688085439823873/status/2103961968050905483"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "don't switch model after making a plan. the context cache is reloaded and the next model might not fully understand the plan made by another model. try to stay with one model in each conversation because it keeps your usage limits lower, and leads to better results. 5 euro subscriptions probably aren't going to be enough to make anything substantial. if you're making small stuff then literally any of them is probably fine. just don't expect it to", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpgg6u/when_i_should_use_flash_and_pro/pbv784r/"}]}}, "context.session_memory": {"praise": 9, "complaint": 33, "n": 42, "praiseShare": 21.4, "ci95": [11.7, 35.9], "regard": 0.453, "regardCi95": [0.428, 0.479], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "bost/teamwork keep state in the .agent folder. so if it stops abruptly for whatever reason including quota it can self heal and resume later. you just go back to the same conversation and ask it to resume when the quota refreshes. \ni heard about state getting corrupted somewhere but i've never experienced it myself. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wq33ye/checkpoint_prompt_before_antigravity_usage_runs/pc1qd4m/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i've tried migrating 2.0 and cli conversations into ide and vice versa with symlinks for a month, and it has been working fine since then, whenever i use ide, cli or 2.0 (mainly in vscode extension). \nthere are many things to migrate, not just the `brain` folder.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wez4s3/how_do_you_sync_conversations_between_antigravity/pbq0pkj/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yeah, the handoff skill is a game changer. what are your subagents doing in the background? what skills are you using to manage the context?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1m6u/antigravity_conversation_memory/pannee7/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@berthojoris @gargeyas @antigravity how to retain the same brain across antigravity/opencode when working locally?", "link": "https://twitter.com/2522887435/status/2103833228327190869"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "am not getting this exact issue, but am getting issues since yesterday where models are erasing their contexts themselves, even on gemini app, not just antigravity. they are totally wiping out their memory of previous chat. on the app it's much worse, i ask something, it gives an answer, then i ask a follow up question, it says 'for what?' like it forgot the previous answer itself gave just a chat ago. something big is broken inside. am still fac", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpsvzy/antigravity_scheduled_tasks_failing_with_no/pbyxiea/"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity please make sure the harness is simple yet powerful, and add a memory system; don't clutter it with so many things that make gemini dumb.", "link": "https://twitter.com/811257208965070849/status/2103621057316114756"}]}}, "context.codebase_retrieval": {"praise": 15, "complaint": 32, "n": 47, "praiseShare": 31.9, "ci95": [20.4, 46.2], "regard": 0.477, "regardCi95": [0.451, 0.503], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@androidstudio @antigravity byoa is the right abstraction—acp over model lock-in. the win is studio handing agents the project graph, build graph, and emulator context so they stop guessing modules.", "link": "https://twitter.com/928838353784512517/status/2103354594017546261"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "so what i've been doing is using chatgpt for the planning work and breaking the project into phases. i've found i just need to make sure every phase has its own chat, and i keep a master handoff document that gets updated at the end of each phase. then i use that master document to start the next chat so the context doesn't get completely lost.\nfor the actual repo work i've been using gemini 3.8 flash high through antigravity quite a bit lately.\n", "link": "https://www.reddit.com/r/codex/comments/1wnfc94/is_gemini_38_flash_actually_outperforming_gpt_56/pbrmax4/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "one massive thing that's saved me a bunch of time (and tokens) is <strict_link>\ninstead of it searching through a bunch of files it thinks are relevant, or searching for bits of text across everything, it just queries graphify (which has a pre-constructed graph of your codebase), which tells it where all the relevant bits of code are, what it's dependant/depended on, etc\nsomeone at my old job showed me, and i'm genuinely so grateful", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnfcoo/has_antigravity_started_aggressively_scanning/pbelnb8/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i'm using googleantigravity for my coating work, but i'm struggling to figure out how to separate the files i need to coat from the ones i can't coat but still need to reference.\nright now, i'm constantly on edge while working, worried that i might accidentally break a file i shouldn't be touching.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wra1kv/what_should_i_do_if_there_are_files_i_dont_want/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@silas<phone_number> @antigravity @officiallogank and also the issue where it keeps telling you folders don't exist, which are the project folder.", "link": "https://twitter.com/1222023926123040768/status/2104049296626565207"}, {"date": "2026-09-23", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@bulstherock @antigravity\na review for the 2.0 - there is a bottleneck that is missing from you unlike the\n@cluadeai\nin vscode, feature - been able open/parse/extract html file(not just the code...)(/weblink data on the background and then use the data inside the agent, 2.0 is missing that", "link": "https://twitter.com/2050594673530462208/status/2102765451444986157"}]}}, "context.attachments": {"praise": 6, "complaint": 28, "n": 34, "praiseShare": 17.6, "ci95": [8.3, 33.5], "regard": 0.467, "regardCi95": [0.445, 0.489], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "the papercut i needed solved and i am so glad i built. \nintroducing snapbridge for antigravity 📸\njumping from @antigravity to google chrome, grabbing the screenshot, then pasting it back into antigravity is something i do a zillion times a day. \nnow i don't have to jump through hoops, and stay focused on developing those loops!", "link": "https://twitter.com/23490311/status/2101422722106462646"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "mine didn't convert anything to images. it passed the .mp4 straight into the native view_file tool", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjfs2m/since_when_can_antigravity_watch_videos_or_is/paiezzk/"}, {"date": "2026-09-17", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@code @zai_org amazing feature, love it; i used to really like @antigravity's document annotation feature, and now zcode's code supports it too. <strict_link>", "link": "https://twitter.com/1760652700172296192/status/2100556877054812402"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "oh yes the inability to paste screenshots etc really bothered me but with remote control, its working flawlessly.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcam2z8/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i always wonder do you guys ever paste a screenshot to ai at all? the very reason i don't use it just because of this. or it's just my problem?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5dq8m/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "clode code cli accepts screenshots just fine. antigravity can't?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5fdy0/"}]}}, "work.capability": {"praise": 437, "complaint": 517, "n": 954, "praiseShare": 45.8, "ci95": [42.7, 49.0], "regard": 0.371, "regardCi95": [0.347, 0.394], "salience": 19.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "use remotion skills.\ngemini does it pretty well infact.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcasdsa/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "so curiously agy told me to use vertex veo/ ai and imagen - i can ask it obviously ask why it didn’t say remotion but for the layman can you explain the diff?\nthe quality is absolutely phenomenal\nit linked to my gcloud made skills for both so i can say much like generating ui skill > create an image and it links to image gen or create video it links to veo. it also does multi shots and stitch etc. lets me know the estimated cost. i would assume s", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcbhhoj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i also tried it (just temporarily) and i gotta admit, it's great.\nbut it quite a lot of money for me, so i got the 18 months pro plan for free through jio too. idc if it's bad or some shit, it's free, and gets most of my project and work done.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqme6m/wtf_is_going_on/pcc775a/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i did try this on antigravtiy gemini 3.8 flash medium on from your suggestions, i asked it to make a 10 seconds promotional 2d animation video for antigravtiy with animal characters in the video. [<strict_link>. i pointed it to use remotion and use whatever tools and skills needed to make the video visually coherent\ni am not satisfied with the quality, am i missing something?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcbfoti/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i did try this on antigravtiy gemini 3.8 flash medium on from your suggestions, i asked it to make a 10 seconds promotional 2d animation video for antigravtiy with animal characters in the video. [<strict_link>. i pointed it to use remotion and use whatever tools and skills needed to make the video visually coherent\ni am not satisfied with the quality, am i missing something?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcbfux4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "not skill issue u would be surprized how much dumb gemini is until u use other frontier", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbglnw/"}]}}, "work.frontend_ui": {"praise": 22, "complaint": 22, "n": 44, "praiseShare": 50.0, "ci95": [35.8, 64.2], "regard": 0.508, "regardCi95": [0.482, 0.536], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "sounds like a skill issue since gemini models are one of the best in designs.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcba7ra/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i was pleasantly surprised at the ui quality with 3.8 flash in antigravity.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbjrgzs/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i guess antigravity is much needed when you need speed, or really develop ui even now i believe gemini models beats any model in frontend design. i just give subagents a role and use multi subagents to complete it", "link": "https://www.reddit.com/r/google_antigravity/comments/1wo8qye/what_is_your_experience_with_boost_deep_reasoning/pbl19mh/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you mean those pleasant look authored ones you see from claude? i don't think comfyui has anything to do with that. antigravity and gemini is going to struggle to make anything that good until deepmind pulls its thumb out.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr9gwg/how_can_i_make_a_short_animation_video/pcarsj8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "wouldn't say so, mostly flashy gradients and way too much detail ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbdm9e/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i started using agy cli from last 10 days . it's working fine but takes too much time and too manny steps like repeated read repeated bash . but overall result is good compare to sonet 5 or luna. but frontend design is not that great. yes it's not fast but manageable. and cheap compare to other frontier models.", "link": "https://www.reddit.com/r/google_antigravity/comments/1woea7p/30_minutes_for_a_single_prompt_20_40_from_the_5/pbq0eaa/"}]}}, "work.bug_diagnosis": {"praise": 11, "complaint": 13, "n": 24, "praiseShare": 45.8, "ci95": [27.9, 64.9], "regard": 0.475, "regardCi95": [0.45, 0.497], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity respond more to user needs and solve high-frequency bugs is better than anything else.", "link": "https://twitter.com/1004534605838368768/status/2104074325913666032"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i don't know man, i gave gemini 3.8 flash an error message in agy yesterday and it proceeded to attach gdb to my gpu driver, reverse-engineer the kernel queue ioctl interface, and author an ld\\_preload c shim to get rocm llama.cpp working on my strix halo. my jaw was hanging open the whole time.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmy0jo/its_just_me_gemini_38_flash_feels_very_dump/pbax4t3/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "3.8 is debugging in one prompt vs several prompts with opus 5 and claude 4.6. they even made more problems that i had to get 3.8 to fix.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wllxyb/this_thing_became_a_coding_beast/pb0289c/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "currently using antigravity desktop for code gen and intellij idea for reviewing diffs + fixing bugs the agent struggles with.\ni keep it on turbo mode for maximum speed/power, but isolate the whole thing in a vm to prevent host machine pollution. antigravity's sandbox is promising, but being bounded by whatever tools are installed on the os is still a blocker for me. would love to switch to sandbox if google figures out a clean way around that li", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp6mpo/poll_how_do_you_code_in_late_2026/pbugvea/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "no, i haven't. i just had gemini 3.1 pro execute a detailed prompt generated by claude with strict guidelines. and gemini made six errors, said tests were passed when those tests were not even testing the code that gemini wrote.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wj0j6r/sudden_big_increase_in_gemini_31_pro_efficiency/pah8lxu/"}, {"date": "2026-09-18", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "i am amazed at how horrible @antigravity is!!!!!!\n@geminiapp is crap!!!\ni asked for a simple correction in the production of my app and it simply pulled an old branch and uploaded everything messed up, it didn't fix the error, it simply uploaded an old version\ncongratulations!!!!!!", "link": "https://twitter.com/1635651415774314499/status/2101067736902234346"}]}}, "work.regressions_introduced": {"praise": 6, "complaint": 47, "n": 53, "praiseShare": 11.3, "ci95": [5.3, 22.6], "regard": 0.507, "regardCi95": [0.459, 0.558], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "short answer no. gemini pro subscription with flash 3.8 in high mode inside of antigravity will provide more bang for the buck on same code quality. no constant rewriting if you use it directly inside of vs code. only inline def changes more bang for the buck.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrf0ld/is_claude_pro_actually_worth_20_just_for_one/pcci0wy/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "that's the same reason i am happy about antigravity and 3.8 on high now - because it stopped breaking stuff and started to understand context in which it makes differences. especially with custom skills it is now much more useful. it follows commands much better and checks for blast radius of it's actions, still not intelligent for big work, but with right skills, first time antigravity is really usefull. \nand now, especially with this much of us", "link": "https://www.reddit.com/r/google_antigravity/comments/1wi8z7u/did_they_change_the_model_or_what/pabbxud/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yep. it did all that until i got opus to write me a gemini.md to fix it. people keep telling me to stop posting ai slop, so if you want it, send me a message. i'll explain more. i have had a very good experience, building out a messageboard frontend for a compacted forum archive. i modified gemini.md a few times along the way, but the final iteration is doing about as well as opus 4.6, on far fewer tokens. (or far higher quota)\nmost of my prompts", "link": "https://www.reddit.com/r/google_antigravity/comments/1wft9p8/gemini_cherrypicks_easy_tasks_and_falsely_reports/p9q857k/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "hello! i've been using antigravity on a medium-sized unity game development project with a mcp, and lately i've been having three problems with the ai agents. i'm not sure whether this is a problem with antigravity itself (limitations and intelligence) or with the way i'm using it.\n1. **loops**\nsince version 3.8 was released, i've noticed that the agent gets stuck in loops quite often. a request to fix or add something simple can make it loop for", "link": "https://www.reddit.com/r/google_antigravity/comments/1wr740g/antigravity_agents_getting_stuck_in_loops_and/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "complaint", "text": "hello! i've been using antigravity on a medium-sized unity game development project with a mcp, and lately i've been having three problems with the ai agents. i'm not sure whether this is a problem with antigravity itself (limitations and intelligence) or with the way i'm using it.\n1. **loops**\nsince version 3.8 was released, i've noticed that the agent gets stuck in loops quite often. a request to fix or add something simple can make it loop for", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wrf9ly/antigravity_agents_getting_stuck_in_loops_and/"}, {"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@jointhebnc @jamesor @antigravity @googleaistudio @googlecloud bro i am trying to fiy so many bugs on my apps, it just creates more bugs. its not a good model to build complex apps and games.", "link": "https://twitter.com/2001613318633693184/status/2103013688076861652"}]}}, "work.scope_overreach": {"praise": 6, "complaint": 55, "n": 61, "praiseShare": 9.8, "ci95": [4.6, 19.8], "regard": 0.528, "regardCi95": [0.465, 0.584], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "the smarter models of chatgpt and claude keep adding futures that i do not ask, flash3.5 had similar tendencies. yet gemini 3.8 has never done that for me up to this point. like i change something and astra thinks changing logs from completely another method is a good idea. my current fav is gemini, does what i tell and doesn’t do anything i do not ask/mention", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/paathsg/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "honest question: how did you prompt it?\ncan't imagine a proper prompt lead to this.\nalso, it did what you asked, it even overdelivered!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgcxxk/im_sorry_google_i_trusted_you_too_much/p9tdsbq/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "3.8 is more investigative, a bit more like opus. i had a pretty long conversation thread, and sent it this query to fix a messageboard index/viewing page. (building it out for a project, viewing a dataset in a forum-like page.)\nprompt:\ngemini.md\n+\"another ui fix - for each post visible when viewing a thread, where it shows the post number in the top right corner, can we turn that into a link for the current thread and post number (use the proper ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wevl4t/price_bench_comparison_36_37_38_flash/p9ixhjm/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "once i asked to write some code in parent folder of my university course, it went out from parent folder scope and tried to find the assignment instruction in all over related dir, lol. bro want to do the best things for me.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnfcoo/has_antigravity_started_aggressively_scanning/pcavnkl/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@thsottiaux @antigravity it adds unnecessary bloat, i built an app that i click the centre mouse wheel and my mic starts recording, then it transcribes it and outputs into short formatted token saving instructions, all running locally on a laptop, that’s given me the edge lately.", "link": "https://twitter.com/1447259128708141061/status/2104209529000853605"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "what to say about it just doing what it wants without realizing what context is,scope is, thing to touch ,and when i ask it it says it was my fault and tells me to move to the next thing?\ndoing things takes 2 minutes,fixing it sort of takes 4 hours.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqf2o6/worst_model/"}]}}, "work.stuck_loops": {"praise": 4, "complaint": 124, "n": 128, "praiseShare": 3.1, "ci95": [1.2, 7.8], "regard": 0.453, "regardCi95": [0.389, 0.514], "salience": 2.7, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "well it is better than getting stuck in loops. also, i was used to ide till i converted cli never got loops or got any errors", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbsaisp/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i like to use it whenever claude hits a stupid blockage. \"cite the location and code you were blocked from changing\" then gemini completes it in 2.4 seconds.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wfy6jj/gemini_38_flash_has_a_dangerous_obsession_with/p9r3qvq/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "had no issue with 3.7, most if time i stay on 3.7. \n\\- overall\n\\- less looping dead loop, 3.8 think too much on low\n\\- no bias with massing curl calls", "link": "https://www.reddit.com/r/google_antigravity/comments/1w62rr4/gemini_38_flash_goes_to_cycle_way_too_often/p8qs5yl/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "flash 3.8 stucks in loop analyzing. that's why i don't use that model mostly i use 3.7 flash ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pcbsjp9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "thanks for sharing! my issue might be different. but maybe also similar? it’s not burning limits, not using /boost. even though “working…” appears for hours, hardly any tokens are used (99% quota remains).\ni can cancel after it’s clearly stuck and ask it if it finished, it usually admits it didn’t finish then spends tokens figuring out where it left off, sometimes makes more progress, then stalls again.\nit wasn’t always like this, feels incredibl", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrle6u/working_forever_until_cancelled_but_only_a_couple/pcew96b/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i have the same issue, it stucks on the loop forever, and this keeps happening most when i use /boost , its actually not good as cc or codex, i dont even like codex but it still works better than anti imo, im just using anti for execute, nothing else, cuz it cant solve a problem and gets stuck in the loop over n over again if u dont stop it, its gonna keep burning ur quota for doing absolute nothing.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrle6u/working_forever_until_cancelled_but_only_a_couple/pch670r/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 11, "n": 11, "praiseShare": 0.0, "ci95": [0.0, 25.9], "regard": 0.484, "regardCi95": [0.474, 0.493], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "the person literally read my entire project line by line to give up at the finish line. 😭 @rodydavis @antigravity <strict_link>", "link": "https://twitter.com/2101999301945614336/status/2103178595166540141"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yup. had to fix it myself because the harness wouldn't do it for me.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm320i/bruh_come_on/pb3wzgk/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "too lazy to do the work 😭", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkksgs/38_invokes_a_sub_agent_for_a_task_the_sub_agent/patrbbw/"}]}}, "work.long_running_autonomy": {"praise": 20, "complaint": 11, "n": 31, "praiseShare": 64.5, "ci95": [46.9, 78.9], "regard": 0.48, "regardCi95": [0.452, 0.509], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@aliahmadcode @antigravity what’s your longest antigravity agent run? mine is 17 hours 😅", "link": "https://twitter.com/2091576854750871552/status/2104352459603001769"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "“/goal go solve this problem, don’t stop until you’ve finished”\nthat was my prompt to my @antigravity agent at this week’s @twilio assemble hackathon in san francisco.\n20 min later and the agent had completed the task. \ni did all of this from my phone using antigravity remote control (docs: <strict_link>)", "link": "https://twitter.com/2091576854750871552/status/2103487810325926115"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "and i came back to a 90% done feature , still had to use my dev brain to guide it towards the finish line but meh i experienced more of the future of work today with @antigravity . seems going for a walk, getting fit and coming back to an almost done work is just going to become the new norm. can’t wait for mobile remote sessions for antigravity to be released to everyone", "link": "https://twitter.com/180122538/status/2103592614410997958"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity can't wait to use loops in antigravity next year 💪", "link": "https://twitter.com/308867922/status/2103924848624050287"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@thsottiaux @antigravity the agy cli actually has goal. i’m afraid that i tested it today…", "link": "https://twitter.com/51725713/status/2103957307839455278"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "some people say btw doesn't work like so yet there are evidences i esc stopped it and resume with a prompt to stop it and it spends another millions tokens more to think and re-read? what about it? tell me a better use for \"stop the ducking sh!t you are doing and simply just clean revert the commits\" is like? i have used the skill to transform my session-starting prompt to outline and break steps to granularity, setting boundaries, what skills to", "link": "https://www.reddit.com/r/google_antigravity/comments/1whsyhq/i_will_keep_posting_to_show_how_incapable_gemini/pa5ed5z/"}]}}, "work.multi_agent_orchestration": {"praise": 77, "complaint": 60, "n": 137, "praiseShare": 56.2, "ci95": [47.8, 64.2], "regard": 0.48, "regardCi95": [0.445, 0.519], "salience": 2.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "who told you i dont have codex or claude max plan, i have them also, but antigravity, and only antigravity is the one that complements them, also i am using deepthinking in gemini chat, and it is so good, not what you think, i can get real time feedback with antigravity, solve problems together, spawn tens of agents and get things done in minutes, while with codex or claude, i need to put them on task before bed and wake up to see the results, th", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcencos/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@dexhorthy @thsottiaux @antigravity i still have agents plan out a feature end to end then tell another to <email_address> or whatever, they work till it’s done, \nget side tracked less \ni can have another agent check their work. \nor even ask them if they missed something before i manually test.", "link": "https://twitter.com/1891578771905425408/status/2104088393550352831"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@ananyairl actually people might be using @antigravity for the crazy usage limits and personally i also like it when you orchestrate it with astra or sol or opus by planning with intelligent models, and execution with gemini flash 3.8 high. its fast and almost reliable.", "link": "https://twitter.com/1677941694/status/2104222803167985875"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity lotta hate for this lol. it is definitely puzzling that the product is moving so slowly. still has /teamwork-preview command required to get a decent agentic team involved in changes, something that should be automatically invoked and scaled appropriate to the task", "link": "https://twitter.com/805587288/status/2104295109680410783"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity vaaovv soon there will be a tool call! true agi! is it gonna use subagents too? we have never heard this kinda feature. gemini can plan now hahhaha", "link": "https://twitter.com/2096852550741848064/status/2103951608723669028"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "seems like starting today, many of my queries are automatically spawning research sub-agents. very similar prompts from the past few days didn't trigger this. this is with flash 3.8 high.\nit's kind of annoying because in the app, terminal permissions wild cards don't seem to work, and each sub agent wants to do a bunch of greps to figure out the project for themselves. and it's not like they're spawning to do anything in parallel. the original ag", "link": "https://www.reddit.com/r/google_antigravity/comments/1wq6eah/anyone_elses_agents_start_spawning_way_more/"}]}}, "work.reward_hacking": {"praise": 1, "complaint": 19, "n": 20, "praiseShare": 5.0, "ci95": [0.9, 23.6], "regard": 0.515, "regardCi95": [0.47, 0.561], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "huge shoutout to u/soulzphoenix and the community in this sub. \n**taking the 31 universal rules & \"the dietitian\" into a live production homelab: how i've cut 17,700 tokens/session (−41.5%) and stopped agent cheating**\nyour post breaking down the **31 universal rules**, the **3-tier escalation ladder**, and **the dietitian (repodiet)** inspired me to completely overhaul my own agent fleet setup today.\nwanted to share the real-world results, empir", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjrksy/how_do_you_maximize_antigravity_best_tools/pb59u2r/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "fair question, this came directly out of dogfooding on a few private projects and internal codebases i was actively building and auditing, rather than some abstract synthetic test. \nthe most immediate shift i noticed is in how the model approaches problems. before, it felt like an over-eager junior dev rushing to say \"done\" blindly guessing fixes, dumping massive logs into context, or worse, silently weakening/skipping test assertions just to get", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkfu6k/i_built_an_engineering_harness_to_stop/patr6ue/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i already install guard rail, but ai deliberately creates script to bypass guardrail.\nhere the violation has been made: \nwrong assumption → unauthorized recursive deletion → guardrail violation → improvised raw recovery → deliberate guardrail bypass → incomplete recovery → repeated recovery-script modifications → writing recovered data back to the affected hdd → treating unrelated carved jpegs as originals → rebuilding the production database aro", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkyl2/data_lost_cause_from_ai/pcacqkj/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "flash 3.8 is not dumb. is just lazy and will lie lie lie lie to you. will use python score cards and machine learning to cobble results if you use flash for any kind of analytics.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk8x4f/anyone_else_getting_gemini_4_under_flash_38_model/paqvo3o/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i wouldn't trust gemini for coding at all. i've had issues like it literally making up benchmark results (there wasn't even a connection to the server, and it felt like i was asking it to produce a report...) or tweaking the test suite to include only the cases that were more likely to pass.\nthat said, i have to admit it performs incredibly well in researching, finding bugs, and explaining behavior in huge, complex codebases -- faster and more de", "link": "https://www.reddit.com/r/google_antigravity/comments/1whnh0m/which_antigravity_model_do_you_actually_use_for/pasluh1/"}]}}, "work.destructive_actions": {"praise": 15, "complaint": 65, "n": 80, "praiseShare": 18.8, "ci95": [11.7, 28.7], "regard": 0.502, "regardCi95": [0.463, 0.538], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity finally, an agent that thinks before it breaks production", "link": "https://twitter.com/2368952305/status/2103614634087584185"}, {"date": "2026-09-17", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@google @antigravity @googleaistudio google's hit the nail on the head again: letting the agent authenticate without ever putting the token inside the sandbox is a strong security boundary. \nthe egress proxy adds it only to the approved request, which is how i’d want this wired in production.", "link": "https://twitter.com/2457534661/status/2100642366554038339"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "don't know, it allowed me to do somethiing like that just fine. \ni asked it yesterday to log into my mysql database using the root account, so it could create a new schema and user for me. i said, \"don't remember the root password, because i will change it after you created the user you can use\". and it did just all that and let me know when everything was created. so it must be the context maybe.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wd7tew/really_frustrated_with_gemini_safeguards_within/pa48zw1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i already install guard rail, but ai deliberately creates script to bypass guardrail.\nhere the violation has been made: \nwrong assumption → unauthorized recursive deletion → guardrail violation → improvised raw recovery → deliberate guardrail bypass → incomplete recovery → repeated recovery-script modifications → writing recovered data back to the affected hdd → treating unrelated carved jpegs as originals → rebuilding the production database aro", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkyl2/data_lost_cause_from_ai/pcacqkj/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity did it decide your computer looked better without all those pesky system files too, never again, antigravity is dead to me", "link": "https://twitter.com/1410347477585350662/status/2104187735267258410"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i think it's part of your fault (a huge part of it). how could you let an ai execute a destructive script over your important database ?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkyl2/data_lost_cause_from_ai/pc6b0fo/"}]}}, "work.git_workflow": {"praise": 6, "complaint": 11, "n": 17, "praiseShare": 35.3, "ci95": [17.3, 58.7], "regard": 0.499, "regardCi95": [0.48, 0.518], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@seyiiiabraham @antigravity you're very stupid, the agent does the push for me and generates the commit messages automatically for me, and you can make your point without getting abusive if you were properly trained with good manners......idiotic son of a b*th.", "link": "https://twitter.com/1766151139739766784/status/2103899259154100308"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "praise", "text": "just keep committing git. rollback when it goes haywire and start a new chat. works for me even for something complex. hoepfully they can fix it", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1p3qdfs/antigravity_is_deleting_existing_codes_and_syntax/pb5a1nb/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yeah, for building apps i do like my antigravity. it's good for many things, though; it's just not a deep thinker by any stretch. but then again, the other big boys either (1.) love to pretend to think deep (looking at you chatgpt) or have a superior moral high ground - welcome claude karen - sorry; opus. but it really does not matter which one you use. unless you're super-blessed with infinite time and surprising amounts of cash, you can't get b", "link": "https://www.reddit.com/r/google_antigravity/comments/1we8549/antigravity_projects_is_a_massive_sleeper_why_the/p9f4cdd/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i've not been able to generate commit messages in the ide for over a month now. your engineers are not using the tools they are building?? weird.", "link": "https://twitter.com/4724047372/status/2103684264264978643"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "ide with ai agents. the ability to have a cleaner source control panel that i can control is very important to me. agy 2.0 has some git actions available, but it's not very pleasant to use and not clean at all. also, being able to manually review and edit files in an ide makes the experience much better. even if i use a cli, i will keep the ide open.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp6mpo/poll_how_do_you_code_in_late_2026/pbw17go/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "one thing i really miss inside agy is auto-pr monitoring (option), similar to claude code. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn2nky/agy_pr_monitoring_autorespond_to_pr_comments/"}]}}, "work.computer_browser_use": {"praise": 16, "complaint": 31, "n": 47, "praiseShare": 34.0, "ci95": [22.2, 48.3], "regard": 0.461, "regardCi95": [0.435, 0.486], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "people shit on @antigravity a lot - but its very usable\nfree student plan gives a ton of usage\nits one of the fastest models and it's great when you need smt simple just done. its also pretty good for browser use <strict_link>", "link": "https://twitter.com/2031861244118945792/status/2104295241935143042"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "for what you get for free it's crazy good a dependable. i get alot of use from just having it use the browser and try to make the crap i've built fail. the flash models are good for that and you get some opus and sonnet 4.6 as well. also i have it as basically my google hands to control and use my gemini notebooks and all the other free google stuff like stitch. don't sleep on using it with google vids for some easy editing and video creation. i ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc89ome/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@ivanleomk @antigravity browser access changes the ceiling", "link": "https://twitter.com/1513567206352764929/status/2103784906656526397"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "talking shit while your own clientbase is starting to revolt is a good one.\ni like how you talked shit about claudes computer use when it's actually ahead of openai's computer use.\nyou only care about what works on your shitty little macbook, boasting about a feature that 0 of your customers using windows can even use.\nyou are so incredibly out of touch and should not be commenting on the bleeding edge of consumer facing products.\nyou constantly ", "link": "https://twitter.com/1642487601449029632/status/2104018673463882156"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity we need in app browser", "link": "https://twitter.com/229365187/status/2104053240841093320"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@ivanleomk @antigravity open-source it pls\nthe mcp integration inside antigravity is an absolute disaster to use. third-party solutions like agent browser and browser use just don't hold a candle to codex's browser control.", "link": "https://twitter.com/2080328280927055875/status/2103687543564927358"}]}}, "work.safety_refusals": {"praise": 3, "complaint": 19, "n": 22, "praiseShare": 13.6, "ci95": [4.7, 33.3], "regard": 0.504, "regardCi95": [0.472, 0.543], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-05", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@nlycskn @antigravity @thtbee_ it's excellent. most valuable so far is not getting refusals on silly things like hardening my own websites. gemini found about a dozen things to fix that fable refused and opus/sol missed.", "link": "https://twitter.com/3389553514/status/2096198141758390447"}, {"date": "2026-09-05", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@nlycskn @antigravity @thtbee_ added gemini 3.8 to our prompt injection pilot: 12 prompts, 6 frontier models, direct vs behind the zn gateway (n=3 per cell).\ngemini refused 3/3 direct attacks, best in the set. the other 5 models complied 61% of the time.", "link": "https://twitter.com/2015819441817194496/status/2096238058769129795"}, {"date": "2026-09-02", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity google is currently the company that does the least censored work among the major firms in areas such as rooting, ssl pinning, and data scraping. keep it up.", "link": "https://twitter.com/1986686362410754053/status/2095262008396366209"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "did they change their model base url ?\nbecause i use antigravity gemini models on a harness called ohmypi . and it recently gave some error, but got fixed after a update.\ni used to make the gemini models in antigravity do my assignment work for me, but now it's suddenly saying it's illegal to cheat or use someone college login credentials.\neven the older gemini 3.6 is saying it's illegal, so i don't think it's the model problem. suspecting the ba", "link": "https://www.reddit.com/r/google_antigravity/comments/1wo6qhg/did_they_change_their_model_base_url/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "its saying its due to adult content. \ni've translated far worse things with it in the past. they have definitely turned up the safety filters.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjae2u/anyone_getting_safety_flagged_violates_the/pavqusq/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "lol ai said \"no porn for you!\"", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkwh07/all_i_said_was_edit_this_video/paxno42/"}]}}, "work.permission_prompts": {"praise": 21, "complaint": 165, "n": 186, "praiseShare": 11.3, "ci95": [7.5, 16.6], "regard": 0.405, "regardCi95": [0.374, 0.437], "salience": 3.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity the approval step is what sells it honestly. most tools say theyll \"think\" then just run wild with whatever they guessed.", "link": "https://twitter.com/500606751/status/2104064825836134536"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "how do people get this to happen. my agents file has strict rules, it doesn't do anything i don't approve or is not in a plan ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpl0y7/50gb_data_wipe_out_from_hard_drive/pbx8q2q/"}, {"date": "2026-09-21", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@clemensscharti @typesafeai @antigravity yeah, this is a much cleaner boundary. 👍\nuser intent can remove the annoying confirmations for things they actually asked for, without becoming a blanket pass. catastrophic ops still stopping for confirmation feels right.", "link": "https://twitter.com/2093701769696088064/status/2102077129374490683"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i believe that it is important to get approval before execution rather than just making a plan. it would be better if we could also check the changes again when the plan changes after approval.", "link": "https://twitter.com/2978197789/status/2104080470883614974"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "btw, would be great to have a /yolo or something similar in cli as well for a one-time usage without any safety guards or rails and permission prompts just like codex.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc45ef6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "but that’s not what i am asking for though. what i am saying is that there should be a similar command to /yolo from codex in agy-cli.\nbasically a temporary one prompt —dangerously-skip-permissions and when the prompt is finished processing it goes to defaults.\nnone current options do this, you either set it for an entire session or globally.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc4vris/"}]}}, "work.plan_mode": {"praise": 61, "complaint": 108, "n": 169, "praiseShare": 36.1, "ci95": [29.2, 43.6], "regard": 0.477, "regardCi95": [0.456, 0.5], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "in devin ide it works fine. agy ide has the best flow for planning though, execution is a diff thing.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pccd4y8/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity plan mode saved me more rework than any model upgrade this year. writing the plan is cheap, undoing a bad run is not.", "link": "https://twitter.com/2079331237991428096/status/2104045790289432921"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity everyone is removing thw plan mode, this might be the chance for us to shine, people need planning we, so we give them planning\n 1000iq move", "link": "https://twitter.com/1308373716816945154/status/2104047186766127263"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "you fixed the effect not the cause. \nit will make plan when i ask in /plan but will it still make plan in normal mode? \n\\--- \nwill it ever let me work my way? or will it impose its workflow(which sucks) and style?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pcatyyg/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i don't think ppl plans a lot today. didn't understand why you'd add it.", "link": "https://twitter.com/64041638/status/2104014765135650966"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity the whole industry: “plans are not needed anymore”\ngoogle: “we’re introducing plan mode”", "link": "https://twitter.com/833742073002127362/status/2104017277536657819"}]}}, "work.response_verbosity": {"praise": 12, "complaint": 6, "n": 18, "praiseShare": 66.7, "ci95": [43.7, 83.7], "regard": 0.547, "regardCi95": [0.516, 0.577], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "keeps the ais answers more streamliked. i don’t have a lot of external stuff installed but this one i got.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmmzit/top_10_antigravity_skill_repos/pb88n7a/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "context ? i have 3 subscriptions, claude, copilot and gemini, use all of them regularly, gemini went to number one in speed and accuracy followed by claude. when comes to building uis for example, gemini is far superior, the agy’s summaries with screenshots are absolutely excellent. overall. incredible speed improvement ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wllxyb/this_thing_became_a_coding_beast/pb0mvsd/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i like the extra \"koala express\" 😛 ahh the writer that is sonnet just has to write something 😅", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk8x4f/anyone_else_getting_gemini_4_under_flash_38_model/paq9a9w/"}], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yes, although my suspicion is that the harness is more of a problem than the model itself. the permissions checks alone are maddening - the sandbox is an improvement but it desperately needs an auto review mode like cc and codex have.\nbeyond that, i find it goes in circles a lot, especially if given directives more vague than “look at this file for this thing”. it benchmarks well but in practice feels like using luna in a much worse harness than ", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pa6xu4g/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yea the gemini flash models like to write so much thats why people say it behaves bad for exemple glm 5.3 flash wouldnt", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgsxwn/how_to_make_antigravity_slow_down_and_stop/p9wxlqd/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "google models are decent but its hard to find the setup that outperforms other models\nusually it writes too much, too optimistic. if i want to write an algorithm, i like to use a 3 or 5-shot on gemini and then pass to claude / chatgpt write the final version", "link": "https://www.reddit.com/r/google_antigravity/comments/1waolu4/why_does_antigravity_have_so_few_users/p8m6pon/"}]}}, "work.sycophancy_pushback": {"praise": 3, "complaint": 10, "n": 13, "praiseShare": 23.1, "ci95": [8.2, 50.3], "regard": 0.508, "regardCi95": [0.485, 0.535], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i have a project, that i make using antigravity, \nit's a personal project but it's a little complex because it has lots of apis, logics and complex calculations. \nevery time i would use gemini for even the simplest of the tasks even 3.1pro, it would mess up the whole project (once it wiped off the whole project thankfully i had backup ). \nso i used to use claude models only, and had to wait for 5 days for even small changes because i would run ou", "link": "https://www.reddit.com/r/google_antigravity/comments/1wi4u59/flash_38_appreciation/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yes, i agree. it really has a way of stroking your ego and maybe it's just trying to make us feel good about working with it. i too have given it instructions not to try to be agreeable, or feel like it's hurting my feelings. it then actually gives very useful comments which are things that i feel it might have held back on previously.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh1uyl/whats_your_antigravity_workflow_heres_mine/pa23dd0/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "coding is one area where models can be made actually perform better than any other nuanced work. there are way more deterministic way to prove what's wrong and what's right.\ncool fact about gemini : i found gemini models to be surprisingly useful in writing good emails and do good arguments for you legally against something and they are more likely to pushback on something wrong you said and less of a yesman compared to gpt models / claude models", "link": "https://www.reddit.com/r/google_antigravity/comments/1w5i29e/review_of_gemini_38_flash_from_a_person_who/p7fom0t/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": ">*(note: all 465 sessions were driven entirely by natural, colloquial chinese directives—zero structured xml prompt engineering—testing cross-lingual architectural reasoning under extreme context scale. this report has been compiled and translated into english for technical discussion. all engineering logs, ast crash fragments, and underlying telemetry metrics are 100% genuine, unpadded, and logged in local black boxes.)*\nfor the past eight month", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrou67/stress_test_100_antigravity_gemini_flash_crushing/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it is honestly the worst model. it has a flattery bias that tends to infinity; if you criticize something, even if you are not right, it agrees with you and breaks everything. it is a model incompatible with software that needs to be maintained in the long term, gemini.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqf2o6/worst_model/pc4mh00/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i'm paying for claude pro, chatgpt plus and google ai, around $20 each per month.\ncodex has improved a lot. i'm now using it for complex tasks at about the same level as claude. in the past i only used claude for that.\ni was using gemini 3.8 flash for simpler tasks. today, after several hours working with gemini flash 3.8 high on the least complex task i had, while i used codex (mostly sol) and claude code (opus) for the harder ones, i ended up a", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjlepn/is_it_me_or_the_38_flash_is_slow_and_stupid_lately/pbtvnem/"}]}}, "verify.false_completion": {"praise": 1, "complaint": 56, "n": 57, "praiseShare": 1.8, "ci95": [0.3, 9.3], "regard": 0.455, "regardCi95": [0.425, 0.496], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "fair question, this came directly out of dogfooding on a few private projects and internal codebases i was actively building and auditing, rather than some abstract synthetic test. \nthe most immediate shift i noticed is in how the model approaches problems. before, it felt like an over-eager junior dev rushing to say \"done\" blindly guessing fixes, dumping massive logs into context, or worse, silently weakening/skipping test assertions just to get", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkfu6k/i_built_an_engineering_harness_to_stop/patr6ue/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "absolutely true. gemini 3.8 flash lies, dodges questions about its own mistakes, then spins the answer like a politician at a press conference. very trump-style: deny, deflect, move on. 😂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pcaz3h8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "the gemini team got so high building antigravity, they forgot to put the herb down and gemini 3.8 caught the side effects: hallucinate, dodge, deny, repeat. 😂\nit’s called antigravity for a reason , even flash refuses to come back down to earth.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvvsr/why_does_antigravity_not_update_its_offerings_for/pcb0hit/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i am not a coder. i don't fully trust the gemini model to do complex coding in antigravity. my biggest issue is when it tells me that it has completed something only to find out that it hasn't. or that it took \"shortcuts\". i usually have to have claude look over and correct what gemini has done. what's weird is that inside google ai studio, gemini is amazing.", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pbpqbp6/"}]}}, "verify.self_testing": {"praise": 8, "complaint": 11, "n": 19, "praiseShare": 42.1, "ci95": [23.1, 63.7], "regard": 0.493, "regardCi95": [0.474, 0.511], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "praise", "text": "bullshit fake news. gemini is never producing such bs. \ni personally use gemini for agentic coding help and it works perfectly. flash4.8 high( only paid users have access to it) in antigravity or vs code is an absolute game changer, it makes almost zero mistskes, it is testing its own code in sandbox before it makes mistskes. it corrects itself and deploy it only when it thinks its good. \nit writes perfect software schemes and implementation plan", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wkv97w/thanks_antigravity_for_reminding_me_of_the_shame/pavck87/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "fair question, this came directly out of dogfooding on a few private projects and internal codebases i was actively building and auditing, rather than some abstract synthetic test. \nthe most immediate shift i noticed is in how the model approaches problems. before, it felt like an over-eager junior dev rushing to say \"done\" blindly guessing fixes, dumping massive logs into context, or worse, silently weakening/skipping test assertions just to get", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkfu6k/i_built_an_engineering_harness_to_stop/patr6ue/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "systems engineer/old old coder like op.\ntbh, antigravity has been my workhorse & mvp — i have a lot of adversarial code reviews to make up for the one failing—the code usually is a little buggy, but they‘re usually pretty obvious and i don’t find many heisenbugs. \nso, internal code reviews first—and make it loop until it passes, then openrouter for red-team & true adversarial code reviews —deepseek & thinking labs inkling have been really good fo", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pag2cmz/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "<strict_link>\nhey, guys. \n \ni made a super optimized multi-agent skill, it consumes 6 times less than the standard teamwork on antigravity. \nany input is welcomed since ai sometimes lies on testing. \n \nthx ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wppu90/caveman_multi_agent_efficiency/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i think those are different things, the workflow to get to solution and implementing is ok, but the gymnastic to check if the solution is right is because you dont know what is right and that limits you to what the agent can do, and usually are way to over complicated", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/par7obt/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i was using 3.8 flash and this is basically what i ordered it to do:\n\\- change colors in ui\n\\- do not run \\`php artisan\\` directly because laravel sail (docker) is running and you should run \\`sail artisan\\` instead\n\\- do not run unit tests, i will run them myself if needed\ndo you know what it did?\nat the start it tried running \\`php artisan test\\` to see if tests pass before starting the implementation, then took about 10-15 minutes making sure ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wg3igg/i_gave_antigravity_only_three_instructions/"}]}}, "verify.agent_code_review": {"praise": 2, "complaint": 9, "n": 11, "praiseShare": 18.2, "ci95": [5.1, 47.7], "regard": 0.465, "regardCi95": [0.443, 0.487], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-13", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "completely agree. they can check each other which is awesome.", "link": "https://www.reddit.com/r/google_antigravity/comments/1waream/antigravity_is_incredible_goodbye_claude/p9gfoxi/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "claude sometimes finds bugs in antigravity code, and vice versa. think the best setup is not to rely on a single agent but use two.", "link": "https://www.reddit.com/r/google_antigravity/comments/1waream/antigravity_is_incredible_goodbye_claude/p8r3r84/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "also i have found like it automatically hunt thosse problems which i have not mentioned sometimes. thats really cool tbh", "link": "https://www.reddit.com/r/google_antigravity/comments/1w9vwgv/tbh_flash_38_is_really_good_when_it_comes_in/p8djqld/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "sarcasm is on that take, they have a fast and decent model but dont use it for reviewing commands.", "link": "https://www.reddit.com/r/google_antigravity/comments/1w69qmt/finally_someone_popular_bringing_attention_to/pbq07cn/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "that's sad. i hoped that boost could detect cut corners at verification phase. usually i need at least 1 round of a review and fixes because of that", "link": "https://www.reddit.com/r/google_antigravity/comments/1wo8qye/what_is_your_experience_with_boost_deep_reasoning/pbltash/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "when i use claude code, i have codex and gemini (antigravity) do the audit and when i use codex, i audit with the other two. gemini sometimes catches bugs but mostly, i have to say codex is the best auditor - always comes up with something useful. i think it may be in your case, codex is not doing well debugging because it’s the same model and it’s debugging itself. but in my case, as of the moment, codex is the best performer. ", "link": "https://www.reddit.com/r/codex/comments/1wnfc94/is_gemini_38_flash_actually_outperforming_gpt_56/pbevcm7/"}]}}, "verify.change_review_ui": {"praise": 6, "complaint": 19, "n": 25, "praiseShare": 24.0, "ci95": [11.5, 43.4], "regard": 0.487, "regardCi95": [0.466, 0.509], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i still use the ide version. because i feel that the cli uses more token and because i prefer make little change by myself in the code instead of burning token for minor task. \nand its also easily to review de code .", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmi7qb/why_is_cli_being_used_by_most/pbdbhnf/"}, {"date": "2026-09-18", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@google @antigravity @googleaistudio harness updates are the boring part that actually matters. still leaving a human on the last pass.", "link": "https://twitter.com/2095150665442164736/status/2100769146317222395"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i dont even look at code.. maybe sometimes and the 2.0 lets you see difs.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wcachv/can_someone_explain_how_you_actually_work_with/p8wdbkj/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i believe that it is important to get approval before execution rather than just making a plan. it would be better if we could also check the changes again when the plan changes after approval.", "link": "https://twitter.com/2978197789/status/2104080470883614974"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it harder to review code, and code generated by gemini is dangerous if not reviewed, at least for the 3.7 and 3.8 flash", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5b0hh/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "same. hard to track changes in vs code with the ag extension \nand alarmingly, the only good ide ag ide is now no longer showing changed files either. i must track it via git changes. \nwell... ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqlqcg/bug_generated_file_changes_disappear_after/pc6vbqr/"}]}}, "ui.display_settings": {"praise": 41, "complaint": 137, "n": 178, "praiseShare": 23.0, "ci95": [17.5, 29.7], "regard": 0.439, "regardCi95": [0.404, 0.472], "salience": 3.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "there isn't, and i won't lie about it. gemini 3.1 pro has a fraction of the power of opus 4.8. but i didn't go back to antigravity expecting to find something at the level of opus 5 and sol 5.6. i expected to find some improvement in the overall application and greater reliability in the lighter model (3.8 flash) for performing large-scale tasks. \nand that was precisely what surprised me; i found things that i didn't have before in antigravity, s", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmwake/i_returned_after_6_months_at_claude_code_and_codex/pcexy0b/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@atpaawej @antigravity thanks for the feedback. have you tried antigravity 2.0 (desktop app)? it show you what the agent is doing but don’t blink because gemini is lightning fast ⚡️😅", "link": "https://twitter.com/2091576854750871552/status/2104353070088077707"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "what are you talking about the ui is so beautiful! the terminal is the best thing ever to exist. and the antigravity-cli ui from the start looked awesome\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc59kfo/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity fix the approval dialog for 13-inch macbooks: add scrolling and keep action buttons visible. <strict_link>", "link": "https://twitter.com/1929113105709379584/status/2104244211075911787"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@aizttt__ this model selection interface is a disgrace for @antigravity, clearly illustrating the internal issues of big companies and the superficiality of their staff, completely disregarding the users.", "link": "https://twitter.com/39472575/status/2104329826593042557"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i heard it's good but god i can't handle the stupid terminal look it's so ugly and hard to navigate in", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5975v/"}]}}, "ui.session_history": {"praise": 5, "complaint": 38, "n": 43, "praiseShare": 11.6, "ci95": [5.1, 24.5], "regard": 0.462, "regardCi95": [0.439, 0.484], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "yes it did, and now even after electricity goes off or other things happens the coversations stays still", "link": "https://www.reddit.com/r/google_antigravity/comments/1we8c6m/lost_all_my_work_today_again/pbsgj4x/"}, {"date": "2026-09-11", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "second best has been @antigravity which has the best user interface, best means of versioning conversations, code, and commenting on plans (agy &gt; codex &gt; grok &gt;&gt;&gt;&gt; claude).\ni guess claude dominates because it's kinda the best coder. but when it's so unpleasant to work with...", "link": "https://twitter.com/131039372/status/2098340254545567892"}, {"date": "2026-09-06", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "you're totally right, i should maybe try to do some kind of changelog or something. projects didn't start very serious but got more and more serious until i've grown some behemoth chats. one thing i like is it can recall verbatim some messages since the conversation is stored on your device. i wanted to go to the gui since i've noticed i read less and less code, and i like the changes the gui team is making and i feel the fomo. nice idea about th", "link": "https://www.reddit.com/r/google_antigravity/comments/1w8inm2/migrating_from_ide_to_20_gui/p83gzku/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it's very rare though, i was conversing randomly and it appeared one time in gemini app and the other time in antigravity. on gemini app one i thnk i used 3.5 flash lite and on antigravity 3.6 flash... i dont remember which conversation it was since i deleted it cuz it ruined the chat history. but you can search on google and see other people experiencing the same thing or just use gemini 3.5 flash lite for a long time and experience it yourself", "link": "https://www.reddit.com/r/google_antigravity/comments/1wl4t0w/what_is_this_creepy_ai_response_to_me/pc51jn6/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "great update. the only thing missing for me is a fork or clone feature in antigravity 2, really hoping to see that soon as well.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbi7x7g/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "there has been quite some time but no change log on ide extension and its fundamental issues still not been fixed. when i go to the old chats, the changes that the last message has done are re-shown and re-applied and it fucks up my code as all my changes got removed because of this.\nalso, i have to accept the changes after every turn or i cannot run the code itself as it shows both old and new code in the file itself duplicated ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbifc4n/"}]}}, "ui.interrupt_steer": {"praise": 9, "complaint": 11, "n": 20, "praiseShare": 45.0, "ci95": [25.8, 65.8], "regard": 0.506, "regardCi95": [0.487, 0.528], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "ctrl+enter to send the message while the agent is still running in @claudeai code, after recent update !!!\nglad that at least @grok cli and @antigravity have already done these optimizations for user interaction with coding agents.\njust waiting for their better and cheaper models now.\ngrok 4.7 and 4.6 are too expensive… and ngl, gemini 4 is still a myth at this point. 😂", "link": "https://twitter.com/1500117043391397894/status/2103200620379537819"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i've been using vs code and the qwen code harness lately, but back in the olden times (~6 months ago) i was using antigravity and it had one feature i miss - the ability to \"interject\" while the model was doing stuff. it would insert your prompt into the flow of its execution at the appropriate moment and tag it up as an interjection so the llm would know.\nwith qwen code there doesn't seem to be this function so i do the big-red-button interrupt ", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wp0z3i/qwen3827b_is_good_enough_that_i_stopped_using_api/pbs2dlo/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "when this starts to happen, i interrupt (steer) it telling it to move on. that usually helps.", "link": "https://www.reddit.com/r/google_antigravity/comments/1w9574o/gemini_flash_38_is_wasting_all_my_tokens/pamg8ex/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i suggest you implement missing features that are still needed (like steering), rather than redundant features that went out of style more than 6 months ago.", "link": "https://twitter.com/14228971/status/2104137839525126361"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "<strict_link>\ni am facing an issue (and its not first time), where the agent gets stuck in working and i can't stop it \nsecond problem is when its running cli commands it gets stuck", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqjig3/failed_to_stop_agent/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "yeah, it just reads and reads... sometimes when i tell it to stop it actually does but i'm lucky to have that happen", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbf7wzo/"}]}}, "surfaces.remote_mobile": {"praise": 41, "complaint": 44, "n": 85, "praiseShare": 48.2, "ci95": [37.9, 58.7], "regard": 0.485, "regardCi95": [0.456, 0.515], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "oh yes the inability to paste screenshots etc really bothered me but with remote control, its working flawlessly.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcam2z8/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "there isn't, and i won't lie about it. gemini 3.1 pro has a fraction of the power of opus 4.8. but i didn't go back to antigravity expecting to find something at the level of opus 5 and sol 5.6. i expected to find some improvement in the overall application and greater reliability in the lighter model (3.8 flash) for performing large-scale tasks. \nand that was precisely what surprised me; i found things that i didn't have before in antigravity, s", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmwake/i_returned_after_6_months_at_claude_code_and_codex/pcexy0b/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "oh we got remote control now? i’ll have to check it out\nagy with herdr has been working great for me for working on repos in parallel, using moshi + tailscale to check-in from my iphone. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5b0nf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i tried that too. i spent half day with gemini to debug this the first day i set it up. the headless mode  ‘agy remote-control start’ won’t work. i used config.json, i used \n--dangerously-skip-permisions\nnone of those worked.\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc9u5u0/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "why on earth does antigravity rely on a temporary short link for remote control? why can’t this be natively integrated into gemini app? @officiallogank @antigravity @geminiapp", "link": "https://twitter.com/1843269059691081728/status/2104195009679704172"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i did, but it doesn’t work for headless remote-control", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc63f66/"}]}}, "surfaces.cloud_sessions": {"praise": 8, "complaint": 7, "n": 15, "praiseShare": 53.3, "ci95": [30.1, 75.2], "regard": 0.498, "regardCi95": [0.481, 0.514], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "well, your last line is something i am arguing against (atleast the idea), unless you already have an already on machine, i don't understand buying a new one when another machine already exist and we already pay for...\nplus the maintainance of those own machines (be it physical or some sort of container service) is more than those cloud machines. and for most of us, the main job is something other than maintaining these kind of machines.\nfor arou", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqkw9n/plan_already_pays_for_an_alwayson_claude_code_box/pc5g0rd/"}, {"date": "2026-09-23", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "connected google @antigravity directly to @googlecolab , and the workflow is ridiculously smooth.\nfrom a simple prompt in my editor, an ai agent queried live ethereum data, crunched slippage models on a cloud tesla t4 gpu, updated a google sheet, and saved the report to drive.\nzero compute burned locally. just prompt, let the agent work in the cloud, and check the output", "link": "https://twitter.com/2735935276/status/2102745227542900795"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i was doing the same... but is buggy and waste a lot of token, i tried agy on a vps with remote control, and the quality change a lot!\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wluoqe/which_antigravity_surface_do_you_use_the_most/pb4gfxn/"}], "complaint": [{"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "these are all great improvements. especially the workspace isolation and state management part.\nare there any plans for a cloud version of antigravity or any other way to sync between different machines, for non-coding work? for those working on many devices, this would be incredibly useful. \ncurrently moving work between devices is very complex. it feels very non-google to be so locked into a local machine.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/papwfxj/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "sure, there are ways to do it, but they’re all too complex to set up and have serious shortcomings.\nfor a cloud-first company like google, these things need to automated and intuitive. automatic sync between machines (and with cloud, so i can pick up work anywhere) doesn’t feel like crazy feature to ask for, it should be the easy option.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/paq463q/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i think i have given this instruction across each thread repeatedly \nit tries to run tests within the sandbox and fails because the environment is not installed within the sandbox.\nps: do you all separately install an environment in the sanbox also, to run tests in an isolated test environment?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wbcu5v/what_is_the_most_repeated_instruction_that_you/"}]}}, "rel.service_errors": {"praise": 5, "complaint": 152, "n": 157, "praiseShare": 3.2, "ci95": [1.4, 7.2], "regard": 0.421, "regardCi95": [0.366, 0.475], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "well i've met a lot of desktop app users who come to my discord server and start screaming that antigravity is shit. then i made them use cli and they've always been happy since. i think the main problem people hate with the gui is the insane token burn and the gui talking up all the resources of your computer. that's why i switched in the first place to get rid of the insane token burn. plus the cli usually only has bugs and doesn't normally exp", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcamrq4/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "update: i'm actually able to work today, seems to have stabilized", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqkqcl/why_is_gemini_38_flash_so_slow/pc5johv/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "there are other things than can cause it, but the issue that was happening over a few days is resolved", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh8h5u/psa_gemini_38_flash_slowerrors/palnk7j/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "it's a bug, even it's affected half of my accounts", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqyjle/does_anybody_else_experience_this_agy_error/pccih98/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i started a new conversation, but it's still encountering an error.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrd20m/help_orz_i_have_done_everything_i_could/pcd219g/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@thsottiaux @antigravity shut up and worry about your own app and systems that hardly work", "link": "https://twitter.com/1205189836736487424/status/2104015176450048316"}]}}, "rel.response_speed": {"praise": 181, "complaint": 344, "n": 525, "praiseShare": 34.5, "ci95": [30.5, 38.6], "regard": 0.482, "regardCi95": [0.453, 0.51], "salience": 11.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "subjective choice here.\n1. codex cant pick a side its always beating around the bushes and it just steals your project information like zcode did before it was caught.\n2. yes cc is good but its not as fast as gemini 3.8 flash which is a quick workhorse model.\ncc is for longhorizon no coding projects but i still need to design my architectures and coding projects so i prefer using gemini.\nalso claude pretends to be the superman of modern llms whic", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrbsby/antigravitys_gemini_models_are_worst_in_among_all/pce8fep/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "who told you i dont have codex or claude max plan, i have them also, but antigravity, and only antigravity is the one that complements them, also i am using deepthinking in gemini chat, and it is so good, not what you think, i can get real time feedback with antigravity, solve problems together, spawn tens of agents and get things done in minutes, while with codex or claude, i need to put them on task before bed and wake up to see the results, th", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcencos/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i have claude max and i still use antigravity for coding. i use claude for claude design, antigravity for everything else. i have used claude code and i still prefer antigravity. the result for me are the same and i prefer the output speed of gemini, it allows me to iterate fast. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1whvudv/people_who_are_complaining_about_gemini/pch3gm0/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity i haven't used a plan since 2025... google is as fast as a merchant ship from 1920", "link": "https://twitter.com/2482947307/status/2104200639890780481"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "that's a lot of text, so i just wanna ask first. is gemini flash 3.8's speed fixed? it's so slow it should be changed to gemini slow 3.8.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc333k5/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "why is 3.8 terribly slow after the first few days of launching?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc3rbru/"}]}}, "rel.client_failures": {"praise": 10, "complaint": 218, "n": 228, "praiseShare": 4.4, "ci95": [2.4, 7.9], "regard": 0.434, "regardCi95": [0.368, 0.498], "salience": 4.8, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "> antigravity ide doesn't support itself well too many errors \nsince the release of antigravity 2 i've never had an issue with it.\ni started using it when they released 3.8 flash and it's been one of the most consistent clients i've used. \nin terms of performance the only issue i have with 3.8 flash is if i change the context of what it's working on too many times. it will lose the thread and go dumb. \ni cleaned that up by building a bunch of ded", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wof9kk/introducing_support_for_local_ai_models_in_the/pbomwq8/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "that's not high usage data, it's like default ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm8vt2/high_data_usage_issue/pb4wrcm/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "3.8 flash (high) confirmed working normal on my machine.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wiptxc/is_it_slow_again_or_am_i_just_being_paranoid/pac8sjh/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "well i've met a lot of desktop app users who come to my discord server and start screaming that antigravity is shit. then i made them use cli and they've always been happy since. i think the main problem people hate with the gui is the insane token burn and the gui talking up all the resources of your computer. that's why i switched in the first place to get rid of the insane token burn. plus the cli usually only has bugs and doesn't normally exp", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pcamrq4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i see. i was on linux, not sure if that's the factor. i was on 1.2.11, updated to 1.2.12 still hitting it with \\`agy --dangerously-skip-permissions remote-control start\\` \nput \\`toolpermission\\` and \\`permissions\\` in both .gemini/config/config.json and .gemini/antigravity-cli/settings.json (not even sure why they have two directory and two different files, maybe gemini 3.8 flash hallucinate when it was troubleshooting it).\nthanks for discussing ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pccxjbm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "was wondering same thing yesterday when i switched from agy ide to vs code (because of instability of agy ide and google not updating this product anymore). but i guess we'll have to do with the default (copilot) autocomplete for now.\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpw81p/will_tab_autocomplete_be_released_to_the/pcdwa7h/"}]}}, "rel.update_breakage": {"praise": 14, "complaint": 63, "n": 77, "praiseShare": 18.2, "ci95": [11.2, 28.2], "regard": 0.514, "regardCi95": [0.47, 0.553], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@matviy i prefer antigravity over cursor, there, i said it. simple, clean, and fast. they fixed the bugs and we now get meaningful updates every week. @antigravity", "link": "https://twitter.com/2056251/status/2103739779900670065"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "iam i only one that not facing this i just did the update made thats the reason", "link": "https://www.reddit.com/r/google_antigravity/comments/1woxmz2/antigravity_not_responding_responding_very_slowly/pbqnsxb/"}, {"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "really appreciate the antigravity team for continuously improving the harness. the new plan mode and all the recent updates are making the overall experience much better. great to see the focus on improving the agent workflow. 🚀 @antigravity <strict_link>", "link": "https://twitter.com/1421846402565431296/status/2103065793722515778"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "was wondering same thing yesterday when i switched from agy ide to vs code (because of instability of agy ide and google not updating this product anymore). but i guess we'll have to do with the default (copilot) autocomplete for now.\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpw81p/will_tab_autocomplete_be_released_to_the/pcdwa7h/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "hey, can you look into the latest ide extension update? now there has been a new issue. agent makes some edit into that file, then after the agent work is done, the file gets auto reverted to the previous state and all the changes done by the agent get reverted. so please check and fix it as it's very annoying as i have to instruct the agent to do the changes using the terminal itself so it can be permanent ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc5xbm0/"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@rodydavis @antigravity i run antigravity ide, installing the extension google.google-antigravity in antigravity ide doesn't sound like a good idea.\nantigravity ide's last update was 2.5.5 on\naugust 13, 2026\ndid the update system get broked when it was renamed from antigravity to antigravity ide? <strict_link>", "link": "https://twitter.com/17038251/status/2103671410325639448"}]}}, "account.support": {"praise": 17, "complaint": 76, "n": 93, "praiseShare": 18.3, "ci95": [11.7, 27.3], "regard": 0.51, "regardCi95": [0.47, 0.552], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@1994aab @petergyang @antigravity you can always use /feedback in the agy client :)\ni also have an enterprise account, the support there is awesome, you can open support tickets via gcp, that channel works well.", "link": "https://twitter.com/145722617/status/2104164761198059814"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@ckbrox13 @jkirstaetter @lxztlr @antigravity @gmail <strict_link>\ni got it fixed through the forum thanks alot", "link": "https://twitter.com/1594483888927154179/status/2103557589556470185"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i hope so but thanks anyway for the fast replies 🙂", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh8h5u/psa_gemini_38_flash_slowerrors/pbsrouc/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "thank you! this is way more useful than official \"unexpected issue setting up your account\" message. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wq96ik/solution_to_the_your_account_is_invalid_error/pcfp3g2/"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity antigravity would be competing with others if they listened 😅 i used to use them 6 months back before codex app took me away", "link": "https://twitter.com/1682823907064045573/status/2104004905531039903"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity fundamentally broken product and team that is actively hostile to user feedback. please fix @koraykv", "link": "https://twitter.com/1440148147775303680/status/2104022755981271376"}]}}, "account.billing_errors": {"praise": 0, "complaint": 10, "n": 10, "praiseShare": 0.0, "ci95": [-0.0, 27.8], "regard": 0.488, "regardCi95": [0.479, 0.494], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity hey folks! you might not be outright stealing money like the trust wallet crew, but my paid account has been down for two days now. i keep getting this error: [there was an unexpected issue setting up your account.\nyour account is not eligible for gemini code assist for", "link": "https://twitter.com/1769539056298323968/status/2103783784873443379"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity individuals at this time].\nany eta on when this might be fixed? i'm totally stuck with my work without your product right now. thanks for everything you do, though—your work really helps a lot of people bring their ideas to life!", "link": "https://twitter.com/1769539056298323968/status/2103783813193101502"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "polarity": "complaint", "text": "this is a scam. i lost 15 $", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wjzsc8/claude_max_x20_for_12_instead_of_200_how_is_this/pbt49ba/"}]}}, "account.bans_restrictions": {"praise": 5, "complaint": 138, "n": 143, "praiseShare": 3.5, "ci95": [1.5, 7.9], "regard": 0.454, "regardCi95": [0.391, 0.515], "salience": 3.0, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "open code, still no ban. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wlhtfh/anyone_using_their_google_ai_account_in_other/payohqo/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i don't about the gmail accounts suspendings, never had an issue with my account, and for the work i do which is mobile development on a daily basis it doesn't the job, it's fast, follows instructions, skills are useful and it's just perfect for my use case. maybe it isn't the right tool for your use cases which is completely understandable, since tools are built for different use cases, so just because it's not suitable for you doesn't mean it's", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgw8gb/antigravity_speed_today_is/pa1h423/"}, {"date": "2026-09-04", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@evanotero @antigravity it’s a good direction; there are people with decades-old accounts that really don't want to risk them.", "link": "https://twitter.com/31378413/status/2095761219537829947"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@petergyang @antigravity i have a pro subscription, and i'm so scared to use antigravity because they ban accounts for no reason at all. even using it inside it is scary for me.", "link": "https://twitter.com/217842510/status/2104022347787260303"}, {"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "wth, @officiallogank @antigravity \ni attempted to authenticate for the very first time using this account over an lan ssh session for agy cli and i am greeted with immediate violation of tos. i have not sent a prompt or used unauthorized third-party wrappers. \nkindly fix it. <strict_link>", "link": "https://twitter.com/1828526145140334593/status/2104315894717640765"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i got the same problem, the account has been disabled include:\n1. personal mobile phone number linked to the account.\n2. google play console registration fee paid with this account.\n3. active google play app with many recorded version releases.\n4. verified company information and d-u-n-s number.\n5. active google cloud projects and infrastructure.\n6. original youtube content created and uploaded by me.\ni appealed and got rejected twice. it has bee", "link": "https://www.reddit.com/r/google_antigravity/comments/1wbqdaj/account_disabled/pc3s0qy/"}]}}, "account.data_privacy": {"praise": 15, "complaint": 45, "n": 60, "praiseShare": 25.0, "ci95": [15.8, 37.2], "regard": 0.515, "regardCi95": [0.479, 0.549], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "local gemma 4 in the agent loop is the privacy win. hybrid cloud + on-device finally looks shippable. @googledevs @googlegemma @antigravity <strict_link>", "link": "https://twitter.com/1030370607861387264/status/2103694865649586617"}, {"date": "2026-09-25", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@antigravity \"complete data privacy and no internet requirement make this a massive game-changer for enterprise and sensitive applications. super excited to test this out!\"", "link": "https://twitter.com/2093052899681325056/status/2103407194821779475"}, {"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "praise", "text": "@tknetx @glaforge @antigravity i believe on-device gemma via litert is the right call -- the antigravity post reports zero api cost and full data privacy running gemma 4 on a local gpu. great thread!", "link": "https://twitter.com/2050639391991934976/status/2102926514077520234"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@antigravity you should give an option to opt out while setting up antigravity itself. this is a dark pattern where people will just agree and later either forget to opt-out or forget about it after trying to dig through the settings to find it! <strict_link>", "link": "https://twitter.com/1013749216387256322/status/2104104816423453001"}, {"date": "2026-09-26", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@sin4ch @editxshub @antigravity because lot of companies forbid to send data to google, openai or anthropic.", "link": "https://twitter.com/1674666260276150272/status/2103987272471470221"}, {"date": "2026-09-24", "source": "X", "community": "@antigravity", "polarity": "complaint", "text": "@googledevs @antigravity @googlegemma total data privacy gets slippery the moment you go hybrid. the tasks most worth keeping local are usually the ones gemma 4 on-device can't handle well enough, so they route to cloud anyway. how does the sdk decide which calls stay local?", "link": "https://twitter.com/1910204476973096960/status/2103188070094733394"}]}}}, "requests": {"authorWeeks": 1444, "themes": [{"theme": "Allow subscription use in third-party harnesses", "criterion": "billing.subscription_portability", "authorWeeks": 44, "posts": 46, "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "google needs to remove the restriction of using google ai subscription only inside agy otherwise you get banned. gemini 3.8 is good but agy is kinda shitty would be cool to use the model in something like opencode", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcd2rek/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity i just wish we could use our subscriptions with other harnesses", "link": "https://twitter.com/1286119988743544832/status/2104072276656443824"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@ammaar @petergyang @antigravity @_mohansolo you guys mind letting us use your models in other harnesses like @opencode? \nreally wanted to try 3.8 flash their but there was no easy way to connect it", "link": "https://twitter.com/1199733882351828992/status/2104063066275254461"}]}, {"theme": "Update outdated Claude models in catalog", "criterion": "models.catalog_access", "authorWeeks": 36, "posts": 37, "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "dear @antigravity, 🙏\ni know gemini 4.1 is coming 👀\nbut please, we’re begging… add claude opus 5.5 to the cli too \ngive us the best of both worlds. let us cook. 🧑🍳 <strict_link>", "link": "https://twitter.com/1346225175344390145/status/2104125964892397697"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@geminicli", "text": "@antigravity @geminicli hey, why can't you rename your agy cli name in terminal - you can add your logo and name right?\nwhy you will ask too many permissions when we use gemini model - but if we used claude, you will never ask any permissions\nwhy?\nwhy are you not updating claude model in antigravity?", "link": "https://twitter.com/106478822/status/2103895411065036985"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity i thought plan mode is dead like google+ and gemini cli? \nmaybe upgrading opus support from 4.6 to 5.5 would be something users want for antigravity 2.0 2.18.0?\n<strict_link>\n<strict_link>", "link": "https://twitter.com/820601685349281794/status/2103799165440672092"}]}, {"theme": "Auto-approve mode without permission prompts", "criterion": "work.permission_prompts", "authorWeeks": 25, "posts": 26, "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "it’s shit if you use headless mode, it cannot have auto-approve. i had to use tmux to have an active interactive session if i want auto-approve, otherwise it asks for permission for every single step😅. but yea, remote-control is so good, it’s great that it’s an pwa, no apps required. (as long as you don’t mind having your session data in the cloud, personal plan doesn’t have zdr anyways)", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5zqs8/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "but that’s not what i am asking for though. what i am saying is that there should be a similar command to /yolo from codex in agy-cli.\nbasically a temporary one prompt —dangerously-skip-permissions and when the prompt is finished processing it goes to defaults.\nnone current options do this, you either set it for an entire session or globally.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc4vris/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "a bit exaggerated, but i generally agree 😂 \ngoogle models can do things, but @antigravity without auto mode/approve is so annoying to use... that i use it only in headless mode (which is also annoying and error prone) <strict_link>", "link": "https://twitter.com/29170284/status/2103131370616750197"}]}, {"theme": "One-off usage limit reset now", "criterion": "limits.reset_schedule", "authorWeeks": 23, "posts": 24, "examples": [{"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "hi @antigravity, today is a good day to reset all tokens 😭😭😭", "link": "https://twitter.com/364877575/status/2101624217418514697"}, {"agent": "antigravity", "date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "text": "hoping they will reset weekly limits because of today 😵 or give more weekly tokens lol\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgextd/antigravity_is_dead_i_regret_purchasing_a/p9u8u9e/"}, {"agent": "antigravity", "date": "2026-09-14", "source": "X", "community": "@antigravity", "text": "@joshwoodward @antigravity is lagging,can't even work. please fix this,i don't want to beg @thsottiaux for a reset", "link": "https://twitter.com/1994110575052558336/status/2099574732840374499"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 20, "posts": 21, "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@thsottiaux @antigravity revise your plans and usage, anthropic is very generous now and they don't have any tibo.", "link": "https://twitter.com/986630585073459200/status/2104038621699314119"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "i dont mind them, but not being generous for everyone except us who are the most important for any ai company, we get less and less usage, less speeds.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wne8ba/they_should_make_the_quoteas_bigger/pbgyhc8/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@soso_fun_yt @antigravity also increase quota little bit more, it burn in just one prompt.", "link": "https://twitter.com/2028043125537853440/status/2102835382933213346"}]}, {"theme": "Add Opus 5.5 model", "criterion": "models.catalog_access", "authorWeeks": 19, "posts": 21, "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "what's stopping @antigravity from replacing opus 4.6 with opus 5.5? <strict_link>", "link": "https://twitter.com/1545125604487753728/status/2104171111944761648"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@fongluka @its_lakshya_ai @antigravity those ‘weird symbols’ are the universal language for ‘ship opus 5.5 already 😅", "link": "https://twitter.com/2908283028/status/2103825476712341840"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "opus 5.5 got recommended for app demo videos during the shipaton webstream today as everyone is preparing their submissions. anshu here is showing us exactly why! i need this as an option in @antigravity now, please. 😸 <strict_link>", "link": "https://twitter.com/1931776331357753344/status/2103641930085073357"}]}, {"theme": "Faster model response speed", "criterion": "rel.response_speed", "authorWeeks": 19, "posts": 19, "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "that's a lot of text, so i just wanna ask first. is gemini flash 3.8's speed fixed? it's so slow it should be changed to gemini slow 3.8.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc333k5/"}, {"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "just want byok to be available in agy desktop to as ds\nand that the 3.8 flash issues get solved especially token slash and speed", "link": "https://www.reddit.com/r/google_antigravity/comments/1wom9gb/local_model_support_now_available/pby356u/"}, {"agent": "antigravity", "date": "2026-09-22", "source": "X", "community": "@antigravity", "text": "google @antigravity flash is barely usable this afternoon. it's way too slow to get anything done.", "link": "https://twitter.com/1299949454502424576/status/2102322159762960854"}]}, {"theme": "Stronger pro-tier frontier model", "criterion": "models.catalog_access", "authorWeeks": 18, "posts": 19, "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "i use the main antigravity 2.0 interface alongside with google ai studio (gemini 3.1 pro) for planning and brainstorming. gemini 3.8 flash is a great workhorse model! need a new frontier model though (gemini 4.0 pro)!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp6mpo/poll_how_do_you_code_in_late_2026/pbxtzaz/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@antigravity what is wrong with you people , behave normal , give us new pro model , not glue some shit toghater as new products", "link": "https://twitter.com/1699873765176594432/status/2102880303211770257"}, {"agent": "antigravity", "date": "2026-09-07", "source": "Reddit", "community": "r/google_antigravity", "text": "yup, i think its a downgrade over 3.7 in some ways. i just want a damn pro model man", "link": "https://www.reddit.com/r/google_antigravity/comments/1w96dbj/antigravity_with_gemini_38_flash_highly_unreliable/p8cxkrg/"}]}, {"theme": "Release and add Gemini 4 Pro", "criterion": "models.catalog_access", "authorWeeks": 17, "posts": 19, "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity release gemini 4 pro you dumbfucks\nand fix your broken authorization system", "link": "https://twitter.com/903762214913441793/status/2103665850448232906"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity update the claude models and release the gemini 4 pro 😶", "link": "https://twitter.com/2058073451202748416/status/2103617552585019678"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@antigravity where is gemini 4 pro ahhhhhhhhhhhhhhhhhhhhhhhhhhhh <strict_link>", "link": "https://twitter.com/2003683604828987392/status/2102986985988387030"}]}, {"theme": "Fewer permission prompts overall", "criterion": "work.permission_prompts", "authorWeeks": 16, "posts": 16, "examples": [{"agent": "antigravity", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "i did, and i feel like it's asking more questions for commands than the ide. i was used not to use them at all. maybe i didn't configure it the same way. it also doesn't give the inline diffs in the editor, just changes them automatically. i think i'll test some more when 3.8 doesn't burn all my tokens.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn2xsg/token_usage_between_ide_and_extensions/pbcbh9s/"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@antigravity not on windows? it's unusable right now. i was trying it out today and i'm exhausted from approving tool usage. i even tried the cli and its no better. you're forcing people to use a third party tool to make this even usable. so frustrating.", "link": "https://twitter.com/402285185/status/2101493105312821726"}, {"agent": "antigravity", "date": "2026-09-18", "source": "X", "community": "@antigravity", "text": "@antigravity i thought you fixed this issue about permission 😕. this is unbelievably annoying. it's like i'm workyfor antigravity because i have to give it permission every freaking second. <strict_link>", "link": "https://twitter.com/1378495954010173440/status/2100748791989072133"}]}, {"theme": "Add newer Gemini Flash and Pro models", "criterion": "models.catalog_access", "authorWeeks": 15, "posts": 15, "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@googleespanol @antigravity when is gemini <phone_number> flash coming?", "link": "https://twitter.com/1391210257649709058/status/2103733460711932219"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/LocalLLaMA", "text": "unfortunately this. if anyone thinks antigravity was bad, gemini cli is in even worse state (it takes forever just to load even though it is just a cli, no update for new models, can't even use their subscription). it seems like this end of ai support in google has been struggling (other than the model itself, which is magnificent).", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wof9kk/introducing_support_for_local_ai_models_in_the/pbocdmf/"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@_mohansolo i don't see 3.8 on antigravity. are they hidden on purpose? @antigravity <strict_link>", "link": "https://twitter.com/887252184961888256/status/2099952895357489641"}]}, {"theme": "Keep model catalog updated to latest versions", "criterion": "models.catalog_access", "authorWeeks": 14, "posts": 14, "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@gargeyas @antigravity other agents are offering gpt astra, luna, opus 5.5\nantigravity: here take🫴🫴 our 🗑️models🗑️...\nplus outdated 4.7 opus, sonnet, and gpt oss .. what do you even mean!!😂😂\npurposely undermining other ai labs top models to force gemini usage...\nmmh, wouldn't end well 😂😂😂🤣", "link": "https://twitter.com/1020412958122356737/status/2103752535848747162"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@its_lakshya_ai exactly @antigravity when u will update the latest models", "link": "https://twitter.com/1094057210756313088/status/2103736393059258809"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity first include the latest models and improve the harnnes of antigravity.", "link": "https://twitter.com/1613923965000650753/status/2103713209261969471"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 452, "negative": 911, "positiveShare": 33.2, "ci95": [30.7, 35.7]}, {"week": "2026-09-07", "positive": 280, "negative": 580, "positiveShare": 32.6, "ci95": [29.5, 35.8]}, {"week": "2026-09-14", "positive": 315, "negative": 812, "positiveShare": 28.0, "ci95": [25.4, 30.6]}, {"week": "2026-09-21", "positive": 382, "negative": 1054, "positiveShare": 26.6, "ci95": [24.4, 28.9]}]}, {"id": "pi", "name": "Pi", "maker": "Earendil Works (open source)", "facts": {"version": "v0.84.x (Aug 2026); npm @earendil-works/pi-coding-agent", "released": "First release: 2025-08. Joined Earendil: 2026-04-08", "price": "Free (MIT). Model usage billed by the chosen provider's API or subscription", "model": "Multi-provider, bring-your-own-key or subscription", "surface": "CLI (terminal)"}, "sources": [{"channel": "Reddit", "selector": "r/PiCodingAgent", "posts": 4114}, {"channel": "X", "selector": "@pidotdev", "posts": 1973}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 126}], "records": 6213, "judgingPosts": 2146, "authors": 2732, "authorWeeks": 3436, "reach": {"shareOfVoice": 2.77, "value": 0.456}, "regard": {"positiveAuthorWeeks": 934, "negativeAuthorWeeks": 486, "rawPositiveShare": 65.8, "rawCi95": [63.3, 68.2], "value": 0.608, "ci95": [0.591, 0.623]}, "score": {"value": 52.7, "ci95": [51.9, 53.3]}, "ranking": {"rank": 7, "rankRange": [7, 7]}, "criteria": {"paying": {"praise": 139, "complaint": 106, "n": 245, "praiseShare": 56.7, "ci95": [50.5, 62.8], "regard": 0.686, "regardCi95": [0.654, 0.715], "salience": 17.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "because you can use your max subscription", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqmcmk/poll_claude_sub_with_pi_what_method_do_you_use/pc5bdn3/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "can you actually remove / override the heavy system prompt though? according to my searching (and asking llms) you can only *add* to the system prompt.\nalso, even when you enable only the bare minimum tool calling like file read / write and a couple others it's still like 8k tokens for even just a 'hello world' style prompt. some of us can run models relatively smoothly on minimal hardware with pretty good results but we need to manage the tokens more tightly.\ni've found the pi agent to be much better for minimal setups. way lighter initial tokens meaning longer convos before context runs out.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wq9ivr/what_ide_to_use_for_local_models/pc3lhdp/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i’m fairly suspicious of anthropic being able to detect most integrations that allow claude in the drivers seat on pi. i have too much important shit on chat to treat it like a burner account.\ni personally only do claude subagents on pi via headless since anthropic somewhat sanctions that behavior. if i need claude to drive, i just use claude code for now. pi will proxy to claude code just fine. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc0bxyh/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hello,\ni made pi-claude-request-compat ([<strict_link>). instead of creating another provider, it reuses pi’s existing anthropic login, models, and streaming, then adds a claude code compatibility layer to outgoing requests.\n[<strict_link>\ni’m using a new github account for privacy, so the code, automated security scans, dependency audits, and signed release provenance are public for anyone to check.\na few friends and i have been using it for the last month, and my anthropic account is still intact :)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpyjrs/yet_another_pi_addon_claude_code_compatibility/"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@mattlam_ @pidotdev @badlogicgames yeah, nori you can run cloud agents with pretty much any subscription.", "link": "https://twitter.com/1432464424015732743/status/2103544085931810911"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "every use case is different. personally, i prefer a lean approach where the context window stays small and gets summarized regularly, while solid documentation lets me spin up new sessions with fast project context recovery.\n- i avoid large context windows because i don't have much vram. once a task is done, i compress the context using my `pi-refine-compact` extension, so the llm stays up to speed on what was done in broad strokes and we can move on.\n- even when i use a cloud model, i still don't keep a huge window because prompt cache drops on the provider side aren't rare, and i don't want to overpay for someone else's glitches.\n- i document plans and project details as thoroughly as poss", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcf5zei/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i was able to use it for a little while before i started hitting request limits, and it’s never really reset. now i just have a qwen model that fits in my vram running through ollama that i use in pi (using ollama as the provider).", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1vjurqz/considering_claude_code_pi_worth_it/pcf7g1b/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "if i had an anthropic plan, i wouldn't risk it - dont they say they can ban you for this?\nhow do you use /tree and whay extensions do you use?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgsa4u/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "why is it that opus 5.5 usage starts out great in omp, and then for one reason or another starts draining usage like crazy? am i hitting some sort of caching issues? do i need to compact at 400k? or what?\ni am pretty sure the cache is being kept warm for an hour, but i don't know for sure how this stuff works. it's compacting at 850k. if i've left it for awhile and context is >35% i will use /handoff and that seems to help.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wruev9/omp_and_opus_55_usage/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "it's super interesting to run codex models in the @pidotdev harness vs the codex harness. @badlogicgames has it mention when there's a cache miss, and it's most of them. so if you're upset about how fast your sub gets used up, use it on pi and what it will teach you, may get you to figure out how to manage your context window better.", "link": "https://twitter.com/21734113/status/2104223345898319922"}]}}, "setup": {"praise": 192, "complaint": 115, "n": 307, "praiseShare": 62.5, "ci95": [57.0, 67.8], "regard": 0.632, "regardCi95": [0.602, 0.661], "salience": 21.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pi for my use case. i also use opencode for free models but pi when i use my own api", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcd80nj/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pi has extension, i've built my own for my harness too. imho it's a way to go instead of compactions", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pceoo4i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i'm using pi-blackhole and never had problems with it.\nwhat did you used?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcezess/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "running @pidotdev against my local proxy which serves the mac mini’s local copy of qwen on the tailnet is kinda amazing\nfree tokens!\ncurrently averages 30-50 t/s (everything not super optimized yet, basically just set up) <strict_link>", "link": "https://twitter.com/46650115/status/2104144937923105124"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the vast majority of posts i have seen which says a normally graet model is bad usually with starts with the fact that they use opencode...or codex. besides gpt models, it's hard for me to think of a model that actually works well in opencode. i thought the glm models has issues after compaction when i was using opencode. i switched to pi or claude code, and i never had that issue since. if you only used mimo models in opencode you would think the model is bad with tool calls, but the been one of the best i ever tried on any other harness. the compaction trigger on lot of the opensoruce model just isn't setup correctly on opencode either. so personally i think opencode is quite literally the", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc4180w/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "ok, honestly i do not understand why this is popular, this is literally just vibed code knock off from codex/ux, 'make an app that has pi backend, but look exactly like codex', done, one prompt, second, for any modern harness/app, esp claude code, one plugin, you could run anything, configure in anyways you want, codex is less customizable for obvious reasons, i cant believe how ignorant people are wasting time on garbage like this", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcp3b7/supernova_a_minimal_opinionated_and_sleek/pcb85p7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "giga bloat even with system prompt off\nno way to trim down tool output or set limits unless u waste a ton of tokens making a wrapper\nno custom extensions etc", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgm7ya/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pigcodingagent @pidotdev i use opencode in pi but i tried and couldn't in pig. it would be great if you added opencode as a login option.", "link": "https://twitter.com/299687169/status/2104021066016580085"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "this is pi -\nfor every possible qn, the answer is aways - just ask pi to create an extension for it\nyet -\n1. pi.dev has a billion competing extensions for every possible thing, none of which work together and its upto the user to try endlessly\n2. pi has no extension api's that make sense, eg if it had an api to 'launch subagent' then you could have extensions hook into it\n3. so the answer to everything is - ignore the millions of existing extensions and add one more, and reinvent the wheel", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcfd0um/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "nice work. i tried using it. it is fast. \ni tried using few extensions but they don’t seem to work with pig. \nmcp-adapter, pi-web-access, pi-rtk-optimizer", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc3o4sz/"}]}}, "models": {"praise": 42, "complaint": 37, "n": 79, "praiseShare": 53.2, "ci95": [42.3, 63.8], "regard": 0.581, "regardCi95": [0.544, 0.615], "salience": 5.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "opus 5.5 completely dominates gpt-6 sol at blender 3d pelican 🦩 \nprompt:\nanimate a looping 3d pelican on a bicycle in blender and opus 5.5 came back with the more charming ride\nuse opus 5.5 in @pidotdev \n👉 <strict_link> <strict_link>", "link": "https://twitter.com/2001569273681186823/status/2104200810293014713"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the point everyone is making is that luna max can function equivalently to the larger models and thus should be considered for the same comparison.\ndefinitely less thinking is faster and works well with some guidance ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbvj728/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i love to see deepseek flash here, its my favorite alternative to 5.6luna", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbwccta/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i can use anthropic models in pi with amazon bedrock. but nowadays only use chatgpt sol with low reasoning to code and it works nicely with pi.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc07mn3/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "for most of my simple tasks medium is fine, and it will be faster than max for small sessions. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbuqwe0/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "had too. most of the time it would hit the context window every single time and then didn't answer the prompt.\nalso didn't see much difference between thinking modes, but that might just be my perception after 30m of waiting for the model to actually come to a conclusion. any conclusion at all.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pc9s2g3/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "reasoning off for all requests? that's crazy for a model that is designed for massive thinking traces.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pc4dne9/"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@shantanugoel @pidotdev its not a good model, just use luna6", "link": "https://twitter.com/1448626313619705856/status/2103773838320550066"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "add qwen next 3.8 and stop to waste money", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pc0wt8o/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "you are not the first to do this. you don't want to route automatically on each user message because it destroys prompt caching. i won't use anything that does that.\ninstead, automatically pick a model only once after the first user message, then in the bottom status bar display which model would be better for this conversation and keep updating after each user message. let the user manually trigger the model change.\ntimes when it's okay to automatically pick the model:\n* after 1st user message before sending.\n* when there been less than `n` number of total tokens in the chat so far (not including base context) and another model is `x` percentage points better. i'm not sure `n` and `x` might", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wovt67/i_built_a_jevbased_model_router_for_pi_for/pbr9e69/"}]}}, "context": {"praise": 77, "complaint": 102, "n": 179, "praiseShare": 43.0, "ci95": [36.0, 50.3], "regard": 0.529, "regardCi95": [0.494, 0.567], "salience": 12.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i use observational memory and forgot about compaction.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcen0k3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah, i should've been using this since yesterday. i built a summarization workflow myself but this is actually better. thanks again", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcfg2ad/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah so like i said, the tool restriction accomplishes what i wanted.\nthis is a follow up post on how to best go about that piece.\nalmost nothing to do with your comment, which is also unhelpful as tool restriction is much more effective than just tweaking prompt .md files.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrte31/alternative_to_tool_profiles_for_better_subagent/pcgoayr/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i do this too. combined with mempalace this is just how i live", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcgyhy5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah, i set the early maintenance to 30% (300k), i may reduce it even more actually. it seems to be helping a bit more actually.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wruev9/omp_and_opus_55_usage/pch2te6/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "had too. most of the time it would hit the context window every single time and then didn't answer the prompt.\nalso didn't see much difference between thinking modes, but that might just be my perception after 30m of waiting for the model to actually come to a conclusion. any conclusion at all.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pc9s2g3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "check out cortexkit \ni have been running their complete suite for the past week and i forgot about the concept of context and compaction. \ni have a nice workflow built up around and preceding the cortexkit suite that provides durable context but.. i will say this, after this week trial i have it i am keeping it on both machines \naft => replaces pis 4 tools with its own + 3 more that all hinge in the lsp, semantic search embeddings, codebase indexing \nmagic-context => their take on caching. pretty cool. worth a google search or gh dive \nbetter yet just ask your agent to break it all down ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcepylh/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "and you don't care that your input token size explodes if you never compact? that would suck claude usage with a boosted straw", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcesnfy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i keep it simple. as soon as i notice consistent drop in quality that i might attribute to long context, i instruct a handoff with some directions i deem important. it's probably the best i can do to improve the result without writing handoff myself. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcesvix/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "curious as well.\ni've been reading good things about codex compaction enhancements recently. would be nice to port some of that over to pi if possible.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcettr9/"}]}}, "work": {"praise": 188, "complaint": 140, "n": 328, "praiseShare": 57.3, "ci95": [51.9, 62.6], "regard": 0.554, "regardCi95": [0.52, 0.587], "salience": 23.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "my orchestrator does nothing except for delegating and passing messages. i've had builds running for almost 24 hours and the orchestrator at the end is still below 200k context. for long builds it's super efficient.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo6lr8/how_to_better_enforce_subagent_delegation/pcatr9y/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yes i know the system prompt is big. you said nothing about capabilities. have you actually tried pi with all the added features? things like subagents, memory, worktrees, and many others are all built in, and you need to add these to pi.\ntry to be objective and compare the same things", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgpxe3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i use pi normaly\ni was trying out opus 5.5 today on claude code and it feels awful vs pi with /tree and all my custom stuff \nnow im looking at the sdk claude pi extension, having model edit and reduce token bloat, hoping it won't get me banned", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgqytv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "why not both? \ni have a orchestrator mode extension in pi, where the system prompt instructs the model to update a plan and ledger md in scratch workspace, it can compact how/when it wants, because all the key findings and planned tasks are always tracked in scratch workspace", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcguntn/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "pro move:\ninstall @pidotdev - web, tell @nousresearch hermes its there and let hermes talk directly to pi and do the work. i just get a ping when its done it needing a review. \nworking great building <strict_link>", "link": "https://twitter.com/15451416/status/2104052502727659701"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the codebase is very well documented, even using a code mapper to save on the scanning, the prompts were crystal clear, with the right context being provided, and still it went off and reasoned about it for a huge amount of time.\none of the tests were made in little coder and the harness even tried to tell the model to stop thinking and implement as it already had the solution, but to no avail, it continued on oblivious.\ni'm using fp8 so not even very heavily quantized. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pcbw9u1/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yeah. on all my tests accuracy was quite shit, and jev was consistently outperformed by glm 5.3 flash, for anything requiring decision making. \nbut hey, it's fast 🤷♂️", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl7da/pi_can_now_use_jev_and_more/pce99cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "pretty much it. even if the system prompt says they have to delegate, it usually tries and fails once in order to realize it really has to delegate. i guess you could instruct it to use a classifier model to determine if it needs to delegate and to which agent.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrte31/alternative_to_tool_profiles_for_better_subagent/pcfl1l2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "will be trying your prompts. looks pretty much like what i do, after a lot of frustration from watching my agents behave similar to op's. i just started telling whatever we were supposed to do, and then saying \"you will not execute the tasks yourself. you will delegate to sub-agents for execution, and whatever other steps may be appropriate.\" lol.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo6lr8/how_to_better_enforce_subagent_delegation/pch06nf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "another \"harness matters\" post (codex cli > pi and opencode)\ni run my own llm while also having a openai subscription. also tried deepseek (latest flash now). i run [qwen 3.8 flash next](<strict_link>) at an amazing speed on my 2x3090 + ram! \nbut local llm never did worked for me outside some demos like build me a \"3d mario game, multistage\" which i've been using to test llm's for a long time. at serios work, they never even compared with gpt 5.2 or lately, 5.6 luna, which is worse in the benchmarks.\nuntil last night! i've asked gpt 5.6 luna to configure codex cli for local llm! (i've been using [pi.dev](<strict_link>) and opencode until now) and the results amazed me! suddenly aa benchmark ", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/"}]}}, "checking": {"praise": 11, "complaint": 4, "n": 15, "praiseShare": 73.3, "ci95": [48.0, 89.1], "regard": 0.52, "regardCi95": [0.503, 0.538], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "also nice edited comments haha, sad to see the worlds sharpest dev not be able to help us. and you can go look at the repository tests or maybe live demo attached before saying no testing is happening lol. would love to see some of your work oh great one.\nanywho thanks again for superb feedback, i'll go put some of the first effort ever in fixing this so we don't let another one of you extremely valuable swes slip again.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9g9jc/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yes in my experience, its a work horse on medium and also good at reviews, catching multiple bugs in both astra and sols work", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbze4yj/"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@miguelriosen @pidotdev keeping the workflow as a dsl file means it shows up in code review as a diff, which a drag-and-drop canvas never gives you.", "link": "https://twitter.com/2058824892238209024/status/2102900988915093764"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "for me pi-lens has been a game changer in adding context-level confidence to the code written by pi. it lets me use smaller models like deepseek-4.1-flash without worrying about whether it writes clean code. sometimes i just tell it “fix the lens warnings” and it’ll do it. pretty amazing tool for fighting ai slop ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wml882/what_extensions_do_you_think_are_essential_and/pbaxf03/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "switched my code-review flow from using lang-graph to using pi through the sdk. using astra from my codex sub. \n \nworked like a charm, and the review quality is even better.\nhow do i add pi extensions into here? i would like to add subagents/goal functionality", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wm2g7w/piagentpythonsdk_use_your_installed_pi_coding/pbbv0b3/"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev the number of extension with \"diff\"/\"review\" in title or description.\nthat's a clear signal to improve diff.", "link": "https://twitter.com/618819434/status/2102497902077603913"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "ok looks cool but... what value does it actually bring check a session change visually?\nnot a bad concept, but imho an entire application for a functionallity that pi users barely check (yes, i'm pointing to loop/harness users) won't bring so much help.\nmaybe a smaller case as plugin for vs code or obsidian may make more sense ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wbef1h/i_opened_a_pi_session_as_an_editable_map/p8q2d78/"}, {"date": "2026-09-04", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "the useful line is in the log, not the prompt.\nv7 already retired pi+grok for slower runs and fabricated verification.\nswitching because of weekly limits doesn’t fix that.\nlock the harness contract first:\nwhat “done” means, how you verify, what you do when the model lies.\nthen change the model.", "link": "https://twitter.com/1801539591427543040/status/2095871036294119875"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "👍 yeah, i just struggle with how slow and tedious it is. and after all that then i gotta survive sending it to someone else for them to then go thru the same process of peeling it apart. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w1zw2n/surviving_code_review/p6yi8l7/"}]}}, "interface": {"praise": 94, "complaint": 77, "n": 171, "praiseShare": 55.0, "ci95": [47.5, 62.2], "regard": 0.564, "regardCi95": [0.529, 0.599], "salience": 12.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i'm a bit rusty but i am loving the interface", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc4od15/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "being able to check on coding stuff from your phone is actually pretty handy. nice little addition", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w29fyl/open_sourced_the_mobile_client_i_built_for_my/pbye1pe/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i ended up building my own ide (using monaco) that integrates pi that runs entirely as a web app so i can access it form anywhere, it runs on a vps, if i want to work on something i just clone the repo on the vm and send my prompt, i barely even use my local machine anymore.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpxese/how_do_you_handle_agentic_dev_across_multiple/pc0h8k0/"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "been having a fantastic time talking with llms via flow diagrams. i hate the walls of text the models slap on my face - i hate when colleagues talk too much without substance. why would i love llms do the same?\n@pidotdev 's rendering of mermaid diagrams is chef's kiss!\n(cont.)", "link": "https://twitter.com/168024654/status/2103360101411340701"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "i solved this in my @pidotdev setup in two ways: collapsed tool calls by default, and an extension that sends bash tool calls to luna for a short summary. very cheap, and it lets me spend even less brain power following what my agents are doing. <strict_link> <strict_link>", "link": "https://twitter.com/2341341137/status/2103401612194836728"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "giga bloat even with system prompt off\nno way to trim down tool output or set limits unless u waste a ton of tokens making a wrapper\nno custom extensions etc", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgm7ya/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "it's pretty but i don't see how it would be useful. i keep all the history i need to retain in my git history . ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp7uqr/would_you_guys_find_this_tool_useful/pbxfoql/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i want my agent to be able to give me a clickable link to find a folder (like \"file:/// ...\") but even though they respond to mouseover and a tool tip comes up saying \"ctrl+click to follow link\" they don't work. i am using powershell 7 with pi running in it. \nmy agent had some long complicated idea about how to fix this but does anyone know if i am just overlooking a powershell setting or if this is a collision between pi's output formatting and powershell's behavior preventing the links from activating? ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpuic2/clickable_links_in_chat_possible/"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "hey @pidotdev, \nany reason why tool calls force-scroll the view? if i'm reading something older in the transcript, tool calls will pull me right to the present tool call. i use regular instead of fullscreen because fullscreen is just too slow to scroll with the mouse", "link": "https://twitter.com/1661172519989116928/status/2103546890469986704"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "can you avoid shortcuts with alt - i am a mac user, and alt doesn’t work :(", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp0net/pi_atelier_update_redesigned_composer_git_status/pbt3p05/"}]}}, "reliability": {"praise": 43, "complaint": 76, "n": 119, "praiseShare": 36.1, "ci95": [28.1, 45.1], "regard": 0.592, "regardCi95": [0.549, 0.631], "salience": 8.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah. on all my tests accuracy was quite shit, and jev was consistently outperformed by glm 5.3 flash, for anything requiring decision making. \nbut hey, it's fast 🤷♂️", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl7da/pi_can_now_use_jev_and_more/pce99cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pretty good, these days my pi is stock plus one extension showing context usage in detail and one custom footer override to apply custom styling. i do maintain one patch for the llama.cpp provider to enable per model and session thinking levels.\nperformance is fast but i use a dual radeon r9700 setup. i pretty much work offline and with no delays.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1vjurqz/considering_claude_code_pi_worth_it/pch2ftv/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "nice work. i tried using it. it is fast. \ni tried using few extensions but they don’t seem to work with pig. \nmcp-adapter, pi-web-access, pi-rtk-optimizer", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc3o4sz/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "that's cool, i'm using pi over bun rn for better performance, i think imma try it", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc3z3hf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "damnn it's really fast, lemme take a look for a few days", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc5h7iz/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "oof thank you so much definitely was a regression.... hot fix coming. messed up a merge conflict resolve on launch 🤡", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc3qaf0/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "every time i turn on my mac and see so many node processes, it’s really terrible. i think i‘ll try.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc4svol/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "would be nice if it worked. \nreality is that it doesn't\ntried it with stock settings \ncoloring is bugged out, stock \\`read\\` tool is failing with jsonschema validation\nso it's just yet another sloppily coded port from one language to another with no real effort put into the maintenance apart from tons of tokens from the company leeched", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9bfwt/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i'm not the claiming that i've been working on something for a year where the very foundational tool that harness needs to be able to work fails every query\nbut at least it's faster to start, amirite\nand no, i'm not gonna contribute to your hardfork if you don't bother with testing the very basics", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9duyq/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "[<strict_link>\ni mean you really don't deserve anyone helping you, but alas. i have a few tokens to burn\n[<strict_link> \nyou don't have that handling anywhere, and you remove the existing test suite just so that your code succeeds. bravo. keep it up, good luck\nany file that is attempted to be read by an llm in full gets a failure and it's very consistent on every turn with astra.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9gdot/"}]}}, "account": {"praise": 5, "complaint": 25, "n": 30, "praiseShare": 16.7, "ci95": [7.3, 33.6], "regard": 0.512, "regardCi95": [0.479, 0.551], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i use pi-web and have used claude x20 max plan for over 8 months, no issues at all.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whunn9/which_subscription_with_pi/pc2ga42/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hello,\ni made pi-claude-request-compat ([<strict_link>). instead of creating another provider, it reuses pi’s existing anthropic login, models, and streaming, then adds a claude code compatibility layer to outgoing requests.\n[<strict_link>\ni’m using a new github account for privacy, so the code, automated security scans, dependency audits, and signed release provenance are public for anyone to check.\na few friends and i have been using it for the last month, and my anthropic account is still intact :)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpyjrs/yet_another_pi_addon_claude_code_compatibility/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i don’t know what you consider a “proper gpu” but mine can handle multiple requests with 32k+ contexts. i value local/privacy over convenience especially since every call to anthropic or openai motivates them to buy more hardware which raises prices for regular consumers wanting to game, or do ai locally.\ni’ll just stick to pi-subagents until your extension proves itself. clearly you’re not focused locally.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woif1b/i_built_pi_herdsman_for_async_subagents_with/pbnszlp/"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "oh tient donc, zcode s'est fait choper comme grok build à extraire tout votre repos et à l'envoyer en chine.\nbranchez-vous micro-harnais, comme @pidotdev pour controler ce qu'il se passe. choisir son modèle ne suffit pas si l'outil exfiltre tout derrière dans votre dos. <strict_link>", "link": "https://twitter.com/2052454559860031489/status/2100887743509258643"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "> the issues get autoclosed if your not in the maintainers' circle\nwe look at every issue that gets auto closed and triage them!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wfvx2f/any_idea_how_to_resolve_for_this/p9r6nnw/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "using that at the moment. haven't been banned yet", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc2ufcj/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "best way... just got my secondary account banned using omp. guys, tos are rigid, does not risk your main accounts.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqmcmk/poll_claude_sub_with_pi_what_method_do_you_use/pc6fpzc/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yep, it’s closed source, i’m comparing the requests the installed cli constructs, not using its source code. the addon reproduces the observed headers, metadata, billing/checksum fields, and tool naming.\nthat said, “completely indistinguishable” was overstating it. matching those fields doesn’t prove anthropic can’t distinguish the clients or enforce restrictions. the account risk is still real.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpyjrs/yet_another_pi_addon_claude_code_compatibility/pc07p64/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i’m fairly suspicious of anthropic being able to detect most integrations that allow claude in the drivers seat on pi. i have too much important shit on chat to treat it like a burner account.\ni personally only do claude subagents on pi via headless since anthropic somewhat sanctions that behavior. if i need claude to drive, i just use claude code for now. pi will proxy to claude code just fine. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc0bxyh/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "using via acp (custom coded by llm) works good. only can't use all pi extensions. most can be solved by some instructions. of course best way is directly but i heard some people banned.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc0nfrd/"}]}}, "limits.plan_value": {"praise": 32, "complaint": 10, "n": 42, "praiseShare": 76.2, "ci95": [61.5, 86.5], "regard": 0.567, "regardCi95": [0.539, 0.593], "salience": 3.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "luna is so cheap that i only use it on max fast lol. weird to only include luna medium here.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbuqhi2/"}, {"date": "2026-09-24", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "building a whole world for my agents. \nimagine building an agentic company entirely in-game. that’s the “dream”. \nthe agents are running on @pidotdev and @typesafeai for decisions.\nopus 5.5 has been using blender and unreal engine for over 24h and still hasn’t reached usage limits.\nalso: i have no idea what i’m doing.", "link": "https://twitter.com/1331891475383201793/status/2103140431747854640"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "really, cline is very good. \nthe glm 5.3 flash model is available for free with usage limits. based on my personal testing, i found that glm 5.3 flash delivers about 95% of the quality of kimi k3, making it an excellent option for regular use within the free tier.\nthe $9.99 usd plan also provides significantly more usage compared to the kimi allegretto plan.\ni **installed it on pi cli using:**\npi install npm:@maxpaulus/pi-cline \ngood news: we can", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wofu5y/cline_in_pi/"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev god grant me pockets so deep i can run opus in pi...", "link": "https://twitter.com/20395932/status/2102454977071345866"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "funny that it's complete the opposite for me, i use mainly luna high at work because i actually read everything it generates and guide it through the solution, but with my own projects i can allow a bit more \"vibe\" and mostly do everything with sol low. comparing to luna, sol seems to pick my idea much better, hence vibe is usually better as well. on the other hand, when astra has been released i tried to use it for multiple banked resets, burned", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wju5ja/real_software_developers_do_you_ever_really_feel/pawwi5g/"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@ace_the_agent @pidotdev oui, après franchement, selon le contexte et le modèle, selon moi ce sont des économies de bouts de chandelle qui ne valent pas forcément le coup. sauf sur un modèle cher type astra / fable, où les abonnements se crament à vitesse éclair.", "link": "https://twitter.com/1833193917098893313/status/2100894582439551171"}]}}, "limits.window_interrupts_work": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.491, "regardCi95": [0.484, 0.497], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "5h limit is over", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo8nzf/is_there_a_breakdown_of_omp_features_vs_pi/pbnjkdg/"}, {"date": "2026-09-10", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev 5 mins? i though 1hour", "link": "https://twitter.com/730002482777231360/status/2097933187544469809"}, {"date": "2026-09-10", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev idling past 5 mins? \nwhat about 2 hours 51 mins? \n<strict_link>", "link": "https://twitter.com/1952160800321236992/status/2098004438149394854"}]}}, "limits.burn_rate": {"praise": 43, "complaint": 41, "n": 84, "praiseShare": 51.2, "ci95": [40.7, 61.6], "regard": 0.646, "regardCi95": [0.605, 0.681], "salience": 5.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "can you actually remove / override the heavy system prompt though? according to my searching (and asking llms) you can only *add* to the system prompt.\nalso, even when you enable only the bare minimum tool calling like file read / write and a couple others it's still like 8k tokens for even just a 'hello world' style prompt. some of us can run models relatively smoothly on minimal hardware with pretty good results but we need to manage the tokens", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wq9ivr/what_ide_to_use_for_local_models/pc3lhdp/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "completely off vibes, but experience with my multi-agent harness agrees. luna-6 is an absolute monster per dollar. i've shifted to running it almost exclusively, only shifting up when it fails or qa complains. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbv5dmm/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i would appreciate it so much if you could run agent kernel for swe-bench / repo bugfixes kind of benchmark. a quick note on the charts in my readme: those results came from purely pi + agent kernel standalone, without any extra skills or extensions (specpi or jev)\nto answer your question on where it's expected to shine: it was built specifically for medium-to-large codebases with verbose test suites. \nin contrast, on terminal-bench tasks, the co", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo4qke/piagentkernel_focused_code_retrieval_grounded/pblbiz8/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "why is it that opus 5.5 usage starts out great in omp, and then for one reason or another starts draining usage like crazy? am i hitting some sort of caching issues? do i need to compact at 400k? or what?\ni am pretty sure the cache is being kept warm for an hour, but i don't know for sure how this stuff works. it's compacting at 850k. if i've left it for awhile and context is >35% i will use /handoff and that seems to help.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wruev9/omp_and_opus_55_usage/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "pi (@pidotdev) itself is lean. but once i added the extensions i actually use, their tool prompts took up 15.7k tokens on every request.\ni rewrote them. now it's 1.4k, cut by 91%. same features.\nhere's how 🧵 <strict_link>", "link": "https://twitter.com/1982027372091367424/status/2104256219666169928"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@shantanugoel @pidotdev 24 hours nonstop, 1b+ tokens. at some point this stops being a coding agent and becomes a very expensive roommate that never sleeps.", "link": "https://twitter.com/1765671748282851328/status/2103748516644544835"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the subscription version of the models only have 272k capacity, before they had 372k. once they reduced it, i cancelled my subscription and moved back to claude. now i have finally got myself out of their ecosystem and with [z.ai](<strict_link>) sub for glm 5.3.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whetud/why_pi_set_luna_ctx_window_to_275000_by_default/pa1yt4q/"}]}}, "limits.reset_schedule": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.495, "regardCi95": [0.49, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i was able to use it for a little while before i started hitting request limits, and it’s never really reset. now i just have a qwen model that fits in my vram running through ollama that i use in pi (using ollama as the provider).", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1vjurqz/considering_claude_code_pi_worth_it/pcf7g1b/"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@zxdubx @pidotdev i need more resets, still not enough, lol!!!", "link": "https://twitter.com/816902287/status/2103789640918704430"}, {"date": "2026-09-01", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev where is our resets @badlogicgames", "link": "https://twitter.com/1890869592391626752/status/2094814391430680801"}]}}, "limits.usage_meter": {"praise": 6, "complaint": 5, "n": 11, "praiseShare": 54.5, "ci95": [28.0, 78.7], "regard": 0.558, "regardCi95": [0.515, 0.606], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "thank you! it actually made me realize i have an issue with my custom subagent extension (usage is not seen by the usage tab) which a me problem, so extra kudos for orbit!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woela9/orbit_pi_v0015_is_out/pbsh0le/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "haha, nice 😂 at least orbit helped you find another bug along the way 😄\nglad the usage tab is actually useful! good luck tracking down the subagent issue.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woela9/orbit_pi_v0015_is_out/pbsnn2p/"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "habilité el cache miss notice, y un analisis de sesiones en @pidotdev para ver cuánto cuesta cada cosa que le pido. sumé el último incidente que cerré: 36 sesiones, 484m tokens, ~usd 478. (\nel 94% fue contexto releído porque no cerraba sesiones. no es que el modelo sea caro, es que lo usé mal.\ncuando cambien los precios, el que no aprendió queda frito. \na seguir aprendiendo.", "link": "https://twitter.com/13267532/status/2100961830172545529"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "waiting for @pidotdev to add opus 5.5 so i can obliterate my usage meter in one sitting <strict_link>", "link": "https://twitter.com/3251128820/status/2102440522849599783"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i'm seeing unusually fast weekly quota depletion on the $100 pro 5x plan.\nmy remaining allowance went from 100% on september 12 at 11:35 to 24% on september 13 at 06:53, then approximately 13% later that day. times are utc+3. a lengthy browser e2e test explains roughly the final 10 percentage points, but the earlier depletion felt very different from my previous usage.\ni checked both codex desktop/cli logs and pi agent logs, separating openai usa", "link": "https://www.reddit.com/r/codex/comments/1w9w4tj/codex_usage_and_operation_discussion_last_updated/p9k6yjj/"}, {"date": "2026-09-09", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev what got me was one level down: a call that charges you and says nothing about it in the response. the two endpoints that did return a billable count were the ones nobody integrates against. reconciling an invoice against a number that isn't there is guessing.", "link": "https://twitter.com/2379961783/status/2097803856512205066"}]}}, "limits.prompt_cache": {"praise": 39, "complaint": 22, "n": 61, "praiseShare": 63.9, "ci95": [51.4, 74.8], "regard": 0.536, "regardCi95": [0.51, 0.565], "salience": 4.3, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "harness learning #6: how @pidotdev handles prompt caching\nprompt caching is one of the most important points in cost efficiency in using llms, and harnesses have the responsibility of sending requests that match a provider's cache policies. this is especially hard for harnesses like pi that integrate with many providers, and they've just released a cool new cache warming feature!\npi has a cacheretention setting that can be set to none/short/long,", "link": "https://twitter.com/1689423238173007873/status/2103574975831486941"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "nearly 1 billion cache read tokens, 99,9% hit rate.\n12 m token out\n6,5 m token in\none of my longest session yet i guess.\nthx @pidotdev <strict_link>", "link": "https://twitter.com/1497826290535120897/status/2102665452233376011"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@0xhashlol @jazzychad well then it’s the users’ problem if their harness eats through usage limit. @pidotdev for example is incredibly lean (fewer tokens in system prompt) and has an amazing cache hit rate but yeah just let me do it at my own risk.\nworks fine with openai so i’m using their models 🤷♂️", "link": "https://twitter.com/2915475819/status/2102848541379178525"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "every use case is different. personally, i prefer a lean approach where the context window stays small and gets summarized regularly, while solid documentation lets me spin up new sessions with fast project context recovery.\n- i avoid large context windows because i don't have much vram. once a task is done, i compress the context using my `pi-refine-compact` extension, so the llm stays up to speed on what was done in broad strokes and we can mov", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcf5zei/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "it's super interesting to run codex models in the @pidotdev harness vs the codex harness. @badlogicgames has it mention when there's a cache miss, and it's most of them. so if you're upset about how fast your sub gets used up, use it on pi and what it will teach you, may get you to figure out how to manage your context window better.", "link": "https://twitter.com/21734113/status/2104223345898319922"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "thanks for sharing. i never promote this feature into my workflow because of the cache invalidation. i have been throwing darts towards this though.. so let me know if you're interested to chat about it further.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnf2nv/rethinking_the_humanagent_interface_with_pi/pbr3sxw/"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.pricing_clarity": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.489, 0.499], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "it’s that again they don’t say clearly what we can or cannot do.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wm5a9j/claude_subscription_with_pi/pb4i67i/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yeah i just read it, it's vague or i'm just so dumb to understand ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wm5a9j/claude_subscription_with_pi/pb4isz2/"}, {"date": "2026-09-09", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev 切模型、闲置超5分钟、改早前消息——账单就这么静悄悄涨。能把 cache miss 和多花的钱弹出来，比事后对账单有用。", "link": "https://twitter.com/2088999223241101312/status/2097655667414999375"}]}}, "billing.free_tier": {"praise": 5, "complaint": 3, "n": 8, "praiseShare": 62.5, "ci95": [30.6, 86.3], "regard": 0.504, "regardCi95": [0.491, 0.517], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "really, cline is very good. \nthe glm 5.3 flash model is available for free with usage limits. based on my personal testing, i found that glm 5.3 flash delivers about 95% of the quality of kimi k3, making it an excellent option for regular use within the free tier.\nthe $9.99 usd plan also provides significantly more usage compared to the kimi allegretto plan.\ni **installed it on pi cli using:**\npi install npm:@maxpaulus/pi-cline \ngood news: we can", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wofu5y/cline_in_pi/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "pi agent is totally free - it is harness, not provider. you can use exactly same models as in opencode harness plus many more as you can connect any provider. in addition, you have about 5000 plugins to enhance/advance your harness", "link": "https://www.reddit.com/r/opencode/comments/1wm7pi6/what_the_hell_is_going_on_with_deepseek/pbb5257/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "right now i am just setting up a good pi setup. but long term i want to use pi and local llms as an intelligent task manager that also stores everything i do in markdown files, creating a sort of extended detailed lore/wiki about my life and tasks. i want to be able to ask pi: what did i do on that day, and it should give me a detailed overview. i will also use pi for code support, image generation etc. i like that i can do all of this for free a", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wi77ib/for_what_you_are_using_pi_coding_or_something/pb5rl6s/"}], "complaint": [{"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "opencode blocked it on their system. have to use opencode to get free tier models now... it's a shame because using their free tier on pi was great for people that don't really have the need for a sub.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wiihz1/cant_use_zen_free_models_in_pi/pacwcss/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "please dont make free offerings, it will make situations worse.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wegibk/surprisingly_still_seeing_real_demand_for_v4/p9huup9/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "it is not free if you need to pay for the subscription lol", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w72ajc/free_glm_53_flash_for_your_agents/p8o6oup/"}]}}, "billing.subscription_portability": {"praise": 26, "complaint": 19, "n": 45, "praiseShare": 57.8, "ci95": [43.3, 71.0], "regard": 0.535, "regardCi95": [0.509, 0.558], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "because you can use your max subscription", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqmcmk/poll_claude_sub_with_pi_what_method_do_you_use/pc5bdn3/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i’m fairly suspicious of anthropic being able to detect most integrations that allow claude in the drivers seat on pi. i have too much important shit on chat to treat it like a burner account.\ni personally only do claude subagents on pi via headless since anthropic somewhat sanctions that behavior. if i need claude to drive, i just use claude code for now. pi will proxy to claude code just fine. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc0bxyh/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hello,\ni made pi-claude-request-compat ([<strict_link>). instead of creating another provider, it reuses pi’s existing anthropic login, models, and streaming, then adds a claude code compatibility layer to outgoing requests.\n[<strict_link>\ni’m using a new github account for privacy, so the code, automated security scans, dependency audits, and signed release provenance are public for anyone to check.\na few friends and i have been using it for the", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpyjrs/yet_another_pi_addon_claude_code_compatibility/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "if i had an anthropic plan, i wouldn't risk it - dont they say they can ban you for this?\nhow do you use /tree and whay extensions do you use?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgsa4u/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yes and it proxies it through claude code. all your tool calls, skills etc is provided by claude code anyway, so you just add pi as a dumb interface to claude code. then you might as well just use claude code ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqmcmk/poll_claude_sub_with_pi_what_method_do_you_use/pc5d1bg/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "same.\nit's an inescapable fact that anthropic doesn't want their subscriptions used with other agents. so i use openai's subscriptions and make light use of pay-per-token anthropic apis.\nsomeone downvoted you, but this was the only logical way for me. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc0oobo/"}]}}, "setup.install_signin": {"praise": 6, "complaint": 15, "n": 21, "praiseShare": 28.6, "ci95": [13.8, 50.0], "regard": 0.512, "regardCi95": [0.486, 0.54], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pigcodingagent @pidotdev finally - so embarassing that the closed source orgs had fast static binaries, and the oss people slopped it up with javascript. having to install npm for a coding harness is incredibly insulting.", "link": "https://twitter.com/2049057649774284801/status/2103878123322236945"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i started two agents and ran /alias worker and /alias manager. the manager was prompted to direct the worker and it started chugging along. luna 6 is now directing muse 1.3 contributor. i am impressed by the simplicity and low friction installation. apparently it knows about herdr, but i've not tried it.\n<strict_link>", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wogo23/has_anyone_tried_piintercom/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pi-blackhole\njust install and ... that's all", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wml882/what_extensions_do_you_think_are_essential_and/pb7ug91/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i tried both but went with opencode because pi was a lot of work to get running.\nnow i work with jcode.sh and it’s the best of both worlds — works out of the box, minimal, and super token efficient", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc45626/"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pigcodingagent @pidotdev i’d like to chat with you. i’ve been working on a custom coding agent for our small cooperative and based it on pi. i had already considered rewriting it in go bc the install process has not been great as is. <strict_link>", "link": "https://twitter.com/2097741840166379520/status/2103955699478757831"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev i need a official desktop.😭", "link": "https://twitter.com/2009214248992559104/status/2103375760665006293"}]}}, "setup.provider_byok_local": {"praise": 41, "complaint": 19, "n": 60, "praiseShare": 68.3, "ci95": [55.8, 78.7], "regard": 0.532, "regardCi95": [0.505, 0.557], "salience": 4.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pi for my use case. i also use opencode for free models but pi when i use my own api", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcd80nj/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "running @pidotdev against my local proxy which serves the mac mini’s local copy of qwen on the tailnet is kinda amazing\nfree tokens!\ncurrently averages 30-50 t/s (everything not super optimized yet, basically just set up) <strict_link>", "link": "https://twitter.com/46650115/status/2104144937923105124"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i've been using claude oauth with pi since at least mar without issue.\ni know it's strictly against tos. i don't think they care for the amount i use (pro sub)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc45div/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pigcodingagent @pidotdev i use opencode in pi but i tried and couldn't in pig. it would be great if you added opencode as a login option.", "link": "https://twitter.com/299687169/status/2104021066016580085"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "interstellar heroic vibe while reading javascript... \nmeanwhile @pidotdev tells its users to bring their own radio..ffs", "link": "https://twitter.com/403519350/status/2103542532412182932"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "welp, i tried to login to llama.cpp (that is running through lm studio), but it doesn't work. the llmstudio provider is not working either. i did use the chat template but have no way to really see if this work :(", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wmo5e5/how_do_i_support_thinking_mode_correctly_with/pbrj6ne/"}]}}, "setup.extensions_mcp": {"praise": 136, "complaint": 65, "n": 201, "praiseShare": 67.7, "ci95": [60.9, 73.7], "regard": 0.586, "regardCi95": [0.558, 0.619], "salience": 14.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pi has extension, i've built my own for my harness too. imho it's a way to go instead of compactions", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pceoo4i/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i'm using pi-blackhole and never had problems with it.\nwhat did you used?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcezess/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yep, and being able to incrementally build out applications. then, since pi/pig are already so extensible, it lets you start with a base application that can grow into an isolated, shippable product. especially when you want non-technical people to be able to get up and go with an agent app you made for them, with zero setup beyond running it (onboarding credentials aside).", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc47war/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "ok, honestly i do not understand why this is popular, this is literally just vibed code knock off from codex/ux, 'make an app that has pi backend, but look exactly like codex', done, one prompt, second, for any modern harness/app, esp claude code, one plugin, you could run anything, configure in anyways you want, codex is less customizable for obvious reasons, i cant believe how ignorant people are wasting time on garbage like this", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcp3b7/supernova_a_minimal_opinionated_and_sleek/pcb85p7/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "giga bloat even with system prompt off\nno way to trim down tool output or set limits unless u waste a ton of tokens making a wrapper\nno custom extensions etc", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgm7ya/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "this is pi -\nfor every possible qn, the answer is aways - just ask pi to create an extension for it\nyet -\n1. pi.dev has a billion competing extensions for every possible thing, none of which work together and its upto the user to try endlessly\n2. pi has no extension api's that make sense, eg if it had an api to 'launch subagent' then you could have extensions hook into it\n3. so the answer to everything is - ignore the millions of existing extensi", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcfd0um/"}]}}, "setup.onboarding_docs": {"praise": 15, "complaint": 21, "n": 36, "praiseShare": 41.7, "ci95": [27.1, 57.8], "regard": 0.549, "regardCi95": [0.513, 0.583], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the vast majority of posts i have seen which says a normally graet model is bad usually with starts with the fact that they use opencode...or codex. besides gpt models, it's hard for me to think of a model that actually works well in opencode. i thought the glm models has issues after compaction when i was using opencode. i switched to pi or claude code, and i never had that issue since. if you only used mimo models in opencode you would think th", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc4180w/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "for “learning”, i would start with a sandboxed pi.dev setup by default without any prompting.\nit’s lightweight and makes it easier to follow what’s happening behind the scenes.\nas you get more familiar and better at agentic development, you’ll start to want features that pi doesn’t natively offer and you’ll then either stay with pi or explore opencode.\nthere’s a lot of magic in opencode. hence it’s not necessarily the best place to start - but a ", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc81x5p/"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev the best pi experience is, without any doubt, reading the documentation. it's so satisfying how well-structured and useful it is.\nm2c: having a way to stop extension discovery per directory, like --no-extension-dir &lt;path&gt;, would be very useful. why? 1/2", "link": "https://twitter.com/1763634532446564352/status/2102505399907701120"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the demo.gif on github can not expand to fullscreen size and seems low res. difficult to have a good look at the tool quickly.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wmyf3o/i_built_pitago_a_tui_wrapper_for_the_pi_ai_coding/pc7ttud/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "well i could find it in my global settings.json (autocompletenoignore“: true) but the setting is gone; you are right. pi uses the git ls-files command to list files for @. i recommend letting pi write your own file picker extension without ls-files . maybe use another symbol of your choice that pi can parse and recommend matching files. there is no documentation about a .ignore file, but seems to work, too", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp8cos/cant_reference_gitignore_filesfolders_with/pbxan3s/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "that's where i looked first but couldn't find any such setting.. are you sure it's there? maybe i'm blind or it's not very clear. thanks for your reply anyway.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp8cos/cant_reference_gitignore_filesfolders_with/pbtp3j7/"}]}}, "setup.ide_integration": {"praise": 6, "complaint": 2, "n": 8, "praiseShare": 75.0, "ci95": [40.9, 92.9], "regard": 0.512, "regardCi95": [0.499, 0.526], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "<strict_link>\n pi (pi.dev) is a minimal terminal coding harness, and i like it a lot — but it\n lives in a terminal, so it's always one ⌘tab away from the code it's editing.\n this extension moves it into the sidebar.\n \n \n the key detail: it is not a chat panel that reimplements pi. it's xterm.js\n fronting a real pseudo-terminal running the real tui. slash commands,\n keybindings, themes, /login, session resume, mouse reporting, bracketed paste,\n to", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whltgq/pi_for_vs_code_a_sidebar_extension_that_runs_the/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "being available at the terminal is exactly why i use pi.dev.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wfvx2f/any_idea_how_to_resolve_for_this/p9qy6ct/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "can you open a normal terminal into that directory? i tried vs code dev containers. they are bloated and cumbersome. i just create a docker container with host volume mounts. run pi inside the container. and open vs code to the host mount folder. this has the best of both worlds. full pi experience and vs code for editing", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcnwbw/pi_image_pasting/p9jhjpg/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "fyi; pi-vim is broken:\n`~/.pig/agent/npm/node_modules/pi-vim/index.ts\" error: settingsmanager.create is not a function`", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc6ynhk/"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev cursor native support, pls.", "link": "https://twitter.com/317089438/status/2102509179382694023"}]}}, "models.catalog_access": {"praise": 22, "complaint": 14, "n": 36, "praiseShare": 61.1, "ci95": [44.9, 75.2], "regard": 0.556, "regardCi95": [0.523, 0.586], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "opus 5.5 completely dominates gpt-6 sol at blender 3d pelican 🦩 \nprompt:\nanimate a looping 3d pelican on a bicycle in blender and opus 5.5 came back with the more charming ride\nuse opus 5.5 in @pidotdev \n👉 <strict_link> <strict_link>", "link": "https://twitter.com/2001569273681186823/status/2104200810293014713"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i love to see deepseek flash here, its my favorite alternative to 5.6luna", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbwccta/"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "absolutely, @pidotdev does not provide any native model, but the usp is that the harness itself is like “building lego blocks” keep what you want the way you want.", "link": "https://twitter.com/1002474414091489280/status/2102675950655979677"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "add qwen next 3.8 and stop to waste money", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pc0wt8o/"}, {"date": "2026-09-24", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "i daily drive @pidotdev, but i want to use opus 5.5 for personal use w/ a sub, what to do??? 😭", "link": "https://twitter.com/1035016280770785280/status/2102919936679293374"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@manuel_kehl @iannuttall @pidotdev precisely but they aren’t as good as opus 5.5 so yeah you use mediocre", "link": "https://twitter.com/1529883822044717057/status/2102690908697509992"}]}}, "models.routing_auto": {"praise": 16, "complaint": 13, "n": 29, "praiseShare": 55.2, "ci95": [37.5, 71.6], "regard": 0.547, "regardCi95": [0.517, 0.579], "salience": 2.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "when jev came out, one of my first thoughts was: could something this fast and cheap pick which model should handle an agent’s next turn?\nso i built plugin for pi that uses jev to choose the model and thinking effort. the idea is to send routine work to cheaper models and reserve the expensive ones for harder tasks. \n \nin pi, the model mappings are configurable, and you can pin a model when you disagree with the router.\ni’ve been using them for a", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wovt67/i_built_a_jevbased_model_router_for_pi_for/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the way it handle context is great for a non dev like me. and the coding agent + advisor mode is a dream team that get things done. you can refine that by allocating different models per task (scout, task etc). pretty cool. mind sharing what settings are the best for you?\ni spent a lot of money on api calls until today at my end. managed to finally get qwen 3.8 flash next to work at ~60+ tps locally. i add the advisor on top when needed. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlpj30/lord_forgive_me_for_the_time_i_wasted/pbauigw/"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev pi has allowed me to create <strict_link> i'm now adding a system one pre qualifier i'm just fine tuning the model now on my aiserver. pi is amazing i've added agent deliberation outside there context window and llm router so the fronter model doesn't blow tokens", "link": "https://twitter.com/1636019771761377282/status/2102390232725229690"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "you are not the first to do this. you don't want to route automatically on each user message because it destroys prompt caching. i won't use anything that does that.\ninstead, automatically pick a model only once after the first user message, then in the bottom status bar display which model would be better for this conversation and keep updating after each user message. let the user manually trigger the model change.\ntimes when it's okay to autom", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wovt67/i_built_a_jevbased_model_router_for_pi_for/pbr9e69/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "a self-written one that forces pi to always use \\`deepseek-flash\\` and never use \\`deepseek-v4-pro\\`, because something so simple apparently needs an extension. luckily it takes 2 minutes to code one.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wml882/what_extensions_do_you_think_are_essential_and/pbg4d1w/"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev subagents should be the standard. build a smart router. build better visualisation.", "link": "https://twitter.com/2231129593/status/2102489270120521990"}]}}, "models.effort_control": {"praise": 5, "complaint": 5, "n": 10, "praiseShare": 50.0, "ci95": [23.7, 76.3], "regard": 0.502, "regardCi95": [0.488, 0.518], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the point everyone is making is that luna max can function equivalently to the larger models and thus should be considered for the same comparison.\ndefinitely less thinking is faster and works well with some guidance ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbvj728/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i can use anthropic models in pi with amazon bedrock. but nowadays only use chatgpt sol with low reasoning to code and it works nicely with pi.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc07mn3/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "for most of my simple tasks medium is fine, and it will be faster than max for small sessions. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbuqwe0/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "had too. most of the time it would hit the context window every single time and then didn't answer the prompt.\nalso didn't see much difference between thinking modes, but that might just be my perception after 30m of waiting for the model to actually come to a conclusion. any conclusion at all.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pc9s2g3/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "reasoning off for all requests? that's crazy for a model that is designed for massive thinking traces.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pc4dne9/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "if asking pi failed, that is because pi itself introduced a bug in 0.86.x upwards that silently drops thinking levels other than off or medium.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wmo5e5/how_do_i_support_thinking_mode_correctly_with/pb9r60u/"}]}}, "models.quality_drift": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.49, "regardCi95": [0.482, 0.497], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@shantanugoel @pidotdev its not a good model, just use luna6", "link": "https://twitter.com/1448626313619705856/status/2103773838320550066"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yeah i've been live-patching features i wanted into cc for some time now before finally planned to roll my own on pi to get easier access to more models (been hating sonnet lately). then i found omp and realised it has almost everything i wanted and more (idle timeout compaction is best quota saver ever). being able to turn on/off the tools/extensions makes it perfectly flexible for me. \nwhile i'm still building some new extensions, the fact i ca", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlpj30/lord_forgive_me_for_the_time_i_wasted/pb1poql/"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "yeah it's basically a persistent deno notebook kernel/shell (close to these rlm things, but i wanted to avoid python). generally still runs the codemode v8 isolate, but it allows for declaring constants etc.\nadds a notebook management tool and requires a couple of extra calls for new session for the agent to get its bearings arount its current notebook state, maybe that's where the increased token cost came from, but upsides in long, multi contex", "link": "https://twitter.com/183580487/status/2100907414253892010"}]}}, "context.instruction_files": {"praise": 10, "complaint": 9, "n": 19, "praiseShare": 52.6, "ci95": [31.7, 72.7], "regard": 0.501, "regardCi95": [0.482, 0.519], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "for external agents omp is fine, for local models like qwen, it dumps a ton of prefill in that actually makes it worse not better. the reason pi works so well it's that you tailor it to your needs and refine it instead of dumping the kitchen sink into you llm as prefill and hoping for the best.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnvwqa/are_pi_and_ohmypi_are_same/pbkgkvu/"}, {"date": "2026-09-21", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev when i learned how much you could change model behavior through agents.md it changed how i work with agents. now i use that document to tune how i work with agents and it’s pure magic.", "link": "https://twitter.com/2085033893376499712/status/2101833659305328958"}, {"date": "2026-09-20", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@howaboua @pidotdev the token-saving bit showed up for me after i moved the repo rules into one short file. the agent stopped re-reading the whole setup on every tool call.", "link": "https://twitter.com/1835841692852682752/status/2101679454003044842"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "also, i found a huge pebkac: pi was getting a bad version of my agents.md. gigo....", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc4oirb/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the downside of this is that your system prompt will get claude code's injected.\nso it changes the working of your own pi, for better or worse.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc5fgrt/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "anything in your md files is a request, and they can and do forget/ignore. you need to make deterministic gates, not pretty please sir .md files", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo6lr8/how_to_better_enforce_subagent_delegation/pbky6pe/"}]}}, "context.instruction_following": {"praise": 4, "complaint": 13, "n": 17, "praiseShare": 23.5, "ci95": [9.6, 47.3], "regard": 0.496, "regardCi95": [0.476, 0.518], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah so like i said, the tool restriction accomplishes what i wanted.\nthis is a follow up post on how to best go about that piece.\nalmost nothing to do with your comment, which is also unhelpful as tool restriction is much more effective than just tweaking prompt .md files.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrte31/alternative_to_tool_profiles_for_better_subagent/pcgoayr/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i just use markdown and it’s working fine with 15 sequential steps inside my system prompt. \nsystem prompts have a higher priority than skills or user prompts so the model follows it better. \ni’m certain this recommendation breaks down eventually with scale but… might be fine for light factories. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wne4zn/anybody_using_a_workflow_engine_to_automate_their/pbf2fr8/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the most useful feature is to have as many advisors as you wish with a general and/or individual set of instructions.\nomp is rich enough not to let me get back the hassle of pi+the whole messy pile of conflicting extensions marketplace.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wiyikk/how_many_of_you_use_the_advisor_agent_with_ohmypi/paezfss/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i've had wonderful success with opencode with swift q3.8 27b. though pi seems more composable but so frustrating to control. it doesn't seem to interact with me much as a user, it barely seems to respond to more than my first input. it's seems to chase its tail a lot. and that's using glm 5.3 flash!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc41ov1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "too late. i'm already diagnosed with paranoia xd. but yes, that's exactly what happens; most of the time, qwen weaves previous and recent instructions and answers smoothly that it's hard to pick the issue. it's not only reasoning though. any interrupted response is not added to chat history. <strict_link>", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcwsya/noob_question_how_to_interrupt_an_agent_during/pc91pq6/"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@warmwaffles @pidotdev nah it put me off using pi. got frustrated telling it to not make any changes and the llm ignoring me anyway \ni like plan mode", "link": "https://twitter.com/1361615777300762629/status/2103732628465787207"}]}}, "context.clarifying_questions": {"praise": 4, "complaint": 4, "n": 8, "praiseShare": 50.0, "ci95": [21.5, 78.5], "regard": 0.505, "regardCi95": [0.49, 0.52], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@brendan_j_ryan @pidotdev @exaailabs i also reported the email finding job failure.\nthat was smooth way of getting in reports btw. agent just asked me if i want to do that.", "link": "https://twitter.com/19357555/status/2103171121969553484"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i would add two minimal `must haves` to that list:\n- pi-vcc (instant compaction), and if you find you lose too much knowledge, replace it with pi-blackhole, which includes vcc, but also an observational memory layer that allows better recall\n- pi ask user (nice friendly tui with multi-stage and comments)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlpj30/lord_forgive_me_for_the_time_i_wasted/pb1mwf0/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "basically it all started with qwen3.8 reminding me of my college years when one of my girlfriends would smoke weed and try to clean the apartment and i remember her hmm, wait, what is this etc. on watching it very closely, i realized it was complaining a lot about either missing tools, not understanding the tool usage, response from the tools being confusing. so, i literally asked it \"what tools do you see are missing in this harness and how can ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wb0ehv/do_lsps_improve_pi_agents/p8mkk1j/"}], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "it fails when the ai tries to ask me a question (via the `ask_user_question` tool). immediately \"user declined to answer questions\"", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wgy56q/piui_a_month_later_harder_better_faster_stronger/p9zbmpi/"}, {"date": "2026-09-11", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@howaboua @pidotdev 74% fewer prompt tokens and it will still ask which folder we're in before touching the file.", "link": "https://twitter.com/1446058878656032768/status/2098403417521545603"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "okay so i have to guess the whole context on my own. thanks!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1vy9edt/ive_just_installed_feynman_and_it_seems_to_be_an/p7cw75x/"}]}}, "context.long_context_decay": {"praise": 2, "complaint": 13, "n": 15, "praiseShare": 13.3, "ci95": [3.7, 37.9], "regard": 0.497, "regardCi95": [0.478, 0.523], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "it's very late, i already use [pi.dev](<strict_link>) with the multi-account plugin, less garbage context!", "link": "https://www.reddit.com/r/codex/comments/1wjv6uj/finally_multi_account_plugin_support/palrjnx/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "thanks for this detailed and explicative answer. i played a little bit with that and it definitely improved things. also i am working at increasing the context size in parallel.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wdi95m/session_eventually_get_stuck_when_using_a_small/p9b8haa/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "had too. most of the time it would hit the context window every single time and then didn't answer the prompt.\nalso didn't see much difference between thinking modes, but that might just be my perception after 30m of waiting for the model to actually come to a conclusion. any conclusion at all.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pc9s2g3/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "okay, i have to retract my statements: qwen is just too good at following up with things, but turns out, pi does not reinject aborted thinking. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcwsya/noob_question_how_to_interrupt_an_agent_during/pc20jlr/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "qwen 3.8 flash next oq5e high reasoning. the problem starts when the context is over 150k.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wkzn9e/be_careful_with_agents_reading_session_jsonl_files/pawt0ul/"}]}}, "context.compaction": {"praise": 34, "complaint": 39, "n": 73, "praiseShare": 46.6, "ci95": [35.6, 57.9], "regard": 0.536, "regardCi95": [0.504, 0.567], "salience": 5.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah, i should've been using this since yesterday. i built a summarization workflow myself but this is actually better. thanks again", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcfg2ad/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah, i set the early maintenance to 30% (300k), i may reduce it even more actually. it seems to be helping a bit more actually.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wruev9/omp_and_opus_55_usage/pch2te6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the vast majority of posts i have seen which says a normally graet model is bad usually with starts with the fact that they use opencode...or codex. besides gpt models, it's hard for me to think of a model that actually works well in opencode. i thought the glm models has issues after compaction when i was using opencode. i switched to pi or claude code, and i never had that issue since. if you only used mimo models in opencode you would think th", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc4180w/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "and you don't care that your input token size explodes if you never compact? that would suck claude usage with a boosted straw", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcesnfy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i keep it simple. as soon as i notice consistent drop in quality that i might attribute to long context, i instruct a handoff with some directions i deem important. it's probably the best i can do to improve the result without writing handoff myself. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcesvix/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "curious as well.\ni've been reading good things about codex compaction enhancements recently. would be nice to port some of that over to pi if possible.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcettr9/"}]}}, "context.session_memory": {"praise": 20, "complaint": 18, "n": 38, "praiseShare": 52.6, "ci95": [37.3, 67.5], "regard": 0.508, "regardCi95": [0.482, 0.535], "salience": 2.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i use observational memory and forgot about compaction.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcen0k3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i do this too. combined with mempalace this is just how i live", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcgyhy5/"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@mitsuhiko @theakhandpatel @pidotdev yes! that's what i do. i haven't had to use goal on pi (or other harnesses too these days), it just follows things and continues if i ask the models to. the only thing i ask them to do is keep durable status and todo lists so they stay on track.", "link": "https://twitter.com/14274934/status/2103784052138639639"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i used that for weeks at least, then i checked the session logs and turns out the agents had used the recall feature... total of 0 times.\ngranted, it might be that the observations are useful by themselves without doing any recalls, but really made me question it's effectiveness\nedit: ah you used your own", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcgp6ut/"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@mitsuhiko @shantanugoel @pidotdev could be on sota, i do ask it to keep track of progress and items in files but its been a challenge for me on the oss models v4.1 flash , glm.", "link": "https://twitter.com/978602369716899841/status/2103806628432847066"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "had the same thing, never looked deeper into it. since i switched from pi-observational-memory to black hole, even though black hole is an extended fork (i think) of pom, it stopped occuring.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wndfzx/pi_thinks_im_asking_multiple_times_for_the_same/pbf27o3/"}]}}, "context.codebase_retrieval": {"praise": 6, "complaint": 11, "n": 17, "praiseShare": 35.3, "ci95": [17.3, 58.7], "regard": 0.494, "regardCi95": [0.476, 0.511], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@eliaslumer @pidotdev working very well for me, but i suspect i can optimize which quest docs the model chooses to read. but i think the principle is sound.\ni'm trying to store cross-quest knowledge inside the project itself. sometimes i do split quests, or ask the agent to look into another quest.", "link": "https://twitter.com/1196480401876963334/status/2102031724934783481"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "it reads its own code just fine", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wh7i11/simple_orchestrator_for_pi/pa0fxia/"}, {"date": "2026-09-12", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@juan_miqueo tras muchos meses “retorciendo” claude code para trabajar con modelos locales @pidotdev ha sido todo un descubrimiento: optimizas solo las herramientas que necesitas y eso *reduce el contexto*, que ahí está la clave.\n⚡️pi+qwen3.8-flash-next{medium|xhigh} en 1x asus gx10", "link": "https://twitter.com/108603561/status/2098676958510932200"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "check out cortexkit \ni have been running their complete suite for the past week and i forgot about the concept of context and compaction. \ni have a nice workflow built up around and preceding the cortexkit suite that provides durable context but.. i will say this, after this week trial i have it i am keeping it on both machines \naft => replaces pis 4 tools with its own + 3 more that all hinge in the lsp, semantic search embeddings, codebase index", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcepylh/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "very large codebase\nwithout my filters and sandboxing, tool use his context quickly\ni.e. one grep on the repo will return 1000s of results", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wps5ha/i_use_ai_models_at_least_4_hours_per_day_and_i/pc0kazw/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "hi all, basically what the title says.. i like using @ to add files/folders to the context but for any of these added to .gitignore it stops working.. any way around this?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp8cos/cant_reference_gitignore_filesfolders_with/"}]}}, "context.attachments": {"praise": 4, "complaint": 5, "n": 9, "praiseShare": 44.4, "ci95": [18.9, 73.3], "regard": 0.502, "regardCi95": [0.49, 0.516], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i am trying this right now. maybe a bit less safe on one hand (vs code uses tools installed on your host system for autocompletion.), but much lighter containers, less memory usage in wsl, image pasting solved (i guess) and lighter to deploy too. \nthank you for your help u/neat-arm2643 ! thank you all!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcnwbw/pi_image_pasting/pa6wqtd/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "for stronger model i don't think it is a big deal to offer edit and write tool. there's a reason claude code explicitly adds that system prompt to prefer bash tools.\nbut for weaker model, i think edit tool still offer values? because escaping can be a issue if the model is not smart enough, the model needs to call the bash tool with the heredoc something like this for proper escaping\n```bash\npython <<eof\nxxxxx\neof\n```\nand for pi coding agent, the", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wgoknm/would_you_prefer_agent_to_writeedit_using_bash/p9w5486/"}, {"date": "2026-09-14", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "i cannot overstate how much more useful it is for @pidotdev to just show me the images &lt;3 <strict_link>", "link": "https://twitter.com/341030111/status/2099579050947760510"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev image, like screenshot paste still hard to use in tui", "link": "https://twitter.com/3303307364/status/2102583936018985337"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev i am testing out @xiaomimimo v2.6 pro\nit's an omni model so i would have liked it to be able to read the audio file with my spoken words, and understand those.\nit didn't know how to do it", "link": "https://twitter.com/136317670/status/2102386202003280152"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev audio files for sure, so much of my workflow is audio-driven.", "link": "https://twitter.com/16650347/status/2102449982863294568"}]}}, "work.capability": {"praise": 116, "complaint": 47, "n": 163, "praiseShare": 71.2, "ci95": [63.8, 77.6], "regard": 0.544, "regardCi95": [0.511, 0.578], "salience": 11.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yes i know the system prompt is big. you said nothing about capabilities. have you actually tried pi with all the added features? things like subagents, memory, worktrees, and many others are all built in, and you need to add these to pi.\ntry to be objective and compare the same things", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgpxe3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i use pi normaly\ni was trying out opus 5.5 today on claude code and it feels awful vs pi with /tree and all my custom stuff \nnow im looking at the sdk claude pi extension, having model edit and reduce token bloat, hoping it won't get me banned", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgqytv/"}, {"date": "2026-09-27", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "pro move:\ninstall @pidotdev - web, tell @nousresearch hermes its there and let hermes talk directly to pi and do the work. i just get a ping when its done it needing a review. \nworking great building <strict_link>", "link": "https://twitter.com/15451416/status/2104052502727659701"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yeah. on all my tests accuracy was quite shit, and jev was consistently outperformed by glm 5.3 flash, for anything requiring decision making. \nbut hey, it's fast 🤷♂️", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl7da/pi_can_now_use_jev_and_more/pce99cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "another \"harness matters\" post (codex cli > pi and opencode)\ni run my own llm while also having a openai subscription. also tried deepseek (latest flash now). i run [qwen 3.8 flash next](<strict_link>) at an amazing speed on my 2x3090 + ram! \nbut local llm never did worked for me outside some demos like build me a \"3d mario game, multistage\" which i've been using to test llm's for a long time. at serios work, they never even compared with gpt 5.2", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "for “learning”, i would start with a sandboxed pi.dev setup by default without any prompting.\nit’s lightweight and makes it easier to follow what’s happening behind the scenes.\nas you get more familiar and better at agentic development, you’ll start to want features that pi doesn’t natively offer and you’ll then either stay with pi or explore opencode.\nthere’s a lot of magic in opencode. hence it’s not necessarily the best place to start - but a ", "link": "https://www.reddit.com/r/opencode/comments/1wqppth/opencode_v2/pc81x5p/"}]}}, "work.frontend_ui": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.503, "regardCi95": [0.496, 0.511], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev peak web design btw", "link": "https://twitter.com/2070803172537335808/status/2102478798717342016"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev lowkey keep the web page's design like this", "link": "https://twitter.com/1759657550872485889/status/2102486930097348670"}, {"date": "2026-09-01", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "you don't need expensive models like fable or gpt-5.6 sol to turn any ui design image into a highly complex, pixel-perfect ui. i can get this done using just gpt-5.6 luna.\ni'm using pi @pidotdev + the pixel perfect skill.\nstart with image gpt → pi harness + pixel perfect skill.\nturns out, the model isn't always the limitation. the right harness + skill can make a huge difference 👌", "link": "https://twitter.com/2083448877928312832/status/2094695540978331748"}], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "guess i was blind lol, i build thru xcode and noticed a bug right after startup, the content displayed is delayed by a few steps, ui looks nice but the minimum width of the columns are interfering with view sometimes, just my 2 cents", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wgyjic/pie_native_macos_client_for_pi_coding_agent/p9zcq3b/"}]}}, "work.bug_diagnosis": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.506], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yesterday it helped lots diagnosing and ultimately fixing a live resize issue on a proxmox host.\nafter a storage issue two weeks ago were the storage for one container got completely full. i fixed that one but weeks later, i noticed that i can’t live resize the volumes on any of the containers.\nyesterday night i took pi with qwen3.8-27b ud-iq3\\_xxs and troubleshooted and fixed the issue. (llama.cpp on rx 6800 rocm)\nit took some time, like a full ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wi77ib/for_what_you_are_using_pi_coding_or_something/pa8zgmn/"}], "complaint": []}}, "work.regressions_introduced": {"praise": 1, "complaint": 4, "n": 5, "praiseShare": 20.0, "ci95": [3.6, 62.4], "regard": 0.5, "regardCi95": [0.489, 0.514], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-12", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@johan_vd_meer @thsottiaux yes, as per looking at <strict_link> it was clearly this. just switched to the @pidotdev harness, no more fuckups.", "link": "https://twitter.com/15266830/status/2098887000426189273"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev it keeps mangling text files, it is working through the planned phases though. so i think i'll let it be, if it starts struggling too much i'll switch it out for deepseek v4.1 and see if it runs smoother...\nworking on this btw: <strict_link>\nyou can see it in realtime", "link": "https://twitter.com/432486005/status/2102622029694533984"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i have an asus ascent gx10 with 128gb vram hosting models via ollama.\nyet, i'm really struggling to get much going with opencode or pi.\neven single python files or small html projects are a struggle.\ni am currently using one of the qwen coder models with pi.\nsometimes it will get a request mostly right. then when i ask for a small change, it breaks half of what was working before.\ni'm coming from 2 years on cursor, so maybe my expectations are to", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/"}, {"date": "2026-09-20", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev @mitsuhiko spent four hours undoing what took it thirty seconds to break.", "link": "https://twitter.com/1910204476973096960/status/2101684433061298632"}]}}, "work.scope_overreach": {"praise": 0, "complaint": 12, "n": 12, "praiseShare": 0.0, "ci95": [0.0, 24.3], "regard": 0.484, "regardCi95": [0.475, 0.492], "salience": 0.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i wanted to try this one but it seemed to have way too much machinery, like it gives goal but also tasks etc.\nhow are you using it? i'm looking for a great system to give a spec and have an agent build it autonomously through compactions.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wml882/what_extensions_do_you_think_are_essential_and/pb97v8t/"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@rben_ll @pidotdev ouias puis glm bof bof. le modele prend souvent des decision inutiles tu lui dis de pull un repo ils regarder toutes les branches...meme dans son comprtement je trouve ca suspect le fait qu'il veuille tout lire meme pour des requetes tres atomiques. j'ai pris 1 mois. apres stop.", "link": "https://twitter.com/924331908753969153/status/2100921966844596588"}, {"date": "2026-09-16", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "what this chart doesn't show:\nif your definition of success is that the model does what you want it to do like you want it to do - a minimal harness provides a smaller surface area that you have to tweak.\nof course in the case of @pidotdev - if you can stop yourself... <strict_link>", "link": "https://twitter.com/20395932/status/2100317243737337953"}]}}, "work.stuck_loops": {"praise": 5, "complaint": 21, "n": 26, "praiseShare": 19.2, "ci95": [8.5, 37.9], "regard": 0.567, "regardCi95": [0.499, 0.626], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev limitar las herramientas visibles a la fase en la que esta el agente: menos opciones y muchos menos pasos en falso. lo sigo haciendo.", "link": "https://twitter.com/2058824892238209024/status/2101783399086104788"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "that’s a great question man. i made it because i wanted to trust cheaper models even more and make them smarter e.g. steer them. i was constantly worried that flash-level models are gonna be making lots of dumb decisions. but also i wanted auto-mode but leave the agent alone to do the work and not full-blown bypass permissions mode or yolo mode.\ni’ve been battle testing it at work and pi-warden already helped me stop dumb database migrations by t", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pac4fr9/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i understand your problem. personally though i never encountered it. i've been using deepseek pro and flash over the past months, and they never did an unwanted migration, stuck loops or anything like that. \nare you sure that comparing the last sentences of a response to the actual tool call is robust? why wouldn't that sentence also be slop?\nnonetheless, it seems like a great use case for jev.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pac6ajz/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the codebase is very well documented, even using a code mapper to save on the scanning, the prompts were crystal clear, with the right context being provided, and still it went off and reasoned about it for a huge amount of time.\none of the tests were made in little coder and the harness even tried to tell the model to stop thinking and implement as it already had the solution, but to no avail, it continued on oblivious.\ni'm using fp8 so not even", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnmsho/i_want_to_believe_in_local_llms_for_coding_but/pcbw9u1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i've had wonderful success with opencode with swift q3.8 27b. though pi seems more composable but so frustrating to control. it doesn't seem to interact with me much as a user, it barely seems to respond to more than my first input. it's seems to chase its tail a lot. and that's using glm 5.3 flash!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqh2u4/ohmypi_or_opencode_why/pc41ov1/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i review specs and plans, the issue for me remains agents losing the plot and doing odd things, while implementing, and then having an orchestrator expand the mess until it gets stuck, etc.\ni am sure this is partly on me, but i am always learning :-)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wne4zn/anybody_using_a_workflow_engine_to_automate_their/pbf4m6s/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@melissapan @howaboua @pidotdev nice work. i have issues with fable &amp; pi, where pi keeps reading and never writes the code to files. not sure of the problem though.", "link": "https://twitter.com/1613070948/status/2100965181912482194"}]}}, "work.long_running_autonomy": {"praise": 12, "complaint": 2, "n": 14, "praiseShare": 85.7, "ci95": [60.1, 96.0], "regard": 0.508, "regardCi95": [0.488, 0.525], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "gave spacebunny-alpha a ridiculously long task (after planning it in opus 5.5 max). it's going on continuously for the last 24 hours non stop in @pidotdev and has consumed 1b+ tokens so far. <strict_link>", "link": "https://twitter.com/14274934/status/2103735362065723728"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@mitsuhiko @theakhandpatel @pidotdev yes! that's what i do. i haven't had to use goal on pi (or other harnesses too these days), it just follows things and continues if i ask the models to. the only thing i ask them to do is keep durable status and todo lists so they stay on track.", "link": "https://twitter.com/14274934/status/2103784052138639639"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i've been wondering the same as my normal development is with an openclaw agent and a pi agent running on a server with glm 5.3 flash. i just submit issues in a local gitea repository and the agents pick them up sequentially. it's amazing and i can have 30 issues in the backlog that will get eaten up. but then i decided to start a new project with codex for the first time and i find myself with a terrible workflow. i switching back and forth betw", "link": "https://www.reddit.com/r/codex/comments/1wqjqb3/the_optimal_codex_workflow/pc4sb0x/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@theakhandpatel @shantanugoel @pidotdev there are tons of goal plugins but on sota models goal is not very useful. you better just ask it to write notes to some places where it can recall it.", "link": "https://twitter.com/12963432/status/2103780427584446501"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "some of these harnesses try to help the model think, but llms have gotten really good at thinking without help.\nai agents should focus on keeping context short and focused.\ntbh, i'd be surprised if stock pi won in a contest with long horizon tasks. you need something like subagents to control the size and focus of context of sub-tasks to maximize effectiveness of the llm output. there are many pi extensions that provide that kind of functionality", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w593fd/i_benchmarked_pi_against_its_own_fork_omp_more/p7dahv5/"}]}}, "work.multi_agent_orchestration": {"praise": 50, "complaint": 38, "n": 88, "praiseShare": 56.8, "ci95": [46.4, 66.7], "regard": 0.488, "regardCi95": [0.455, 0.52], "salience": 6.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "my orchestrator does nothing except for delegating and passing messages. i've had builds running for almost 24 hours and the orchestrator at the end is still below 200k context. for long builds it's super efficient.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo6lr8/how_to_better_enforce_subagent_delegation/pcatr9y/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "why not both? \ni have a orchestrator mode extension in pi, where the system prompt instructs the model to update a plan and ledger md in scratch workspace, it can compact how/when it wants, because all the key findings and planned tasks are always tracked in scratch workspace", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcguntn/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "1.5.0 - subagent agentruns now show per-run effort (duration / tools / usage) with a stable async identity, honest unavailable instead of zeros, detached reported as detached, and a clear statement of the native calls behind every\nrun. pi install npm:@<email_address>", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wj4flu/i_built_pi_session_inspector_to_see_where_my/pc5d2z1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "pretty much it. even if the system prompt says they have to delegate, it usually tries and fails once in order to realize it really has to delegate. i guess you could instruct it to use a classifier model to determine if it needs to delegate and to which agent.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrte31/alternative_to_tool_profiles_for_better_subagent/pcfl1l2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "will be trying your prompts. looks pretty much like what i do, after a lot of frustration from watching my agents behave similar to op's. i just started telling whatever we were supposed to do, and then saying \"you will not execute the tasks yourself. you will delegate to sub-agents for execution, and whatever other steps may be appropriate.\" lol.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo6lr8/how_to_better_enforce_subagent_delegation/pch06nf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "no it’s retarded. you have two separate systems competing to be the harness. it is not predictable.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqmcmk/poll_claude_sub_with_pi_what_method_do_you_use/pc5dfvt/"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "[<strict_link>\ni mean you really don't deserve anyone helping you, but alas. i have a few tokens to burn\n[<strict_link> \nyou don't have that handling anywhere, and you remove the existing test suite just so that your code succeeds. bravo. keep it up, good luck\nany file that is attempted to be read by an llm in full gets a failure and it's very consistent on every turn with astra.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9gdot/"}]}}, "work.destructive_actions": {"praise": 6, "complaint": 14, "n": 20, "praiseShare": 30.0, "ci95": [14.5, 51.9], "regard": 0.516, "regardCi95": [0.488, 0.544], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yes sandboxes are super important if you don't want it to nuke your pc or be prompt injected at some point. i was using the sandbox extension too and i got annoyed by the same issue, switched over to using it in docker, much more peaceful now. i just mount the directories that i want it to have access to, some of them even as read only if i don't want it to edit stuff in there.\n[the docs helped with that](<strict_link>)\nand if pi requires externa", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/pbpfdyh/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pretty good. very very good on stopping destructive stuff even obfuscated ones (of course there are limits, agents might actually try to circumvent the warden lol but that's speculation on my part, i haven't met that scenario yet). \n \nof the \\~17k tests from my own sessions (work coding, personal hobbies, etc): \n\\- holds are rare and mostly right. meaning the warden properly steered the agent to rethink commands that are destructive instead of bo", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pabx306/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "that’s a great question man. i made it because i wanted to trust cheaper models even more and make them smarter e.g. steer them. i was constantly worried that flash-level models are gonna be making lots of dumb decisions. but also i wanted auto-mode but leave the agent alone to do the work and not full-blown bypass permissions mode or yolo mode.\ni’ve been battle testing it at work and pi-warden already helped me stop dumb database migrations by t", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pac4fr9/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the host is the sandbox. “congrats you killed the raspberry pi”", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/pbhikno/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "no sandbox, it cripples the agent. backup.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/pbi7byn/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "you need bwrap or models will wreck your shit", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/pbndwtw/"}]}}, "work.git_workflow": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.496, "regardCi95": [0.491, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yes, they are constantly running into conflicts.... which they then fix immediately. they do not seem to use worktrees, which i also found \\*really\\* surprising. it just works like: \"start ten agents, give them all the same md file and check back in a few minutes\".\nwith the tests i've done, i've had a 100% success rate. still have a hard time believing it, though...", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whqw6l/are_you_using_selforganizing_agent_swarms_with_pi/pa4p9mu/"}, {"date": "2026-09-06", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev the missing piece is log hygiene. checkpointing before every turn needs a cleanup policy, or git starts recording the conversation instead of code changes worth reviewing.", "link": "https://twitter.com/1549055479875342336/status/2096465891428807071"}]}}, "work.computer_browser_use": {"praise": 2, "complaint": 5, "n": 7, "praiseShare": 28.6, "ci95": [8.2, 64.1], "regard": 0.491, "regardCi95": [0.477, 0.502], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev <strict_link>\nnot just a gui solution - \nbut expandeture of capabilities.\nsuch as new sub-agent system, browser annotation etc.", "link": "https://twitter.com/2059310670131195904/status/2102406216131756254"}, {"date": "2026-09-08", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev @openai 这轮更看 computer use。真能点、键、拖完一整套流程，比聊天窗口里嘴上聪明管用。pi 里先跑一遍，比干看榜单有用。", "link": "https://twitter.com/2088999223241101312/status/2097293014473617541"}], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "what the best way to to \"computer use\" with the pi agent. of course it makes sense to use api/cli/mcp servers, playwright browser use and all these things, but sometimes computer use makes all the difference and it is the only thing that keeps me in codex app. \n", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whxzpc/computer_use_with_pi_agent/"}, {"date": "2026-09-08", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "currently working with it inside pi now, but i had a lot of issues of astra not being able to properly control my utm virtual machine. will try using the official codex app to see if it works better there but hopefully it will work well in both pi and the official chatgpt/codex app soon.", "link": "https://twitter.com/174263209/status/2097301443547971874"}, {"date": "2026-09-08", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev @openai frontier leading for computer use is a meaningful claim right up until you hand it a dynamic dropdown or an auth flow.", "link": "https://twitter.com/1910204476973096960/status/2097329557804081326"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.496, "regardCi95": [0.49, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i can't run agents with safety on. slows down shipping baby (never shipped in my life)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/pbz43ca/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "do not mistake \"it is so dangerous\"-alignment with security. anthropic models think *safety*-first, i.e. every time your prompt contains *slightly* unsafe instructions, you can get a rejection. in theory, that should be about preventing harm, but in reality it is just covering anthropic from potential lawsuites. for example, when working on gathering details on the codebase, fable once mentioned there was a memory leak in the app; when it was ask", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wby4xf/omp_is_dismissing_advisor_as_prompt_injection/p90usfb/"}, {"date": "2026-09-04", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@openai @twitch @streamlabs @softvelum @meta @deepseek_ai @opencode agora decidi que voltaria pra depuração do android para tentar salvar este celular que ainda precisa durar longos anos, mas o kimi k3 provido pela @nvidia via nvidia nim, no harness pi da @pidotdev , passando pelo omniroute , está negando de executar uma tarefa simples.\n[+]", "link": "https://twitter.com/3192661917/status/2095671851263357234"}]}}, "work.permission_prompts": {"praise": 10, "complaint": 3, "n": 13, "praiseShare": 76.9, "ci95": [49.7, 91.8], "regard": 0.54, "regardCi95": [0.515, 0.567], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i did try this, and it's by far the best strategy i've tried. i took a pretty heavy handed approach of removing all write permissions just to see how it felt.\ni'm curious what sort of permissions you give your orchestrator by default and if there are ways to toggle between \"profiles\" for the orchestrator if you want to shift quickly to the more vanilla single agent workflow ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo6lr8/how_to_better_enforce_subagent_delegation/pbnukne/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "sandbox? no. tool guard? most certainly.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/pbfv8dd/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hi there,\ni really love pi's approach to security with \"figure it out yourself, yolo by design\", so i did.\nthat thing is still yolo, but sandboxed.\ndead simple 2 files: `dockerfile` (the thing itself) and `justfile` (fancy makefile to run the thing).\ndon't mind the repo just created - i'm using it for a while, just decided it's good enough to publish\nnow, some notes to avoid misunderstanding:\n* why \"it is so dangerous\"? - thanks /r/amodei, he's s", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlvtpu/it_is_so_dangerous_sandbox/"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i have been using the sandbox extension for quite a while, but i am a bit fed up with having to approve stuff manually all the time. \ni know the pain may be worth it to avoid an agent doing some nefarious stuff with your data, but sometimes i just want to delete it and leave the agent working on its own. \nso what i essentially want to know is this:\nhave you run into significant issues for not having a sandbox?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl3gk/do_you_use_the_sandbox_extension_is_it_really/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "great contribution, i'm new to pi and its permissions setup was bugging me, and i just got access to jev.\ni hope i can try it soon.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pabm1f2/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "8gb of vram so my options are limited. 3.6 runs but albeit slow. llmstudio had it contained but pi just gave it all the privileges. which i didn’t catch. so my fault there. \n ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wg0h5p/it_deleted_my_files/p9qikxi/"}]}}, "work.plan_mode": {"praise": 5, "complaint": 7, "n": 12, "praiseShare": 41.7, "ci95": [19.3, 68.0], "regard": 0.498, "regardCi95": [0.481, 0.513], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev you are wrong. editable plan mode in codex is perfect for making small manual adjustments that don't waste tokens and don't make you lose the context of what you are currently reading and aproving. you should rethink this.", "link": "https://twitter.com/2038854587889647616/status/2103950931696181716"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "that should be based on your needs. for my setups i have only installed these extensions:\nessentials \n\\- pi-web-access : because pi web search have bigger size, i just want to the agent to basic web search \n\\- rpiv-todo and rpiv-ask-question: improve the ui and add the basic needs of tools \n\\- pi-mcp-adapter: should be useful if you utilize mcp heavily\ngood to have \n\\- pi-zentui: fastest and straightforward way to customization the ui \n\\- pi-plan", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1vzca1p/good_to_go_pi_customization/pbooizz/"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@trq212 what? there is still plan mode? since 2026 and @pidotdev no need for such thing", "link": "https://twitter.com/95763996/status/2102839798679687491"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@warmwaffles @pidotdev nah it put me off using pi. got frustrated telling it to not make any changes and the llm ignoring me anyway \ni like plan mode", "link": "https://twitter.com/1361615777300762629/status/2103732628465787207"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev plan mode was theater.", "link": "https://twitter.com/1811332417099055105/status/2103779165472240079"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev turns out it was just window dressing. want to plan something, just tell the agent that you want to plan it.", "link": "https://twitter.com/126936795/status/2103624172186313072"}]}}, "work.response_verbosity": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.504, "regardCi95": [0.493, 0.519], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "depends on what's important to you as the end result summary. i built a metrics tracking extension that's specific to my workflow and a little cli interface for me or the agent to query it. per task i'm usually happy with a files edited/diff and a two sentence summary of what it does and how it maintains alignment with project intent. \ni don't worry too much about tool calls and other deterministic activity per task because it's all controlled by", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wgaln5/should_pi_have_a_humanfacing_execution_summary/p9sujes/"}, {"date": "2026-09-02", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "kinda loving using @pidotdev \ni reply \"works\" it responds \"nice\"\nno thesis statement or gigantic 5,000tk responses. just \"nice\" or \"sweet\", similar.", "link": "https://twitter.com/1916104214398267392/status/2095266005157294364"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev remote control native support. better compaction. human-writing like :)", "link": "https://twitter.com/89646598/status/2102407468450296138"}, {"date": "2026-09-20", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@nnennahacks yeh i use it in my @pidotdev setup\nsome of the models just talk too damn much lol", "link": "https://twitter.com/1377012764464517130/status/2101695233679380693"}]}}, "work.sycophancy_pushback": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.508, "regardCi95": [0.5, 0.524], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-07", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hey, wanted to share a [plugin](<strict_link>) for pi, my favorite coding agent for the past few months. install: pi install npm:pi-tandem\nit's basically a system-prompt patch plus a small set of simple skills. i've been developing and actually using these rules for 2-3 months now, and recently got tired of copy-pasting them from personal to work setup (where i'm forced to use claude code), so i packaged it as a plugin that works for both (and it", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w9uhht/pairprogramming_rules_and_skills_for_pi/"}], "complaint": []}}, "verify.false_completion": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.516, "regardCi95": [0.496, 0.557], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "a good chunk of the destructive stuff, yes, and pi-warden ships that regex layer too (force push, rm -rf outside the project, drop/truncate, curl | sh, and it looks inside bash -c, eval and python - <<eof). it runs offline with no key. what regex can't do is context: db reset after \"reset the db\" is fine, after \"add a column\" it isn't, same string. jev sees the request and the last few messages so it can tell those apart.\nbut honestly the command", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pacb8ta/"}], "complaint": [{"date": "2026-09-04", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "the useful line is in the log, not the prompt.\nv7 already retired pi+grok for slower runs and fabricated verification.\nswitching because of weekly limits doesn’t fix that.\nlock the harness contract first:\nwhat “done” means, how you verify, what you do when the model lies.\nthen change the model.", "link": "https://twitter.com/1801539591427543040/status/2095871036294119875"}]}}, "verify.self_testing": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.513], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "also nice edited comments haha, sad to see the worlds sharpest dev not be able to help us. and you can go look at the repository tests or maybe live demo attached before saying no testing is happening lol. would love to see some of your work oh great one.\nanywho thanks again for superb feedback, i'll go put some of the first effort ever in fixing this so we don't let another one of you extremely valuable swes slip again.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9g9jc/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i don't know about codex, but with github copilot i noticed a lot of double checking and validation steps that in pi don't happen.\ni would assume that's from some general  instructions in the harness.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wbqkel/same_task_same_model_pi_passed_in_90_turns_codex/p96cq93/"}], "complaint": []}}, "verify.agent_code_review": {"praise": 7, "complaint": 0, "n": 7, "praiseShare": 100.0, "ci95": [64.6, 100.0], "regard": 0.512, "regardCi95": [0.504, 0.521], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yes in my experience, its a work horse on medium and also good at reviews, catching multiple bugs in both astra and sols work", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbze4yj/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "for me pi-lens has been a game changer in adding context-level confidence to the code written by pi. it lets me use smaller models like deepseek-4.1-flash without worrying about whether it writes clean code. sometimes i just tell it “fix the lens warnings” and it’ll do it. pretty amazing tool for fighting ai slop ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wml882/what_extensions_do_you_think_are_essential_and/pbaxf03/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "switched my code-review flow from using lang-graph to using pi through the sdk. using astra from my codex sub. \n \nworked like a charm, and the review quality is even better.\nhow do i add pi extensions into here? i would like to add subagents/goal functionality", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wm2g7w/piagentpythonsdk_use_your_installed_pi_coding/pbbv0b3/"}], "complaint": []}}, "verify.change_review_ui": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.497, "regardCi95": [0.489, 0.506], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@miguelriosen @pidotdev keeping the workflow as a dsl file means it shows up in code review as a diff, which a drag-and-drop canvas never gives you.", "link": "https://twitter.com/2058824892238209024/status/2102900988915093764"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev the number of extension with \"diff\"/\"review\" in title or description.\nthat's a clear signal to improve diff.", "link": "https://twitter.com/618819434/status/2102497902077603913"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "ok looks cool but... what value does it actually bring check a session change visually?\nnot a bad concept, but imho an entire application for a functionallity that pi users barely check (yes, i'm pointing to loop/harness users) won't bring so much help.\nmaybe a smaller case as plugin for vs code or obsidian may make more sense ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wbef1h/i_opened_a_pi_session_as_an_editable_map/p8q2d78/"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "👍 yeah, i just struggle with how slow and tedious it is. and after all that then i gotta survive sending it to someone else for them to then go thru the same process of peeling it apart. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w1zw2n/surviving_code_review/p6yi8l7/"}]}}, "ui.display_settings": {"praise": 55, "complaint": 60, "n": 115, "praiseShare": 47.8, "ci95": [38.9, 56.9], "regard": 0.553, "regardCi95": [0.517, 0.589], "salience": 8.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i'm a bit rusty but i am loving the interface", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc4od15/"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "been having a fantastic time talking with llms via flow diagrams. i hate the walls of text the models slap on my face - i hate when colleagues talk too much without substance. why would i love llms do the same?\n@pidotdev 's rendering of mermaid diagrams is chef's kiss!\n(cont.)", "link": "https://twitter.com/168024654/status/2103360101411340701"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "i solved this in my @pidotdev setup in two ways: collapsed tool calls by default, and an extension that sends bash tool calls to luna for a short summary. very cheap, and it lets me spend even less brain power following what my agents are doing. <strict_link> <strict_link>", "link": "https://twitter.com/2341341137/status/2103401612194836728"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "giga bloat even with system prompt off\nno way to trim down tool output or set limits unless u waste a ton of tokens making a wrapper\nno custom extensions etc", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgm7ya/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i want my agent to be able to give me a clickable link to find a folder (like \"file:/// ...\") but even though they respond to mouseover and a tool tip comes up saying \"ctrl+click to follow link\" they don't work. i am using powershell 7 with pi running in it. \nmy agent had some long complicated idea about how to fix this but does anyone know if i am just overlooking a powershell setting or if this is a collision between pi's output formatting and ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpuic2/clickable_links_in_chat_possible/"}, {"date": "2026-09-25", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "hey @pidotdev, \nany reason why tool calls force-scroll the view? if i'm reading something older in the transcript, tool calls will pull me right to the present tool call. i use regular instead of fullscreen because fullscreen is just too slow to scroll with the mouse", "link": "https://twitter.com/1661172519989116928/status/2103546890469986704"}]}}, "ui.session_history": {"praise": 28, "complaint": 7, "n": 35, "praiseShare": 80.0, "ci95": [64.1, 90.0], "regard": 0.584, "regardCi95": [0.556, 0.613], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pi session tree structure is great feature. you should explore it, i recommand it [huang-sh/pix: a non-linear ai agent workbench — session is a tree: branch anytime, and context follows the branch](<strict_link>)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wmdwoc/hello_i_need_your_help/pbkk1go/"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "i can't believe no major harness has adopted `/tree` from @pidotdev. some have forks, but man i miss `/tree` so much in codex and @chatgpt.\ni wish each message had a \"rollback\" button, which would summarize the tail of the chat up to the selected message.", "link": "https://twitter.com/15790969/status/2102812042272874506"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i have an extension i couldn't live without now that allows my agents to navigate to any location in their session. it started off by allowing them to rewind to an earlier point in the conversation, which would usually be on the same branch, but at this point they can navigate to any point in the session, along with a message. think /tree but agent-controlled. it's a bit like passing control to any point in the tree and continuing there. i'm hopi", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wml882/what_extensions_do_you_think_are_essential_and/pba4c4q/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "it's pretty but i don't see how it would be useful. i keep all the history i need to retain in my git history . ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp7uqr/would_you_guys_find_this_tool_useful/pbxfoql/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i’ll start working with an ai agent on something like data analysis, and ten minutes later i’m asking it to explain a concept, double-check an assumption, or try something completely different.\nall useful stuff. but after a few detours, the original task is buried under a wall of side questions and answers. i’m losing the thread, and sometimes the agent seems to be too.\ni can fork the chat, but then i just have a growing list of conversations in ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo7190/i_kept_getting_sidetracked_in_ai_chats_so_i_built/"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev just keep it simple and make it so adding new functionality is also dead simple\nmore api access to the internals. tried writing ohmypi time travel rules and pi doesn't allow 100% reproduction", "link": "https://twitter.com/18738053/status/2102406817233989777"}]}}, "ui.interrupt_steer": {"praise": 3, "complaint": 2, "n": 5, "praiseShare": 60.0, "ci95": [23.1, 88.2], "regard": 0.503, "regardCi95": [0.494, 0.513], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev the sleeper in this list is mid-conversation system messages. dynamic tools get the headlines, but re-issuing instructions mid-run is what keeps long agent runs steerable when the plan changes.", "link": "https://twitter.com/1776789774919229440/status/2101577136918384841"}, {"date": "2026-09-20", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev mid-conversation messages are the unlock", "link": "https://twitter.com/1513567206352764929/status/2101579172220981552"}, {"date": "2026-09-11", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@ryanteoyx @pidotdev 100%. the harness is the product surface. in our locked harness test, the same task was $0.43 vs $0.88 and 149k vs 439k tokens. steering mid-run is the point.", "link": "https://twitter.com/2074942490466033664/status/2098431008878051435"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev steering is broken. multiple messages are sent one by one - they should be sent as one body. option+up aborts the agent, it should only bring the queued steering text back into editor. only esc should abort, and when text is queued, it should only interrupt the model and auto-submit the text.", "link": "https://twitter.com/15266830/status/2102579401221099934"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "many models (namely qwens 3.8) think a lot, and i find myself wanting to interrupt it to answer a question it's been asking itself, quite repetitively, during it's reasoning.\ni can `esc` and send a prompt, but then pi would restart the whole reasoning tg from the beginning. i'd like to *inject* (for lack of better word) info to its thought block. i may also `steer` it by queuing a message, but that means i'd need to watch it going in loops for 20", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcwsya/noob_question_how_to_interrupt_an_agent_during/"}]}}, "surfaces.remote_mobile": {"praise": 9, "complaint": 6, "n": 15, "praiseShare": 60.0, "ci95": [35.7, 80.2], "regard": 0.506, "regardCi95": [0.489, 0.522], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "being able to check on coding stuff from your phone is actually pretty handy. nice little addition", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w29fyl/open_sourced_the_mobile_client_i_built_for_my/pbye1pe/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "just a quick note to say that paseo works great with my custom pi setup. i evaluated different options for some time, installing, testing, trying to make them work for my use case. paseo just works, and the relay appears reliable - the remote experience (android app in my case) is solid. recent 0.9+ updates notable enhanced usage experience further. well done!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1v7z0sw/use_pi_on_mobile_with_paseo_selfhosted_free_and/pbqgplz/"}, {"date": "2026-09-24", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@mattlam_ @pidotdev @badlogicgames not the same but i use pi web extension,useful for when i’m in the house but not on desktop", "link": "https://twitter.com/2098546638868353027/status/2103168751386427785"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev would love a remote connection feature ✨", "link": "https://twitter.com/1200561937/status/2102404858531975256"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev connect pi to microsoft teams so i can work outside", "link": "https://twitter.com/1606895424224350209/status/2102405577808740558"}, {"date": "2026-09-22", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev remote control native support. better compaction. human-writing like :)", "link": "https://twitter.com/89646598/status/2102407468450296138"}]}}, "surfaces.cloud_sessions": {"praise": 4, "complaint": 3, "n": 7, "praiseShare": 57.1, "ci95": [25.0, 84.2], "regard": 0.498, "regardCi95": [0.482, 0.51], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i ended up building my own ide (using monaco) that integrates pi that runs entirely as a web app so i can access it form anywhere, it runs on a vps, if i want to work on something i just clone the repo on the vm and send my prompt, i barely even use my local machine anymore.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpxese/how_do_you_handle_agentic_dev_across_multiple/pc0h8k0/"}, {"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@mattlam_ @pidotdev @badlogicgames getting there with <strict_link> and <strict_link>. should work well for most use-cases now", "link": "https://twitter.com/3705864556/status/2102811324820357370"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "my ai agent coding is now entirely within the browser\nheading towards the figma paradigm for cloud coding: multiplayer vms as webapps, shareable by url without downloading anything\non @amikadev i run @pidotdev in the excellent pi web server, and also have a web zsh terminal <strict_link>", "link": "https://twitter.com/7008772/status/2101012672238006636"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@samuelvrablik @pidotdev @badlogicgames ye it's easy to build one for myself, but i want the same ux as cursor's where anyone can spin up cloud agents easily, adn the infra is managed for you. also many different cloud agents, that's the goal.", "link": "https://twitter.com/1689423238173007873/status/2102796386106487164"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "to be clear if you need to pay for a remote server on the cloud there is no way it can make sense from the financial point of view.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whunn9/which_subscription_with_pi/pa5bngl/"}, {"date": "2026-09-06", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@thomasgauvin i love @pidotdev. wish i could run it as cloud agents.", "link": "https://twitter.com/15770784/status/2096585403046199794"}]}}, "rel.service_errors": {"praise": 2, "complaint": 9, "n": 11, "praiseShare": 18.2, "ci95": [5.1, 47.7], "regard": 0.521, "regardCi95": [0.484, 0.566], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@pidotdev dealling much better with openai capacity than codex, codex dont bother auto retry but pi does! <strict_link>", "link": "https://twitter.com/455899040/status/2098136727185694940"}, {"date": "2026-09-03", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "surprisingly, my codex subscription through @pidotdev is working just fine. \nis it something in the harness that is causing outage for everyone else? \nor am i just geographically lucky?", "link": "https://twitter.com/1153490267938275328/status/2095555135154135148"}], "complaint": [{"date": "2026-09-17", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "many people say its a frontier level model, some say its dogshit. so i happen to test it out by making it rewrite my entire app with a different architecture and it returned an error \"openai api timed out\" \n \nnow many say its a multi model gateway with different routing but its something from openai for sure. it was right there in my pi agent and i by mistake pressed esc key (muscle memory to make agent stop) and it went away. would have taken a ", "link": "https://www.reddit.com/r/opencode/comments/1wivfy4/union_alpha_is_an_openai_model_probably/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i’m on codex pro + opencode go (very good selection of open weight models and well priced) + openference (nice request based system but a bit unstable) + my own local models (qwen 27b ftw).", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whunn9/which_subscription_with_pi/pa5acur/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "<strict_link>\nhey i am getting your all endpoints here and also when tried the v4 flash from the list this is the error in am getting : not found: service failure: endpoint not found \ndo how will we use your service ? \ni topped up the wallet after seeing you low price offerings !!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wegibk/surprisingly_still_seeing_real_demand_for_v4/p9r0jwi/"}]}}, "rel.response_speed": {"praise": 31, "complaint": 23, "n": 54, "praiseShare": 57.4, "ci95": [44.2, 69.7], "regard": 0.542, "regardCi95": [0.514, 0.568], "salience": 3.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "yeah. on all my tests accuracy was quite shit, and jev was consistently outperformed by glm 5.3 flash, for anything requiring decision making. \nbut hey, it's fast 🤷♂️", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnl7da/pi_can_now_use_jev_and_more/pce99cd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "pretty good, these days my pi is stock plus one extension showing context usage in detail and one custom footer override to apply custom styling. i do maintain one patch for the llama.cpp provider to enable per model and session thinking levels.\nperformance is fast but i use a dual radeon r9700 setup. i pretty much work offline and with no delays.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1vjurqz/considering_claude_code_pi_worth_it/pch2ftv/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "nice work. i tried using it. it is fast. \ni tried using few extensions but they don’t seem to work with pig. \nmcp-adapter, pi-web-access, pi-rtk-optimizer", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc3o4sz/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pigcodingagent @pidotdev pi could be faster indeed", "link": "https://twitter.com/207233683/status/2103895513695236527"}, {"date": "2026-09-26", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pigcodingagent @pidotdev holy ! ty for this, i've been wishing pi would be available in rust or something other than js, the startup time can be annoying sometime", "link": "https://twitter.com/1318274063199064064/status/2103905472277557442"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i like it too. it’s slow though (i am on a measly plus plan) but can afford to wait. i have a claude pointing at ds 4.1 flash when i need some speed and don’t mind spending a few cents.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbza1lj/"}]}}, "rel.client_failures": {"praise": 10, "complaint": 36, "n": 46, "praiseShare": 21.7, "ci95": [12.3, 35.6], "regard": 0.58, "regardCi95": [0.519, 0.633], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "haha time will tell on my intentions, sorry for being salty. negativity only breeds so shouldn't contribute to it.\nalso btw will be fixed in 0.2.1. pig now runs pi's argument normalization (optional nulls, typebox conversion, json schema coercion) before validation, and all of pi's validation tests are ported. \n \nthanks again, for the pointers.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9hklu/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i consistently use luna for coding tasks. \nin fact, i rarely use luna max these days. \nthe thinking level i use most often for luna is \"high.\" \nluna high is actually sufficient to handle the vast majority of modification requests. \nmax simply takes longer without necessarily yielding proportionally better results; \nin fact, excessive reasoning can sometimes lead to unnecessary extra work (such as \"smartly\" adding \"safety\" protocols you didn't ask", "link": "https://www.reddit.com/r/opencode/comments/1wm61m3/the_opencode_go_path_is_not_the_right_one_there/pbafplf/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "yeah that was a pita at first. but easily something you can fix with the underltying pi-agent config that dsh uses. set timeout to 5 minutes and 1000 retries, so the harness keeps retrying until the gpu is back up.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wloora/the_bear_can_dance_qwen_38_27b_on_one_3090_for_3/pb1k0q2/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "every time i turn on my mac and see so many node processes, it’s really terrible. i think i‘ll try.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc4svol/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "would be nice if it worked. \nreality is that it doesn't\ntried it with stock settings \ncoloring is bugged out, stock \\`read\\` tool is failing with jsonschema validation\nso it's just yet another sloppily coded port from one language to another with no real effort put into the maintenance apart from tons of tokens from the company leeched", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9bfwt/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i'm not the claiming that i've been working on something for a year where the very foundational tool that harness needs to be able to work fails every query\nbut at least it's faster to start, amirite\nand no, i'm not gonna contribute to your hardfork if you don't bother with testing the very basics", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9duyq/"}]}}, "rel.update_breakage": {"praise": 4, "complaint": 10, "n": 14, "praiseShare": 28.6, "ci95": [11.7, 54.6], "regard": 0.516, "regardCi95": [0.49, 0.546], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "1.3 is out and issues saving the owner key should be resolved", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wnfeh2/un_bien_12_is_out_ios_pi_remote_control/pbo3mhu/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "update: in one day successfully migrated to using pi agent; works quite well:\n* [pi](<strict_link>) for the agent and saved sessions\n* [pi livecraft](<strict_link>) for an optional browser interface and session cost analysis (turn by turn!)\n* system cron for explicit scheduled tasks\n* [telepi](<strict_link>) for optional telegram access\n* an optional macos apple notes runner pattern for editable job briefs, living output notes, and shared-note no", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w6xvep/reposting_my_move_from_opeclaw_to_pi_openclaw/p7ywf3l/"}, {"date": "2026-09-05", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "people of @pidotdev, <strict_link> is out. we will wait until earendil packages fix a couple of minor booboos that we need to upgrade them, but you get fixes, bun 1.4.1 and astra support now.", "link": "https://twitter.com/674723/status/2096361747623837732"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "oof thank you so much definitely was a regression.... hot fix coming. messed up a merge conflict resolve on launch 🤡", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc3qaf0/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "you can read their docs here:\n<strict_link>\nit is very bloated and has a lot of integrations/tools wired in our of the box but i personally love using it.\nthey seem like like 5 new updates everyday which is both good and annoying since they're always adding really cool new additions (or fixing bugs). only downside is having to update it so regularly.\nif would recommend using it if you don't want granular control over whats installed.\nsince your c", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wo8nzf/is_there_a_breakdown_of_omp_features_vs_pi/pc0n8gz/"}, {"date": "2026-09-24", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@pidotdev \n使用pi + gemini (pi-antigravity)，千万不要升级到pi 0.86和0.87版本，完全用不。\n在0.86中报错，\n在0.87中直接退化成chat，文件都自己写不了", "link": "https://twitter.com/1666221406441590785/status/2103061285642633584"}]}}, "account.support": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.505, "regardCi95": [0.494, 0.521], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "> the issues get autoclosed if your not in the maintainers' circle\nwe look at every issue that gets auto closed and triage them!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wfvx2f/any_idea_how_to_resolve_for_this/p9r6nnw/"}], "complaint": [{"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "the issues get autoclosed if your not in the maintainers' circle so i wouldn't hold my breath getting anything through especially if your agent \"fixes\" it", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wfvx2f/any_idea_how_to_resolve_for_this/p9qhwqx/"}, {"date": "2026-09-13", "source": "X", "community": "@pidotdev", "polarity": "complaint", "text": "@maria_rcks lack of support for @pidotdev", "link": "https://twitter.com/1661172519989116928/status/2098947714188820881"}]}}, "account.billing_errors": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.bans_restrictions": {"praise": 2, "complaint": 18, "n": 20, "praiseShare": 10.0, "ci95": [2.8, 30.1], "regard": 0.508, "regardCi95": [0.474, 0.556], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i use pi-web and have used claude x20 max plan for over 8 months, no issues at all.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whunn9/which_subscription_with_pi/pc2ga42/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hello,\ni made pi-claude-request-compat ([<strict_link>). instead of creating another provider, it reuses pi’s existing anthropic login, models, and streaming, then adds a claude code compatibility layer to outgoing requests.\n[<strict_link>\ni’m using a new github account for privacy, so the code, automated security scans, dependency audits, and signed release provenance are public for anyone to check.\na few friends and i have been using it for the", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpyjrs/yet_another_pi_addon_claude_code_compatibility/"}, {"date": "2026-09-10", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "@k8adev usa @pidotdev ou @opencode, não dá ban na sub da openai", "link": "https://twitter.com/2085022568273092608/status/2098171499219693870"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "using that at the moment. haven't been banned yet", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc2ufcj/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "best way... just got my secondary account banned using omp. guys, tos are rigid, does not risk your main accounts.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqmcmk/poll_claude_sub_with_pi_what_method_do_you_use/pc6fpzc/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "yep, it’s closed source, i’m comparing the requests the installed cli constructs, not using its source code. the addon reproduces the observed headers, metadata, billing/checksum fields, and tool naming.\nthat said, “completely indistinguishable” was overstating it. matching those fields doesn’t prove anthropic can’t distinguish the clients or enforce restrictions. the account risk is still real.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpyjrs/yet_another_pi_addon_claude_code_compatibility/pc07p64/"}]}}, "account.data_privacy": {"praise": 2, "complaint": 5, "n": 7, "praiseShare": 28.6, "ci95": [8.2, 64.1], "regard": 0.508, "regardCi95": [0.49, 0.529], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "i don’t know what you consider a “proper gpu” but mine can handle multiple requests with 32k+ contexts. i value local/privacy over convenience especially since every call to anthropic or openai motivates them to buy more hardware which raises prices for regular consumers wanting to game, or do ai locally.\ni’ll just stick to pi-subagents until your extension proves itself. clearly you’re not focused locally.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woif1b/i_built_pi_herdsman_for_async_subagents_with/pbnszlp/"}, {"date": "2026-09-18", "source": "X", "community": "@pidotdev", "polarity": "praise", "text": "oh tient donc, zcode s'est fait choper comme grok build à extraire tout votre repos et à l'envoyer en chine.\nbranchez-vous micro-harnais, comme @pidotdev pour controler ce qu'il se passe. choisir son modèle ne suffit pas si l'outil exfiltre tout derrière dans votre dos. <strict_link>", "link": "https://twitter.com/2052454559860031489/status/2100887743509258643"}], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "just a note, there is no way to do zdr with [z.ai](<strict_link>) \\- so if you use it for work, it can come back and bite. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whetud/why_pi_set_luna_ctx_window_to_275000_by_default/pa4i2p0/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "with the whole mess with navier stokes, looks like zdr is also not something that the frontier labs are respecting.\nat this point, i am thinking everyone is using my data no matter if i give consent or not, so its not a factor in my decision making.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whetud/why_pi_set_luna_ctx_window_to_275000_by_default/pa67r0e/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "welp can also assume your sessions were logged and probably being sold since they're shutting down no one will watch where those user data are going to", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wgdl43/crofai_cheapest_inference_provider_in_the_world/p9tturo/"}]}}}, "requests": {"authorWeeks": 332, "themes": [{"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 17, "posts": 17, "examples": [{"agent": "pi", "date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "text": "yeah, i mean, after looking into this, i don't think this is what i need. i actually want to just use pi with opus models directly. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc30ait/"}, {"agent": "pi", "date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "text": "i know there are *many* options out there, but this is still a grey area right? what are you guys using?\ndo you know anyone who has been banned by doing something like this? i have a bunch of friends who use `omp` with their subscriptions and are still kicking.\ni really want to move from cc to pi, but i am not able to run local models due to my hardware limitations and i would love to start by using my anthropic subscription.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/"}, {"agent": "pi", "date": "2026-09-24", "source": "X", "community": "@pidotdev", "text": "i daily drive @pidotdev, but i want to use opus 5.5 for personal use w/ a sub, what to do??? 😭", "link": "https://twitter.com/1035016280770785280/status/2102919936679293374"}]}, {"theme": "Better compaction summary quality and retention", "criterion": "context.compaction", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "pi", "date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "text": "curious as well.\ni've been reading good things about codex compaction enhancements recently. would be nice to port some of that over to pi if possible.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcettr9/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev remote control native support. better compaction. human-writing like :)", "link": "https://twitter.com/89646598/status/2102407468450296138"}, {"agent": "pi", "date": "2026-09-18", "source": "Reddit", "community": "r/PiCodingAgent", "text": "extensibility \n/tree \nbetter compaction \nlocal state of what happened in the session for analysis / learning. \nability to use other models than anthropic. \nwhen i do code review on a complex change, it’s so important to have multiple top tier intelligence models run at it to uncover bugs. eg: astra finds bugs that opus wrote ( and vis versa )", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wjtm27/how_to_use_pi_as_a_better_cc/pank9t6/"}]}, {"theme": "Built-in multi-agent orchestrator mode", "criterion": "work.multi_agent_orchestration", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev remaining quota display widget, plannotator review in vscode + herdr orchestration. <strict_link>", "link": "https://twitter.com/947783691320905729/status/2102411360743080258"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev <strict_link>\nnot just a gui solution - \nbut expandeture of capabilities.\nsuch as new sub-agent system, browser annotation etc.", "link": "https://twitter.com/2059310670131195904/status/2102406216131756254"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev +1 for first class subagents (not just pi -p in bash, because default pi just freezes there while it delegates the wait, and pi does not do very well with background commands without a lot of manual management) and a better edit tool (minor whitespace errors fail edits)", "link": "https://twitter.com/1678448492690419712/status/2102402544693805561"}]}, {"theme": "Dedicated desktop app", "criterion": "setup.install_signin", "authorWeeks": 5, "posts": 5, "examples": [{"agent": "pi", "date": "2026-09-27", "source": "X", "community": "@pidotdev", "text": "genuinely believe a solid desktop app will unlock a crazy amount of new users on to @pidotdev, and excited that pi-gui can play a part in that.\nit has to be a desktop app focused on pi though, because pi has unique features like /tree and extensions that have to be showcased.", "link": "https://twitter.com/1689423238173007873/status/2104240272628404326"}, {"agent": "pi", "date": "2026-09-25", "source": "X", "community": "@pidotdev", "text": "@pidotdev i need a official desktop.😭", "link": "https://twitter.com/2009214248992559104/status/2103375760665006293"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev need desktop", "link": "https://twitter.com/1992260679697575936/status/2102590528575651956"}]}, {"theme": "Live dashboard of subagent status and progress", "criterion": "work.multi_agent_orchestration", "authorWeeks": 5, "posts": 5, "examples": [{"agent": "pi", "date": "2026-09-25", "source": "X", "community": "@pidotdev", "text": "@pidotdev also - `pi -p` opens a background subagent. any chance of a foreground subagent? i want a window that opens up on top of my existing pi window, and when i finish it closes itself, drops me back to the previous window with a summary or whatever. call stack :)", "link": "https://twitter.com/1678448492690419712/status/2103526499588690092"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev 我使用做编程时，发现pi给了子代理后并没有任何状态显示，不知道子代理的进度，不知道是不是我的设置不对还是本来就没有这个功能。我让pi自己做了一个子代理的任务进度显示，但是效果不好", "link": "https://twitter.com/1816114569456345088/status/2102398739612946722"}, {"agent": "pi", "date": "2026-09-18", "source": "Reddit", "community": "r/PiCodingAgent", "text": "seeing the subagent breakdown would be something i'd use. raw token count tells me who was expensive, but i also want to know whether that subagent completed its job or just wandered around for 20 calls. that’s something i look at through braintrust when searching through agent traces, and having a local pi view of it would also be useful.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wj4flu/i_built_pi_session_inspector_to_see_where_my/pakqbs5/"}]}, {"theme": "Multi-provider model choice in one harness", "criterion": "models.catalog_access", "authorWeeks": 5, "posts": 5, "examples": [{"agent": "pi", "date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "text": "this looks really useful, also for getting better at prompting and planning as a human :) yes pi support would be great, i use multiple harnesses on the same project", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp7uqr/would_you_guys_find_this_tool_useful/pbt2y1e/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev can we actually run it ? i am dying to run opus in pi since forever. i got codex sub just so i can their models in pi.", "link": "https://twitter.com/2685094046/status/2102458590493806948"}, {"agent": "pi", "date": "2026-09-05", "source": "X", "community": "@pidotdev", "text": "@mrahmadawais hope the token‑usage metrics in the plan user dashboard could be displayed more clearly, similar to how opencodego presents them. also, could pi add the commandcode plan to the pi‑ai routing? that would make things much more convenient. thanks.@pidotdev", "link": "https://twitter.com/1871869440150962176/status/2096062027555025017"}]}, {"theme": "Rewind to checkpoint with code restore", "criterion": "ui.session_history", "authorWeeks": 5, "posts": 5, "examples": [{"agent": "pi", "date": "2026-09-26", "source": "X", "community": "@pidotdev", "text": "@pidotdev @pidotdev the ability to undo your code changes / updates when you move back with the /timeline feature pls 😃", "link": "https://twitter.com/1579853783290580993/status/2103793570155237673"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "i can't believe no major harness has adopted `/tree` from @pidotdev. some have forks, but man i miss `/tree` so much in codex and @chatgpt.\ni wish each message had a \"rollback\" button, which would summarize the tail of the chat up to the selected message.", "link": "https://twitter.com/15790969/status/2102812042272874506"}, {"agent": "pi", "date": "2026-09-09", "source": "X", "community": "@pidotdev", "text": "@pidotdev can you pls add easy way to restore checkpoint feature to go back in conversation and restart", "link": "https://twitter.com/2086150037726539776/status/2097709557414072689"}]}, {"theme": "Hosted cloud agent execution support", "criterion": "surfaces.cloud_sessions", "authorWeeks": 4, "posts": 6, "examples": [{"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev @mattlam_ @badlogicgames please, make this happen!", "link": "https://twitter.com/568738762/status/2102808779557675038"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@samuelvrablik @pidotdev @badlogicgames ye it's easy to build one for myself, but i want the same ux as cursor's where anyone can spin up cloud agents easily, adn the infra is managed for you. also many different cloud agents, that's the goal.", "link": "https://twitter.com/1689423238173007873/status/2102796386106487164"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev something like opencode go will be highly appreciated.", "link": "https://twitter.com/17648829/status/2102714998858600756"}]}, {"theme": "Local model support", "criterion": "setup.provider_byok_local", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev please make initial setup easier for vllm/sglang/llama.cpp! writing models.json by hand is a pain and the /login path for llama.cpp doesn't seem to work for me (and i end up using nano for models.json like a pleb)", "link": "https://twitter.com/50067714/status/2102622692637897183"}, {"agent": "pi", "date": "2026-09-11", "source": "Reddit", "community": "r/PiCodingAgent", "text": "similar question, the ui looks sleek, but looks it requires to select a supported provider. i run pi on local llm, so can’t use this?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcp3b7/supernova_a_minimal_opinionated_and_sleek/p93aa59/"}, {"agent": "pi", "date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "text": "this'll be great when there's a true local version.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pacrvb8/"}]}, {"theme": "Richer extensibility API", "criterion": "setup.extensions_mcp", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "pi", "date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "text": "giga bloat even with system prompt off\nno way to trim down tool output or set limits unless u waste a ton of tokens making a wrapper\nno custom extensions etc", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgm7ya/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev let me override more of `pi` 👀\ni want to be able to take ownership of the message parsing / handling directly at the response or websocket layer.\nlet me own the session storage.\nlet me change how messages are ordered.", "link": "https://twitter.com/849247899770925057/status/2102420812028633454"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev just keep it simple and make it so adding new functionality is also dead simple\nmore api access to the internals. tried writing ohmypi time travel rules and pi doesn't allow 100% reproduction", "link": "https://twitter.com/18738053/status/2102406817233989777"}]}, {"theme": "Route only at first turn or manual trigger", "criterion": "models.routing_auto", "authorWeeks": 3, "posts": 6, "examples": [{"agent": "pi", "date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "text": "of course i know that. that's why you'd want the power to manually switch, and to signal when a manual switch might be prudent.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlczow/i_think_i_found_the_best_use_case_for_jev_and_pi/paz5xwx/"}, {"agent": "pi", "date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "text": "> skills hook. after each user message, determine which new skills should be loaded. this would replace current skill functionality. you could have a huge skill index without polluting llm context.\nthis sounds like a good use of the local laya model. or some sort of tools suggestion\nat the very least just a suggestion engine (i don't want anything routing or breaking context without my perm)", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlczow/i_think_i_found_the_best_use_case_for_jev_and_pi/payss4m/"}]}, {"theme": "Agent teams with assignable roles", "criterion": "work.multi_agent_orchestration", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "pi", "date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "text": "use it once and given up. it can not work like build up an agent teams and let different session collobration together.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wogo23/has_anyone_tried_piintercom/pbxuqz1/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev @indydevdan composable ai developer workflows with custom pi agents.\nmaybe some \"primitive\" agents that can be built into pi agent teams, particularly for sdlc workflows", "link": "https://twitter.com/2758152969/status/2102415098987888922"}, {"agent": "pi", "date": "2026-09-03", "source": "Reddit", "community": "r/PiCodingAgent", "text": "i'm struggling to get started with pi. today i use omp, it's really great, but i don't know exactly what i need and my needings, but deffinitely i need the subagents and model roles.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w593fd/i_benchmarked_pi_against_its_own_fork_omp_more/p7jr8ql/"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 256, "negative": 97, "positiveShare": 72.5, "ci95": [67.6, 76.9]}, {"week": "2026-09-07", "positive": 200, "negative": 111, "positiveShare": 64.3, "ci95": [58.8, 69.4]}, {"week": "2026-09-14", "positive": 253, "negative": 125, "positiveShare": 66.9, "ci95": [62.0, 71.5]}, {"week": "2026-09-21", "positive": 225, "negative": 153, "positiveShare": 59.5, "ci95": [54.5, 64.4]}]}, {"id": "copilot", "name": "GitHub Copilot", "maker": "GitHub", "facts": {"version": "Multi-model agent mode; usage-based AI Credits billing since 2026-06-01", "released": "Usage-based billing: 2026-06-01", "price": "Free, Pro $10/user/mo ($15 credits), Pro+ $39/user/mo ($70 credits), Max $100/user/mo ($200 credits); Business $19/seat/mo, Enterprise $39/seat/mo", "model": "Multi-model router including Claude Opus and GPT models", "surface": "IDE (VS Code, JetBrains), GitHub.com"}, "sources": [{"channel": "Reddit", "selector": "r/GithubCopilot", "posts": 2399}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 498}, {"channel": "X", "selector": "@GitHubCopilot", "posts": 172}], "records": 3069, "judgingPosts": 1349, "authors": 1569, "authorWeeks": 1900, "reach": {"shareOfVoice": 1.59, "value": 0.348}, "regard": {"positiveAuthorWeeks": 317, "negativeAuthorWeeks": 594, "rawPositiveShare": 34.8, "rawCi95": [31.8, 37.9], "value": 0.532, "ci95": [0.513, 0.551]}, "score": {"value": 43.0, "ci95": [42.2, 43.7]}, "ranking": {"rank": 8, "rankRange": [8, 10]}, "criteria": {"paying": {"praise": 117, "complaint": 270, "n": 387, "praiseShare": 30.2, "ci95": [25.9, 35.0], "regard": 0.568, "regardCi95": [0.529, 0.606], "salience": 42.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "get a claude or chatgpt pro sub then proxy it into copilot via byok to use the harness. \ni keep a copilot sub also for adversarial review (like pair gpt with a claude to argue), copilot code review on prs, and overages.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9tpgy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i just found i have access to gpt 6 luna with copilot pro... i'm reading good things about luna. is it maybe what i am looking for? is it close to sonnet 5? it's quite cheap... cheaper and stronger than gpt 5.4 mini, which is what i've been using instead of sonnet 5 to save a lil money.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9vqve/"}, {"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "thanks @githubcopilot for the $210 bonus credit 🙏\nwe're putting all of it to work before it expires on 30 sept: security hardening, clearing our pr backlog, more test coverage, and moving always-on jobs to our own dgx.\nfree credit → reviewed code on main. good deal.\n#githubcopilot #dwsiq", "link": "https://twitter.com/14186604/status/2104070558862213517"}, {"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "lol, that feature alone just cost $6 🤑 with @githubcopilot and @anthropicai claude fable 5. took about 5 minutes. no way for a human to beat it. <strict_link>", "link": "https://twitter.com/22220922/status/2104250323133202563"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "tl;dr: currently, there're no usecases left for any gpt models, as opus 5.5 covers all bases (apart from image generation).\nlong read: \ni was never a claude fan, and been using gpt almost exclusively since gpt 5 release, but with opus 5.5 it's game over for gpt.. i mean it is really hard to imagine what else to want from a model, and i personally have to prompt often and test results really fast to even be able to hit my 5hr limits on $21 claude plan. opus 5.5 is a totaly unexpected generational leap, similar to what we wintessed when gpt 5 and gemini 3 were released. i distinctly remember how i just stopped worrying about typos, swallowed comments, missed milestones etc. when gpt 5 was rele", "link": "https://www.reddit.com/r/codex/comments/1wrip01/astra_as_planning_opus_55_implementation_and/pccw6cn/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "cc, codex, cursor, grok is cheaper than copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca2jp9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "with opus 5.5 out now and sonnet 5.5 and haiku 5.5 not far behind, a claude pro subscription is way better value. not to mention the claude code plugin in vs code is faster and less buggy than github copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbmqn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "if you can use a pro sub from anthropic or openai that's clearly the best value.\nthe terms are basically identical to the business one you just need to turn off the training option.\n(depending on your company culture this can be a easy sell or essentially impossible)\nif you can't try and use a business account. \nfailing that you can look at enterprise accounts, but the pricing is more opaque.\n the only reason to be using copilot is if you're a large enterprise stuck on it.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbsukq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "like shit. using 5.6. sol 6 was stuck in a loop and burned 90eur switching between the two exact solutions without stopping", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pccijxn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i switched to codex and it seems to get me many times farther. they kind of obscure how much usage you’re really getting, but $100/mo with codex gets me waaaaay more than $200/mo with copilot, not to mention that gpt 6 is on the pareto frontier anyway", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcf7r1z/"}]}}, "setup": {"praise": 47, "complaint": 59, "n": 106, "praiseShare": 44.3, "ci95": [35.2, 53.8], "regard": 0.507, "regardCi95": [0.473, 0.544], "salience": 11.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@behaviourtree @code @githubcopilot they invest a lot in byok\nsuggest you open an issue in github if u r still having problems with this", "link": "https://twitter.com/36475277/status/2103855607895998585"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i just don’t get the whole “code in the terminal” thing. lots of people apparently like it, but it seems archaic to me. like the coding equivalent of minecraft. for me, as a hobbyist, i am happy with vs code + copilot (no longer requires account) + model running on omlx on my mac studio. sandboxing with rootless podman + dev container. also use sonarqube for linting / safety net.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wq9ivr/what_ide_to_use_for_local_models/pc6ok6e/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "this is not true. i have tools and plugins that come from the c# dev kit in my copilot harness tools. using pre release and insider btw.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pby1bzg/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "yeah, extension tools should appear in the tools page in customizations. it's working for me.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pc0jt01/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "the only thing i miss compared to the copilot extension is the integrated tools, browser, and ''click to install'' features that vscode is providing more and more. \nthere is still an option to add opencode go to the copilot extension, but it's not that perfect. it works, but openchamber seems to consume less tokens and manage the context and cache hit a bit better.", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pbzdp4z/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "with opus 5.5 out now and sonnet 5.5 and haiku 5.5 not far behind, a claude pro subscription is way better value. not to mention the claude code plugin in vs code is faster and less buggy than github copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbmqn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "this is the hell if you are using different ide’s \nsee this blog: \n<strict_link>", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcc5yu2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "just use .agents/ and configure vscode. it's stupid to have different structure for different editors", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pccqav0/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "the documentation on how github copilot handles these in context instructions, and how it handles compaction cycles, is hot garbage ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcgu92v/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "not sure if it’s just me but i find vs code so frustrating to use compared to codex or claude code. doesn’t matter which agent, they always stop for some dumb reason and say yeah you’re right i stopped for no reason. never have that issue with codex or claude code.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowuzs/copilot_uses_apply_patch_idiosyncracy_that_fails/pc7dwsv/"}]}}, "models": {"praise": 49, "complaint": 98, "n": 147, "praiseShare": 33.3, "ci95": [26.2, 41.3], "regard": 0.548, "regardCi95": [0.509, 0.586], "salience": 16.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i just found i have access to gpt 6 luna with copilot pro... i'm reading good things about luna. is it maybe what i am looking for? is it close to sonnet 5? it's quite cheap... cheaper and stronger than gpt 5.4 mini, which is what i've been using instead of sonnet 5 to save a lil money.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9vqve/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "sonnet 5 kinda sucks, honestly. opus is a beast, but the low/mid tier models have gotten really good lately. . . except with anthropic/claude. haiku is basically garbage compared to the competition (gemini 3.8 flash, gpt luna (xhigh)), and even sonnet struggles in most cases compared to them, while also being a good bit more expensive.\ngh copilot is great for having access to multiple models. at this point, the only claude model worth touching is opus 5.5, and even then gpt sol is often a better choice (almost as smart, still a decent bit cheaper).", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcehg00/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the real pros are on the control side. hooks (pretooluse, posttooluse, stop) run shell commands around every tool call, so blocking edits to protected paths or formatting after each change is enforced policy, not a polite request in a prompt. subagents in .claude/agents run a task in a separate context window with their own tool allowlist, so big refactors stop polluting the main session. the setup travels with the repo, claude.md plus slash commands in .claude/, a new dev clones and gets the same agent behavior. for enterprise it can target bedrock or vertex instead of the public api, which sometimes helps with procurement. your multi-model point is fair though, you only get opus/sonnet/hai", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgtzy/comparison_with_copilot_cli/pcccy5f/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "company is asking to choose between copilot cli and claude code (enterprise level). they are leaning towards copilot.\ni've been using copilot cli since the beginning of year and only recently got a claude license which i didn't have time to test thoroughly yet. both are very capable and i can't find a clear winner, except:\n\\- big pro for copilot: access to other models\nany pros for claude that are worth considering?\ni can't find any in-depth comparison that is not older that 2 months. and both are evolving fast. all i can find is: claude is better. well... why?\nps: none of the enterprise plans have a way to quick share tokens with colleagues (e.g. send me this ammount this month, i'll send y", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgtzy/comparison_with_copilot_cli/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "about 6 months ago our company released to copilot that could use chatgpt or claude. i was a part of the pilot group and it was a complete game changer.\nabout 6 weeks ago i got access to codex. this has been another level up, but it’s also introduced new complications.\ni can only access claude via copilot unfortunately. i’ve always liked claude more than chatgpt. but chatgpt/codex is a great consolation prize", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc47jmf/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "very frustrating, i'm a light user who occasionally want s to use a more capable model. it seems to me that pro plan users are effectively being handed a capability downgrade when terra 5.6 is withdrawn.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowlux/gpt_6_sol_not_available_on_pro_plan/pcdzoc4/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "claude code and codex are where i’ve landed for most real work. copilot feels less essential than it did a year ago.\nthe bigger improvement for larger codebases wasn’t switching models though. it was giving the agent a way to look up our own systems instead of trying to infer everything from the repo. we use port.io for that over mcp; backstage can play a similar role. model quality is getting pretty close. the bigger difference now is how much of your environment the agent can actually see.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1u95cce/which_ai_coding_assistant_are_developers_actually/pc3pg02/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "5.6 max is better by far at tool use, 6 max thinks way too much on how to perform a skill differently than the instructions state, struggles mightily and eventually fails.\nit seems about the same with writing code, but i need my agents to be able to read figma designs and test uis with playwright, so poor tool use is a show stopper, even if 6 is half the price.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc3x681/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i had a problem the other week where despite 5.6 luna being the only model enabled in settings, 5.6 luna was delegating tasks to sub-agents on expensive models such as sonnet 5 for basic tasks which burned credits. i'd check to make sure another model isn't being used somewhere you're not aware of. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc4mu1j/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "gpt 6 luna is worst than 5.6 for coding, becarefull to adjust your model when necesarry \n<strict_link>", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc4rmf2/"}]}}, "context": {"praise": 22, "complaint": 31, "n": 53, "praiseShare": 41.5, "ci95": [29.3, 54.9], "regard": 0.513, "regardCi95": [0.484, 0.543], "salience": 5.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i would have all of the instructions in .github/copilot-instructions.md and in the .github/instructions/\\*.instructions.md.\ndo not put in an instruction to read another file. it causes a round trip and it means the llm will start solving the problem before the right instructions are injected which means the solution is anchored before instructions.\nalso those instructions are amazing and something most other systems don't have anything close to as good for. it is one of the reasons that codex feels like a toy. those instructions resolve before the llm starts working on a solution. that is incredibly powerful.\nimagine you have an instruction part. the first say if you want to work with librar", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcgdoal/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "permanent sources of truth for different pieces. for work i use these models through github copilot and all the major decisions and testing procedures get recorded in separate places. including what needs to stay immutable between releases, for example a performance db acting as a reference. \ni don’t know how good codex is at doing all this since i do the bulk of the work in github copilot. that really helps a lot with organising things.", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wqg5xx/how_do_you_keep_long_chatgpt_projects_from/pc3yzjq/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i generally agree that a good developer would code review something like this. but not necessarily by reading every line. we in fact also didn’t read every line before ai. \nthat being said i don’t think giving someone a code review in a short interview is a good idea unless it’s reasonably simple because that requires context. it would be better as a take home although i don’t know if those still exist. \nreal life that code review is somehow ai assisted. i’m right now working on a pretty complex project where we review everything. but every one of us is using ai in that review process. we all do it differently and manually read the code a different amount \ni use an adversarial review pipelin", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc7pcqf/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "it is a random benchmark by a random person and doesn't really mean anything. from my experience, copilot is top notch. better results and less token usage than pi due to codebase indexing and faster searches", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnyinf/cross_harness_benchmark_and_copilot_is_behind/pbqcdk0/"}, {"date": "2026-09-23", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@arya_at1 @githubcopilot @github this is such a clean example of how to actually use agents well. the brief was tight and full of constraints instead of open-ended.", "link": "https://twitter.com/1583159673728864256/status/2102810895340711975"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "why would you wanna use copilot harness? it keeps making mistakes, ignore instructions and repeatedly fails read/write ops. another person in this sub posted benchmarks that put it lower than other harnesses like pi/ds/codex", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca0pix/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "the documentation on how github copilot handles these in context instructions, and how it handles compaction cycles, is hot garbage ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcgu92v/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "tried instruction files for the style stuff. they drift after a few weeks. switched to a hard rule in the skill file that the snippet has to compile or it gets rejected on the spot. cuts down on garbage faster than waiting for the model to self correct", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp26zj/copilot_worth_it_for_tutorial_writers_or_just_a/pc7faio/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "you find? especially at larger contexts i find it going off track pretty quickly. and maybe 6 is a little worse than 5.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pbvgkhb/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i used to think so when compaction sucked and short lived sessions was a best practice.\ni have to fulfill my purpose so i can go away!\nexistence is pain!\nand now this is going to be in my head all day... omg 9 years ago.. <strict_link>\n", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq0nsb/does_mr_meeseeks_represent_ai/pc00e6i/"}]}}, "work": {"praise": 110, "complaint": 134, "n": 244, "praiseShare": 45.1, "ci95": [39.0, 51.4], "regard": 0.495, "regardCi95": [0.459, 0.533], "salience": 26.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i spent time months ago building up agents and skills that make all of that a non-issue. entire github flow in one place with great orchestration.\ni don't care what any benchmarks of the day say for harness or model. only care about the evals with my system.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca145m/"}, {"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "thank you @githubcopilot copilot. you are amazing with the new gpt-6 models. about 100 prs solved, 5 very difficult issues, and 250 dependabot alerts. <strict_link>", "link": "https://twitter.com/14186604/status/2104256846811021369"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i concur, luna 5.6 is an amazing model, and basically free. at work, i have only 100$ monthly limit in copilot, which is not much at api prices, and because of that, i need to be really cost-conscious and can't just vibecode yolo with expensive models. i use luna a lot (mostly on high), and it is yet to fail me, my coworkers share the same opinion. i can't say much about luna 6 since i did not have enough time with it to form an opinion. luna is not a vibecoding model, you need to know what you are doing with it, but in the hands of someone who knows how to code and knows its limitations and how to use it, it is an excellent model. ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pcdh0ht/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "explains why i can get copilot to help with my short game.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq0nsb/does_mr_meeseeks_represent_ai/pc3q0ud/"}, {"date": "2026-09-26", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "so jorge 🇲🇽 pushed me to clean my laptop myself. i removed the ubuntu dual-boot using my @githubcopilot student subscription, which provides free gpt-5.6-luna. i just followed instructions and didn't use my brain at all. i have done it before, so i knew all the commands were kinda right. i am not validating things i already know. i have shifted my trust to agent. it was 100% accurate, although i got stuck in a boot loop, and i got scared that agent fucked up, and i promised myself never to trust agent again, but then @grok mobile helped me pick the right boot option. it was just a leftover grub entry lol. so it didn't remove my windows. let's go, agent. now i need to clean my laptop. so, i a", "link": "https://twitter.com/1434666751/status/2103756069809934725"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "like shit. using 5.6. sol 6 was stuck in a loop and burned 90eur switching between the two exact solutions without stopping", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pccijxn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i can't compare them. two weeks into copilot, work moved us to claude after all developers requested it. it was pretty crap, and always behind. we haven't tried the new usage billing.\ni was a huge claude advocate while using it on my personal accounts. as the other person mentioned, their hooks, environment, and their tooling is just amazing. \nbut at work, the claude token limits killed us. we liked the models better, but ended up going with grok. and the more i used grok, i realized how slow claude answers are.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgtzy/comparison_with_copilot_cli/pcgi328/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "they are not in the same class of capability. copilot is not a very good harness", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcd4mf5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "i think eventually, it can be created by a group of teachers and have them share with one another. my district is small like 23,000 students. we have a robust network between the campuses and when one of hears something like this , what will happen we will all learn, then organize and split the work.\nif anyone knows teachers, we are resourceful like no one else .\ni am also grateful ,cause our district just got us claude for us to experiment with . we have copilot but we struggle too much with it to make things, it's honestly infuriating", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wr268d/a_different_kind_of_opus_55_video_prompt/pcahycz/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "mostly written walkthroughs with code snippets. by debugging i mean copilot sometimes suggests code that looks fine at first but has a subtle issue, so i end up chasing that down before i can use it in the tutorial.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp26zj/copilot_worth_it_for_tutorial_writers_or_just_a/pc58dg2/"}]}}, "checking": {"praise": 16, "complaint": 17, "n": 33, "praiseShare": 48.5, "ci95": [32.5, 64.8], "regard": 0.509, "regardCi95": [0.486, 0.533], "salience": 3.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "get a claude or chatgpt pro sub then proxy it into copilot via byok to use the harness. \ni keep a copilot sub also for adversarial review (like pair gpt with a claude to argue), copilot code review on prs, and overages.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9tpgy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i don't know about you, but my ape brain couldn't for the life of me review any pr with even close to the depth and thoroughness of the team of claude, codex, copilot and deepseek agents that i use for my work projects.\nso the question is really: do you want code quality or do you want kabuki theater and the warm human feeling of \"being in control\"?\ncoding is ~~largely~~ solved.", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc5d5jy/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "praise", "text": "creative ai usage\nwhat are some creative ways you use ai to complete work? in visual studio copilot i have an agent file where i add mistakes i make which were pointed out in pr comments. i find it's a big help to code review my work before making pull requests", "link": "https://www.reddit.com/r/cscareerquestions/comments/1woinjn/creative_ai_usage/"}, {"date": "2026-09-22", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "the issue was labeled good-first-task. it was not. a rate limiter on a public route used a global map, so two instances doubled the quota and one deploy wiped the counts. that is the job i gave @githubcopilot.\nnot autocomplete. the agent on the issue, in the same @github repo.\nbrief i left on the ticket:\nkeep the existing middleware\ndo not add redis\ndo not invent an api gateway\nstore hits per instance without lying across deploys\nadd a test that fails if two processes share a counter\nopen the pr when the test is green\nit read the issue, the middleware, and the flaky test. replaced the map with a file-backed counter that dies with the process on purpose — honest local limit, no fake cluster s", "link": "https://twitter.com/1989355273727967232/status/2102450302008095144"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "the prompt, tooling, and specifics of the github copilot code review aren't available publicly. i really like the code review myself so i hope they release a bit more about it in the future.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfzc2z/how_to_instruct_copilot_to_do_codereview_and/p9s3gjs/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it spent a turn for me explaining why it’s precious attempt failed because it made a mistake , believed its mistake and then produced crud - all from its own imagination - whilst a nice set piece on how hallucination works, i already knew that and resent paying for it", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc52y7n/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "we have supercov security check in [agents.md](<strict_link>) before commiting. usually takes <10s for full repo scan\nfor deps/mcps we use dependabot on prs but i dont like it. agree that agents need verification and pr stage is too late", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wprq7d/best_application_security_tools_for_ai_generated/pc20ewi/"}, {"date": "2026-09-25", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "alright, looking for a replacement for @githubcopilot reviews. what's the best ai pr review software nowadays? \n@coderabbitai , @greptile , @cubic_dev_ , @claudeai pr reviews / or @cursor_ai bugbot?", "link": "https://twitter.com/4279716508/status/2103294237525848323"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "local. not having the ability to approve the changed files is unacceptable. if i need to do something across multiple repos, i use the github copilot app", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvangl/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "something similar can happen with code reviews, too. after enough cycles, a reviewer agent (whether that's copilot running remotely on github pull requests or a claude agent) will start to find problems like: \n_if a user submits an upload at 2:46am on the first tuesday in a calendar month with two full moons during the year 2246, then this list will contain only one entry, but the internal logs unconditionally use the plural \"entries\"._\nthen claude will see the review and decide that addressing this problem is worth a complete refactor of three classes to enable correct numbering in the logs, plus six new unit tests and a 30-line comment in each file it touched. that will spark a new review,", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wohqnu/endless_slicing/pbnen3c/"}]}}, "interface": {"praise": 11, "complaint": 29, "n": 40, "praiseShare": 27.5, "ci95": [16.1, 42.8], "regard": 0.481, "regardCi95": [0.456, 0.507], "salience": 4.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "where is that post? i'm using copilot, codex and claude code and overall, i like copilot the most for many reasons. one reason being that you can see what's sent to the model, so that your instructions are actually included, for example...", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcct3o8/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i think the real advantage is sessions do not end when you quit vs code.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbup51t/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "for now i'm using local harness with autopilot, because the copilot harness with \"assisted permissions\" was eating my tokens like crazy (the same model, the same kind of tasks). \nalthough i liked the copilot harness because i could remotely control it from github app on the phone ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbv9wik/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "you don’t have a build pipeline that deploys the server? you should be able to code both locally and just have the ai commit/deploy the web server and wait until it’s deployed to run tests.\nask it to setup a github action that deploys the server. or scripting if it’s a local server.\nalso the cloud github copilot can easily run tools like playwright which is like running a command line chrome to run and verify websites.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wo80xe/how_to_pair_two_copilots_working_on_different/pbkrz35/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "re-edit messages: nice, i wanted this", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmfcx7/github_copilot_for_jetbrains_v118_updates/pbe8hu3/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "yea, none of these solutions worked for me either. if i type chat: open chat(ask), it does appear that \"ask\" mode shows up. but it doesnt stay in the set of selections. when i click on ask all i see is \"agent\" and \"configure custom agent\". i tried logging out and back into github as well.\nadditionally, even when in \"ask\" mode the model seems to have the ability to take actions. \nis it possible this was an update that eliminated the need to select mode at all?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1txrlkk/missing_ask_and_plan_agent_modes_in_the_new_vs/pbzc2x1/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "additional question: why didn't you reuse the icon inside the chat input box for tools? opening the customization editor to select tools is not better imo.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbzx07c/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "fifteen prs waiting for my review had become a normal morning.\ndelegating to claude code helped, but i still had to start each review manually. having agents post directly to github created another problem: comments i hadn't checked became someone else's work to deal with.\nso i built cerber.\nit watches github for prs requesting your review, runs claude code over them, and prepares drafts in a local web ui. you get a summary, a walkthrough of the changes, and proposed inline comments.\nyou can discuss a finding with the agent, rewrite it or delete it, then send the review under your own account.\na few implementation details:\n\\- it runs through your existing claude code cli login.\n\\- drafts and", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp0zkk/i_built_a_claude_code_review_inbox_for_the_prs/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "the plugin has a really useful feature that tells you which models are deprecated… it’s usefulness is somewhat spoiled by the fact that the info it pulls is often many days behind the official announcement. recently most of the remaining gpt models on the annual plan were deprecated and this is still not reflected in the ui.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmfcx7/github_copilot_for_jetbrains_v118_updates/pbjxx16/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i am looking for a way to use remote copilot from my primary local copilot.\ni have two repositories - web app and tests. web app is on a remote server (it can not run locally) and tests must be local on desktop (use chrome etc).\nwhen i work with tests in one vscode copilot i can get a state when \"test is fine, web app must be fixed\". at this moment i have to change to other vscode session connected to remote server and ask to fix.\nbut i would like to do everything from a sing vscode. i would like to se a local tests code a a folder and in same workspace a remote folder for web app and allow copilot to modify the remote code and run some cli commands etc.\nis it possible? is there some existin", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wo80xe/how_to_pair_two_copilots_working_on_different/"}]}}, "reliability": {"praise": 20, "complaint": 48, "n": 68, "praiseShare": 29.4, "ci95": [19.9, 41.1], "regard": 0.539, "regardCi95": [0.498, 0.578], "salience": 7.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "most likely it launched subagents on a different, more expensive model (luna 5.6 often called gemini on my system).\nnewer vscode/luna fixed that problem. in the meantime, you can disable subagents.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc5o1hu/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "also incase you're interested in the background and how the slop progresses and hardens into slightly less slop.\nsorry for the spam, last response i swear :) \n \n\\`\\`\\` \nit's the fix-tool-arg-coercion lane's own reproduction of the bug, the failing test it writes first, not an old warning we ignored. the other read failures in the logs are deliberate error-path tests (for example path: \\[\\]).\nrca-ca from the logs:\n\\- our own pig sessions: about 4,600 sessions, with \\~27,000 model turns, every one through github copilot (gpt and claude models), plus scripted test models. none hit this bug. copilot's models leave unused optional fields out of tool calls entirely. they never send \"offset\": null ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9j62b/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "haiku is still fast. for quick inline edits it is still the fastest model.\nthat said, luna is close. maybe 6.0 luna will be even better? not sure, not enabled yet -.-", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbq7ox1/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "speed is irrelevant to me, i always have 5-6 sessions opened at any point in time. if anything if they are slow it give some more room to breathe", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbqi9zy/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "haiku is 10x the price of luna and way worse. put luna on low thinking if you just need an line edit, it will be equally fast. on openrouter, their recorded throughput is roughly the same.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbqzq48/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "why would you wanna use copilot harness? it keeps making mistakes, ignore instructions and repeatedly fails read/write ops. another person in this sub posted benchmarks that put it lower than other harnesses like pi/ds/codex", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca0pix/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/OpenAI", "polarity": "complaint", "text": "open your excel workbook, goto the data tab on your toolbar ribbon, click sort, pick the column you want to sort by, click ok. you're done. \nwith a tiny bit of practice (like once or twice) you can do that faster before most folks can even issue a prompt to copilot to do it for you. and from previous experience i can tell you with 100% confidence, that even the most fumble fingered excel user can do all that before copilot will deign to provide an answer. \nuse ai to elevate your game, not replace your brain.", "link": "https://www.reddit.com/r/OpenAI/comments/1wr8r6g/gpt6luna_comes_out_on_top_in_puppy_kill_bench/pcgywmc/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i’m really new, so bear with me being perhaps a noob. i’ve got github copilot + and visual studio on a macbook that seems to get stuck on “run in terminal” \ni used it before for a few months so not expert but not totally new and this is first time it’s getting that problem \nit has run and done similar projects to what i’m doing now before i think but maybe i changed something \ni see some activity definitely when i run top bash command\ni’ve tried various coding agents like claude, gpt, and more -same issue \nand i’ve tried asking them for various solutions ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr56qh/stuck_on_run_in_terminal/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it's crazy buggy. even the integration with vscode is worse.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvujk7/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "has been happening all day to me running claude in the vscode agent window.... and i was so happy to just have found the agent window functionality :( any issue created yet in github one can follow?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1usonz3/vscode_agents_window_seems_to_get_stuck/pbyusn8/"}]}}, "account": {"praise": 7, "complaint": 31, "n": 38, "praiseShare": 18.4, "ci95": [9.2, 33.4], "regard": 0.523, "regardCi95": [0.481, 0.568], "salience": 4.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "claude team/enterprise plans do not train on your data, free plans and single user plans do unless you go in and turn it off.\ncopilot paid subscriptions in an ms tenant, all data remains in your tenant and there is no external training on data entered.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc0w1cz/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "this is a pro of copilot paid in an ms tenant, the basics are there, yes, you can pay more for agent controls and such, but at least with paid copilot the data is in your tenant so to speak and for most people, its integration just works and makes it easy, vs people having to open claude, or install the claude office addons", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc0wesd/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "the support team finally reached out to me and activated my licences", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w9k0ag/github_support_not_responding_to_copilot/pbhxdzi/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "certainly not training; i never read the exact rules but i think stuff is mostly not retained at all. even chats on github.com vanish pretty fast", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wngaav/claude_opus_55_is_now_available_in_github_copilot/pbn1jv4/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "we have a security policy so we can’t use anything where they train using our data. thus we are stuck w github copilot", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnn5l2/openai_reduces_api_price_by_50/pbnqib5/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/artificial", "polarity": "complaint", "text": "those of us who use office 365 already have copilot sniffing our mail, calendar, and other stuff. this is kinda expected.", "link": "https://www.reddit.com/r/artificial/comments/1wquwvv/34_million_people_just_handed_meta_an_agent_with/pceovsk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/artificial", "polarity": "complaint", "text": "true, and at work it's not even your choice, your employer signed for copilot. that's kind of the point though: your work mail is your employer's. your whatsapp with your dad, your photos, your doctor's texts are not, and that's what muse and instinct are asking for. i'm fine with the office being surveilled by microsoft, i'm not fine extending that to the rest of my life just because it's \"kinda expected\" now.", "link": "https://www.reddit.com/r/artificial/comments/1wquwvv/34_million_people_just_handed_meta_an_agent_with/pceueh4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "complaint", "text": "my company fed the entire organizations teams chats into copilot, and enabled teams compliance recording so even 1:1 meetings are captured and fed into the beast.\nbeing “the guy” who knows a thing about a thing is a rapidly eroding moat ", "link": "https://www.reddit.com/r/cscareerquestions/comments/1wrteka/why_do_you_think_ai_wouldnt_be_able_to_do_high/pcfkizb/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "unlike enterprise they do not have an actual zdr though.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnn5l2/openai_reduces_api_price_by_50/pbtxqp8/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "fable doesn't have the same data retention rules as any of the other ghcp models\nall data you send is retained by either microsoft or anthropic (not sure which off the top of my head) for some level of training or validation.\nthis is it what most github admins expect when dealing with ghcp so it gets left disabled. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wngaav/claude_opus_55_is_now_available_in_github_copilot/pbg9l3k/"}]}}, "limits.plan_value": {"praise": 91, "complaint": 129, "n": 220, "praiseShare": 41.4, "ci95": [35.1, 48.0], "regard": 0.521, "regardCi95": [0.483, 0.558], "salience": 24.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i just found i have access to gpt 6 luna with copilot pro... i'm reading good things about luna. is it maybe what i am looking for? is it close to sonnet 5? it's quite cheap... cheaper and stronger than gpt 5.4 mini, which is what i've been using instead of sonnet 5 to save a lil money.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9vqve/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "tl;dr: currently, there're no usecases left for any gpt models, as opus 5.5 covers all bases (apart from image generation).\nlong read: \ni was never a claude fan, and been using gpt almost exclusively since gpt 5 release, but with opus 5.5 it's game over for gpt.. i mean it is really hard to imagine what else to want from a model, and i personally have to prompt often and test results really fast to even be able to hit my 5hr limits on $21 claude ", "link": "https://www.reddit.com/r/codex/comments/1wrip01/astra_as_planning_opus_55_implementation_and/pccw6cn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "except this time difference is that much obvious. was never a claude fan, and been using gpt almost exclusively since gpt 5 release, but with opus 5.5 it's game over for gpt.. i mean it is really hard to imagine what else to want from a model, and i personally have to prompt often and test results really fast to even be able to hit my 5hr limits on $21 claude plan. 5.5 is a totaly unexpected generational leap, similar to what we wintessed when gp", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pccye62/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "cc, codex, cursor, grok is cheaper than copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca2jp9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "with opus 5.5 out now and sonnet 5.5 and haiku 5.5 not far behind, a claude pro subscription is way better value. not to mention the claude code plugin in vs code is faster and less buggy than github copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbmqn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "if you can use a pro sub from anthropic or openai that's clearly the best value.\nthe terms are basically identical to the business one you just need to turn off the training option.\n(depending on your company culture this can be a easy sell or essentially impossible)\nif you can't try and use a business account. \nfailing that you can look at enterprise accounts, but the pricing is more opaque.\n the only reason to be using copilot is if you're a la", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbsukq/"}]}}, "limits.window_interrupts_work": {"praise": 1, "complaint": 4, "n": 5, "praiseShare": 20.0, "ci95": [3.6, 62.4], "regard": 0.504, "regardCi95": [0.49, 0.525], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i’m using luna 6 and it’s doing a great, it reasons on par with 5.4 x-high but is the best for long runner sessions. i had it working for nearly 12 out of the 24 hours yesterday and never hit my 5 hour limit. i only have 26 percent of my weekly usage remaining. great value for 20 bucks ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pbyrf4r/"}], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "for coding agents specifically, look into codeium/windsurf or [continue.dev](http://continue.dev) with a pay-as-you-go api key (deepseek or qwen models are dirt cheap and handle multi-file context fine). cursor's usage-based plan is also solid if you're doing heavy agentic stuff since it won't nuke you with rate limits like copilot does.\n \nrandom side note, if you ever need video gen tools for demos or side projects, [<strict_link> runs wan 3.0 w", "link": "https://www.reddit.com/r/GithubCopilot/comments/1u348y3/best_cheaper_alternatives_to_github_copilot_for/p9vkwxk/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "no, in visual studio code there was a 30% discount on 5.6 sol last week, which was available until september 13th.\ni used that offer. before that, i had been using opus 4.8 the entire time.\nsince then, i’ve been having the problem that i’m rate limited in vs code, regardless of which model i use - even with the free models.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfzfc0/github_copilot_rate_limited/p9qaoui/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "didn't work either. tried it right now and it is working again. i don't know what happened there and why my sessions were rate limited all the time.. maybe support will tell me.. \n!solved", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfzfc0/github_copilot_rate_limited/p9t9ozt/"}]}}, "limits.burn_rate": {"praise": 22, "complaint": 84, "n": 106, "praiseShare": 20.8, "ci95": [14.1, 29.4], "regard": 0.53, "regardCi95": [0.479, 0.575], "salience": 11.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "lol, that feature alone just cost $6 🤑 with @githubcopilot and @anthropicai claude fable 5. took about 5 minutes. no way for a human to beat it. <strict_link>", "link": "https://twitter.com/22220922/status/2104250323133202563"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "my own eval (trading related) it did worse than 5.6luna (both max). it seems to use a lot less tokens compared to any 5.6 model though.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pbymohy/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "it really depends on a lot of factors but no i was using it all day and most of my requests were in the 1 credit or less range.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc0qqrv/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "like shit. using 5.6. sol 6 was stuck in a loop and burned 90eur switching between the two exact solutions without stopping", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pccijxn/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "glad youuu got it sorted, because random credit spikes like that usually just mean a sneaky copilot update started attaching wayyy more of your workspace files as context by default....", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc3m7s7/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i had a problem the other week where despite 5.6 luna being the only model enabled in settings, 5.6 luna was delegating tasks to sub-agents on expensive models such as sonnet 5 for basic tasks which burned credits. i'd check to make sure another model isn't being used somewhere you're not aware of. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc4mu1j/"}]}}, "limits.allowance_change": {"praise": 3, "complaint": 40, "n": 43, "praiseShare": 7.0, "ci95": [2.4, 18.6], "regard": 0.513, "regardCi95": [0.452, 0.575], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "thanks @githubcopilot for the $210 bonus credit 🙏\nwe're putting all of it to work before it expires on 30 sept: security hardening, clearing our pr backlog, more test coverage, and moving always-on jobs to our own dgx.\nfree credit → reviewed code on main. good deal.\n#githubcopilot #dwsiq", "link": "https://twitter.com/14186604/status/2104070558862213517"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "we had 1900, now they raised it to <zip_code>. sigh why is my company so cheap with this stuff", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmy8h8/enterprise_ghcp_ai_credit_limits_is_100k_a_lot/pbdw0ga/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "we have 10k, i mean it’s fine with luna but luna is kinda meh for larger planning. at least better than 1900 which we had for the summer lol", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmy8h8/enterprise_ghcp_ai_credit_limits_is_100k_a_lot/pbdwho7/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i have been using copilot pro for a couple years now and love it. however, since the ai honeymoon ended in recent months and the price has increased many-fold, i am wondering if anyone has switched from copilot to something cheaper but just as strong? i want models equal or stronger than claude sonnet 5. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "always been a longtime codex user. switched to it after github copilot changed from a requests based model to a usage model as i was always under the impression openai had the more generous plans/limits. never tried claude/cc until today.\nover the last few weeks, noticing limits on my plus plan becoming increasingly reduced. have thrown a problem at astra on extra high for maybe 6 or 7 5hr sessions over the last 2 days; with 1 banked reset used s", "link": "https://www.reddit.com/r/codex/comments/1wre9dq/codex_usage_vs_claude/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "codex has gone the same path as copilot. \neffective prices went up by a few magnitudes.\nthe time to switch is rapidly approaching, actually it's already there.\ngenerally the customers, we, must start looking for providers that are not hostile against us. \nopenai, anthropic and musk are all extremely hostile toward open source ai - they fund the ai-fear lobby with hundreds of millions in marketing spending. they speak at the un and hold fishy inte", "link": "https://www.reddit.com/r/codex/comments/1wpspww/gpt6_astra_seems_unusable_due_to_token_burn_gpt6/pbygwob/"}]}}, "limits.reset_schedule": {"praise": 2, "complaint": 9, "n": 11, "praiseShare": 18.2, "ci95": [5.1, 47.7], "regard": 0.501, "regardCi95": [0.484, 0.525], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-09", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "$20 for claude and $20 for codex is working well for me. if i hit a 5 hour window i just switch to the other. i also like codex gives you quota resets every so often you can use as a get out of jail free card. if gives me some assurance that if i need it in a pinch i'll have it. plus also for codex, they'll let you use astra on the $20 plan (claude charges additional for fable on that tier, but opus is great also).", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wambt6/switched_to_claude_code/p8txpen/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "thanks from claude users for the reset!", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w7fror/gpt6_astra_is_generally_available_in_github/p7umz05/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "that’s nice. when are github going to start with resets though? seems a bit of a loser mentality to keep using github copilot while codex and claude uses are being handed freebies left and right.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnn5l2/openai_reduces_api_price_by_50/pbhplx6/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i still don't get why github arbitrarily decided that billing happens one or two weeks before the end of the month regardless of when you subscribe but tokens refresh on the 1st", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wlpgze/paid_a_monthly_subscription_that_only_lasted_5/pbc5mi9/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "very risky i have to say 🤪 considering that it happened at ~ 10 days in to this month", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wbdrap/for_those_using_astra_and_sol_daily_for_software/p9b0dso/"}]}}, "limits.usage_meter": {"praise": 2, "complaint": 9, "n": 11, "praiseShare": 18.2, "ci95": [5.1, 47.7], "regard": 0.526, "regardCi95": [0.485, 0.575], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "another bias opinion. copilot works great for many things, like any tool, it has its pro's and cons. if a company is a pure ms shop, copilot makes sense with its integration, sure claude has m365 connector but it is limited in the access it gives and now you need to add custom mcp servers to do more.\nif you are a pure coder and a good one, sure claude excels there, but for most, copilot paid and choose opus model will do most of what people need.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc0vf1c/"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "at work, i use copilot, and the model costs are always visible, but on pi, only the names are shown. so i created model-costs, a small extension that adds the /model-cost command:\n\\- input/output cost per 1 million tokens for each model, directly in the selector\n\\- context window, maximum output, cache read/write speeds, and price tiers\n\\- approximate search, so both /model-cost claude and /model-cost $0.00 work\n\\- current model prices always vis", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w65uyb/i_got_tired_of_not_knowing_what_a_model_costs/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i switched to codex and it seems to get me many times farther. they kind of obscure how much usage you’re really getting, but $100/mo with codex gets me waaaaay more than $200/mo with copilot, not to mention that gpt 6 is on the pareto frontier anyway", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcf7r1z/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i believe copilot app is bugged. ui shows 20 credits used, yet i lose hundreads. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc1hxi9/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "you get to explain why you used up the group allotment to a team at your company. i got an email saying that we had 75dollars of usage, github enable credits view and i supposedly have 300 dollars of usage a month. 1 month, just for the hell of it used claude for everything and ran my usage to 150, normally use 5.3 codex and barely run over 70-80 ususally", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wkdn9s/copilot_is_allowing_27_in_overage_despite_my/pati89v/"}]}}, "limits.prompt_cache": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.506, "regardCi95": [0.492, 0.524], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i'm not a big fan of planning and executing with different models. but i understand the benefits, sol is a bit smarter than luna max and you have the chance of reading and updating/discarding the plan before execution.\nanother alternative is to accept that the plan won't be perfect from the start, but you want to have an iteration fast, maybe while you work something in the background and then you can go all in with luna max. it also has the bene", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wml5js/im_overwhelmed_by_the_choice_in_models_but_also/pb8oack/"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "cost is lower than gpt-5.6 luna and terra. that will just burn tokens and run in circles; caching on gemini is much, much better.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6bfln/gemini_flash_38_in_github_copilot_soon/p7may3r/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "prompts caching in cc is only 5 minutes right? so i would say yes. \ngithub copilot it is 24h by the way.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w51gn6/would_i_save_on_usage_by_switching_to_a_cheaper/p7bpa9y/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "do you feel that you have to micro-manage the tool enablements often? my perspective is that users should not generally have to do this- tools can already be lazy-loaded by the harness, so the agent is better at dealing with lots of tools that it used to be. also, changing the enabled set of tools can break the prompt cache in a session, making that feature sort of a footgun.\n \nanother way to manage the set of tools in a session is by creating a ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pc043kk/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "but you are clearly ignoring the 1.25x cache write cost you have that wasn't there before. cost is still higher", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wk7lky/gpt_54_deprecation_will_legacy_yearly_subscribers/paqn25o/"}, {"date": "2026-09-06", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@catmanyau @githubcopilot define keep context\nit does keep your context of the conversation but it will switch the system prompt for this specific model and will full invalidate your cache \nyou should really think before changing models and u can use tools like rubber duck or creating sub agents to review", "link": "https://twitter.com/36475277/status/2096575808844206395"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 7, "n": 7, "praiseShare": 0.0, "ci95": [0.0, 35.4], "regard": 0.491, "regardCi95": [0.483, 0.497], "salience": 0.8, "receipts": {"praise": [{"date": "2026-08-31", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i'm going to see if it accepts opus or openai5.5\n<strict_link>\n \nedit: it accepted and went over-quota. processed the entire request.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w3lw6p/last_request_before_reset_tomorrow/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i want to keep using pi agent as my main coding interface, but i also want claude opus 5.5 to be the main agent/orchestrator, not just a sub-agent or reviewer.\ni use pi agent both at work and privately. privately, my setup is simple: pi agent + codex pro. at work, i had been using pi agent + github copilot, but copilot credit usage became too expensive, so we are moving toward subscription-based access instead.\ni now have a claude team premium se", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woy2wb/can_i_keep_pi_agent_while_using_claude_opus_as_my/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "in enterprise you cant use subs when your org is more than 200, so pay api costs.\nso you get these 50% reductions immediately as youre just paying the provider. \nenterprise capture is what theyre after - openai on a move against anthropic. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnn5l2/openai_reduces_api_price_by_50/pbifhe2/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i’m also paying for chatgpt and use codex in my ide. i just wanted to try copilot out as i was using so many tokens.\nfor $40 (pro+) i receive $70 in credits which might get me the best dollar per usage over the $100 plan from chat gpt.\nregardless, i’m just wondering if they are actually going to bill me this when i set addtional usage to $0. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wkdn9s/copilot_is_allowing_27_in_overage_despite_my/paptnky/"}]}}, "billing.pricing_clarity": {"praise": 4, "complaint": 17, "n": 21, "praiseShare": 19.0, "ci95": [7.7, 40.0], "regard": 0.558, "regardCi95": [0.496, 0.622], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "eh? it shows the exact pricing in the tooltip.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc1ratj/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "<strict_link>\ni can see the costs when i hover and it is cheaper than opus 5.0\n", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnghuz/microsoft_did_it_again/pbetmnu/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "around 20% cheaper than opus 4.x and 5.0, and the cache read is significantly cheaper.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wngkdo/opus_55_rollout_and_review/pbeyciw/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@githubcopilot cli says; i need to note the current time is 08:11 eest and that i have a deadline coming up on september 30, which is about 58 hours away. the promotional credit is still a mystery, so it looks like i’ll have to track usage manually.", "link": "https://twitter.com/14186604/status/2104076581555863561"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "if they carried over that would be fine but you have to use them that month. i can see why op was pissed it's not obvious that this is the case when you sign up.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wlpgze/paid_a_monthly_subscription_that_only_lasted_5/pbx9ezn/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "cost is api pricing and github is not regulating it", "link": "https://www.reddit.com/r/GithubCopilot/comments/1woui50/does_ghcp_on_vs_code_reduce_cost_of_older_models/pbpyr5f/"}]}}, "billing.free_tier": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.5, "regardCi95": [0.487, 0.512], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "if you're strapped for cash, switch to the $10 copilot model, and sign up for muse spark 1.3 contributor (you'll get an api key). install the copilot add-in for muse spark 1.3, and you'll pay 1 cent per 1 million tokens. \nthis is what i use when my weekly limit in codex gets near 0. works pretty good, and at 1 cent, it basically never runs out. \nnote: nearly free, but by using the \"contributor\" tier, you are allowing meta to train with your promp", "link": "https://www.reddit.com/r/codex/comments/1wqnhjm/was_forced_do_downgrade_from_pro_5x_to_plus_i/pc6xgcj/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i never had a copilot subscription, but there is a free tier. you will lose access to certain models but i doubt anything serious will happen. i regularly use alternative model providers in vscode with the copilot extension. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wjioby/deepseek_en_github_copilot_sin_suscripción/paiwbu3/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "acho que ele se referia ao github copilot. eu já usei isso com minha conta gratuita do github education como uma alternativa quando o limite do claude se esgotou. it's a model aggregator. \n<strict_link>\nit also came in handy for pull request reviews. but the performance definitely doesn't compare to claude code/codex.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wigcqm/copilot_is_replacing_claude_code/paabcpj/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "claude code vs codex 20 dollar plan as of today?(or better alternatives)\ni have used claude code for the past months on some apps and projects, but i have been somewhat disatisfied because of how fast rates hit. also despite some of these projects being relatively shorter projects the fact that the rate limits hit so fast has been a hassle. \ni am planning on taking out a 20 dollar subscription(i can only take one not both), and had heard a while ", "link": "https://www.reddit.com/r/codex/comments/1wntbbt/claude_code_vs_codex_20_dollar_plan_as_of_todayor/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i don't think so, i canceled my subscription (still have a logged in gh account) and lost access to everything.\ni actually miss the ai autocomplete, because codex doesnt have it, and other extensions that i tried are shitty or don't work anymore.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wjioby/deepseek_en_github_copilot_sin_suscripción/pajdo1z/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "complaint", "text": "thanks ! but last time i tried copilot free after i lapsed my subscription, it was a bit bitten by the limits.", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1wj0o96/chatgpt_go_vs_github_copilot_pro_vs_claude_pro/paffl3l/"}]}}, "billing.subscription_portability": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.502, "regardCi95": [0.49, 0.513], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "get a claude or chatgpt pro sub then proxy it into copilot via byok to use the harness. \ni keep a copilot sub also for adversarial review (like pair gpt with a claude to argue), copilot code review on prs, and overages.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9tpgy/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i don't know how the pricing would compare, but hermes -> copilot sub -> opus 5.5 works. i wonder if there's any other opus providers that are competitive on pricing?", "link": "https://www.reddit.com/r/codex/comments/1wrtru3/openai_will_need_to_stand_on_their_head_and_add_a/pcga7e5/"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "github copilot free\ncommandcode 20$ pro plan and use the api keys on copilot using customendpoints feature \nyou get 80$ worth of value. always use glm 5.3 flash or deepseek flash vision. for very complex things use glm 5.3\nyou'll get billions of tokens usage if done correctly that's worth more than 300$ on copilot subscription.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w3iov7/which_ai_is_best_for_coding_and_lets_you_use_it/p70ceu2/"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "not in vscode via codex with your chatgpt sub 😢", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnioqo/openais_gpt6_sol_and_gpt6_luna_now_available/pbgr6ps/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "my biggest problem is the ecosystem is garbage compared to frontier lab harnesses and tools. it’s catching up but between the vendor lock in for the copilot sub… sure pi and open code… but feature parity wise to codex / claude code… garbage. can you tell i’m triggered haha.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1win2b6/github_copilot_is_a_nightmare_for_enterprises/pah2d2j/"}, {"date": "2026-09-05", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@orenme @githubcopilot its a shame that you cannot use @githubcopilot with your @claudeai / @openai subscriptions", "link": "https://twitter.com/1188387650408894466/status/2096354532930515370"}]}}, "setup.install_signin": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.513, "regardCi95": [0.495, 0.534], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i just don’t get the whole “code in the terminal” thing. lots of people apparently like it, but it seems archaic to me. like the coding equivalent of minecraft. for me, as a hobbyist, i am happy with vs code + copilot (no longer requires account) + model running on omlx on my mac studio. sandboxing with rootless podman + dev container. also use sonarqube for linting / safety net.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wq9ivr/what_ide_to_use_for_local_models/pc6ok6e/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i always thought that it’s weird and kind of awkward that you need the cli installed to use the sdk; turns out it was mostly an accident of history, not something anyone thought was actually a good idea. nice that it’s fixed now.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wiko7f/migrating_the_github_copilot_runtime_to_rust/pahtq3r/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "try subscribing from github mobile app. worked for me. it uses google play store for subscription.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wjtkqz/copilot_pro_still_frozen/palh6gg/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "complaint", "text": "i got 2 new junior devs on my squad to help fix some security issues on services we maintain. the process for getting them access to copilot and claude code has been broken. it’s been a week and they haven’t done anything. they refuse to even look at the codebase without ai. \none asked me how they are expected to view the dependencies (transitive ones brought in from other libs) without ai on a gradle project…\ni’m at a loss lol", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc7qj9q/"}, {"date": "2026-09-21", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@githubcopilot please add download progress to your install script. it is a bare minimum in the current era! <strict_link>", "link": "https://twitter.com/3120558444/status/2101902706709565694"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "sounds really interesting, wish i was allowed to use the cli so i could try it. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w78r2a/project_hydrafusion_frontier_quality_via/p7z1m4o/"}]}}, "setup.provider_byok_local": {"praise": 13, "complaint": 11, "n": 24, "praiseShare": 54.2, "ci95": [35.1, 72.1], "regard": 0.498, "regardCi95": [0.476, 0.522], "salience": 2.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@behaviourtree @code @githubcopilot they invest a lot in byok\nsuggest you open an issue in github if u r still having problems with this", "link": "https://twitter.com/36475277/status/2103855607895998585"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "yes, byok with local models works great. \nalso, luna 6 just dropped and is ridiculously cheap. half what 5.6 was. highly recommend. \ni use a mix of sol for thinking and luna for everything i possibly can. my local is now just background tasks. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnjzmr/using_a_local_llm_as_a_sub_agent_to_save_token/pbfvv73/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "absolutely you can and i have done so. byok for the win. of course your mileage may vary depending on how much fast ram you have on whatever is running your local inference.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnjzmr/using_a_local_llm_as_a_sub_agent_to_save_token/pbg6unc/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@orenme @code @githubcopilot i just want to use lmstudio local models but none of the approaches work without issues.always some harness failure.", "link": "https://twitter.com/93118049/status/2103780819005493482"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "this week i’ve been using copilot / interactive / assisted approvals. \nit’s been very pleasant after feeling like i was fighting with local more recently ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbx3k2v/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i couldn't get the custom endpoint to work. but i do use openrouter, so i will definitely try adding my together.ai key. thanks. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wjw01d/copilot_with_togetherai_provider/pb2708g/"}]}}, "setup.extensions_mcp": {"praise": 14, "complaint": 24, "n": 38, "praiseShare": 36.8, "ci95": [23.4, 52.7], "regard": 0.477, "regardCi95": [0.451, 0.502], "salience": 4.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "this is not true. i have tools and plugins that come from the c# dev kit in my copilot harness tools. using pre release and insider btw.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pby1bzg/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "yeah, extension tools should appear in the tools page in customizations. it's working for me.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pc0jt01/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "the only thing i miss compared to the copilot extension is the integrated tools, browser, and ''click to install'' features that vscode is providing more and more. \nthere is still an option to add opencode go to the copilot extension, but it's not that perfect. it works, but openchamber seems to consume less tokens and manage the context and cache hit a bit better.", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pbzdp4z/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "local because i use multiroot workspace with mcp, skills and rules in each and the copilot harness does not work with that as it is bound to only one root in terms of discovery.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pby96ge/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "local.\ni don't know how it's even possible to work without ability to manage tools", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbyu70q/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i'm seeing that tools from extension mcps are not showing in the tools page. i think they should be, so i'll check on that. you can see that the mcp server is running on the mcps page. but they are available in the session anyway:\n<strict_link>\n", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pc02yyb/"}]}}, "setup.onboarding_docs": {"praise": 0, "complaint": 5, "n": 5, "praiseShare": 0.0, "ci95": [-0.0, 43.4], "regard": 0.492, "regardCi95": [0.485, 0.498], "salience": 0.5, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "the documentation on how github copilot handles these in context instructions, and how it handles compaction cycles, is hot garbage ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcgu92v/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "this question is for vs code users… if you use cli then you are using the “copilot” harness. the naming is a bit of a mess in my opinion.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pc22eaw/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "nah, astra is first model since opus 4.6 that was astonishing for me. luna is good for skilled people with docs.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdtxyz/luna_is_still_the_goat/p9av9nd/"}]}}, "setup.ide_integration": {"praise": 19, "complaint": 19, "n": 38, "praiseShare": 50.0, "ci95": [34.8, 65.2], "regard": 0.504, "regardCi95": [0.478, 0.53], "salience": 4.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "this is a pro of copilot paid in an ms tenant, the basics are there, yes, you can pay more for agent controls and such, but at least with paid copilot the data is in your tenant so to speak and for most people, its integration just works and makes it easy, vs people having to open claude, or install the claude office addons", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc0wesd/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "we’ve rolled our github copilot using ghe, and have a very successful implementation across our 400+ employee base. mainly using vs code and the chat window selecting the right models for the right use case, and github copilot cli (and now the windows app which is new and works very well). i guess the experience you get depends on how well your it team have configured it and manage it. i keep on top of models, budgets, features and so on, to make", "link": "https://www.reddit.com/r/GithubCopilot/comments/1win2b6/github_copilot_is_a_nightmare_for_enterprises/par0hb2/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "i have a github copilot license at work, a codex license, opencode zen and a local server with qwen 3.8 flash next. opencode lets me use all of them in a single place to have my skills, saved commands, mcp etc. and i even get the same subsidization i would on codex since you use an account sign in and not an api key. i don’t mind other harnesses this is just the one i learned since it’s a one-stop shop so i’m used to its commands. i have been usi", "link": "https://www.reddit.com/r/opencode/comments/1wj13ox/what_is_the_reason_you_use_opencode_instead_of/paij539/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "with opus 5.5 out now and sonnet 5.5 and haiku 5.5 not far behind, a claude pro subscription is way better value. not to mention the claude code plugin in vs code is faster and less buggy than github copilot. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcbmqn2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "this is the hell if you are using different ide’s \nsee this blog: \n<strict_link>", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcc5yu2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "just use .agents/ and configure vscode. it's stupid to have different structure for different editors", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pccqav0/"}]}}, "models.catalog_access": {"praise": 29, "complaint": 34, "n": 63, "praiseShare": 46.0, "ci95": [34.3, 58.2], "regard": 0.559, "regardCi95": [0.524, 0.591], "salience": 6.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i just found i have access to gpt 6 luna with copilot pro... i'm reading good things about luna. is it maybe what i am looking for? is it close to sonnet 5? it's quite cheap... cheaper and stronger than gpt 5.4 mini, which is what i've been using instead of sonnet 5 to save a lil money.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9vqve/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "sonnet 5 kinda sucks, honestly. opus is a beast, but the low/mid tier models have gotten really good lately. . . except with anthropic/claude. haiku is basically garbage compared to the competition (gemini 3.8 flash, gpt luna (xhigh)), and even sonnet struggles in most cases compared to them, while also being a good bit more expensive.\ngh copilot is great for having access to multiple models. at this point, the only claude model worth touching is", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcehg00/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "the real pros are on the control side. hooks (pretooluse, posttooluse, stop) run shell commands around every tool call, so blocking edits to protected paths or formatting after each change is enforced policy, not a polite request in a prompt. subagents in .claude/agents run a task in a separate context window with their own tool allowlist, so big refactors stop polluting the main session. the setup travels with the repo, claude.md plus slash comm", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgtzy/comparison_with_copilot_cli/pcccy5f/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "very frustrating, i'm a light user who occasionally want s to use a more capable model. it seems to me that pro plan users are effectively being handed a capability downgrade when terra 5.6 is withdrawn.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowlux/gpt_6_sol_not_available_on_pro_plan/pcdzoc4/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "this time openai broke the circle. they just release two bad models to please microsoft, and be able to add that shit to ms copilot 365.", "link": "https://www.reddit.com/r/codex/comments/1wq411d/the_ai_coding_model_lifecycle_in_2026/pc4hjw0/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "uhhh if you work for a typical slow moving corporation you probably are stuck with github copilot and microsoft products. so if they don’t offer a particular open source model you’re not getting it.", "link": "https://www.reddit.com/r/codex/comments/1woes37/luna_6_private_coding_evals_dont_look_great/pbvyt49/"}]}}, "models.routing_auto": {"praise": 14, "complaint": 42, "n": 56, "praiseShare": 25.0, "ci95": [15.5, 37.7], "regard": 0.508, "regardCi95": [0.473, 0.543], "salience": 6.1, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i choose the efficiency tier regardless of the task so the auto router is more likely to pick luna. lol\ni was talking of when auto did not have tiers, so a few months ago\nluna is the goat, we are loving it, it feels like sonnet level but it's essentially free :p use case is all sorts of agentic coding", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pbwzexe/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i have a bug analyzer subagent that was using opus 5.5 and only today i had three occurrences of subagent not returning anything to orchestrator so it was required spawn a new one.\nnow i switched to sol and had no issues at all.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc0mfxl/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "yay! this might actually get me to start using auto mode!", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pc0umng/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i had a problem the other week where despite 5.6 luna being the only model enabled in settings, 5.6 luna was delegating tasks to sub-agents on expensive models such as sonnet 5 for basic tasks which burned credits. i'd check to make sure another model isn't being used somewhere you're not aware of. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc4mu1j/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "most likely it launched subagents on a different, more expensive model (luna 5.6 often called gemini on my system).\nnewer vscode/luna fixed that problem. in the meantime, you can disable subagents.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc5o1hu/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i like auto, i'm just tired of always thinking, is this the right model? am i overpaying? is this too complex for a cheaper model? ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pbvgrw5/"}]}}, "models.effort_control": {"praise": 5, "complaint": 12, "n": 17, "praiseShare": 29.4, "ci95": [13.3, 53.1], "regard": 0.487, "regardCi95": [0.469, 0.505], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i just set it to luna medium for price, speed and not over-thinking things like max does. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wglp9b/model_selection_best_practices/pat8org/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "high is good. i love it", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdtxyz/luna_is_still_the_goat/p99unvi/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "100% agree luna on max only way to go ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdtxyz/luna_is_still_the_goat/p98p9rx/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i agree. i find the praise for luna baffling. it may be cheap, but most people seem to recommend running it at xhigh or max, where it takes forever to reason and generates bloated output.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pbwf62p/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "interesting, my experience is that luna 6 is better with medium-xhigh, and drops insane in quality on max.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc11atx/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "never use low of anything, it's designed to make mistakes", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wag6w6/breaking_msft_has_stopped_providing_claude_models/p8jzbz3/"}]}}, "models.quality_drift": {"praise": 5, "complaint": 21, "n": 26, "praiseShare": 19.2, "ci95": [8.5, 37.9], "regard": 0.497, "regardCi95": [0.473, 0.525], "salience": 2.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "the real question is why you're still using opus 4.7. especially if usage is a concern, now would be a good time to switch to opus 5.5 as it is better, cheaper, and more efficient with token use.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1woeusl/github_copilot_opus_47_usage_and_cost_details/pbowiz6/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "if you have a 12 months+ agreement and you can show they're nerfing usage in an non-subjective way, get a refund or threaten them.\nif you're on a 1 month plan, shouldn't have any attachment to an ai provider. there's so many now. let the month expire and move to the next one. these products are not sticky and soon enough there will be very little value in the model infrastructure sans the ecosystem around it.\nwith that said, both openai and anthr", "link": "https://www.reddit.com/r/codex/comments/1wpfoxh/the_downhill_begins/pbv3vft/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "models are more intelligent now. all we need is to know when to use which model and yes, the prompt is everything. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wkdn9s/copilot_is_allowing_27_in_overage_despite_my/paqi9pu/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "claude code and codex are where i’ve landed for most real work. copilot feels less essential than it did a year ago.\nthe bigger improvement for larger codebases wasn’t switching models though. it was giving the agent a way to look up our own systems instead of trying to infer everything from the repo. we use port.io for that over mcp; backstage can play a similar role. model quality is getting pretty close. the bigger difference now is how much o", "link": "https://www.reddit.com/r/GithubCopilot/comments/1u95cce/which_ai_coding_assistant_are_developers_actually/pc3pg02/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "5.6 max is better by far at tool use, 6 max thinks way too much on how to perform a skill differently than the instructions state, struggles mightily and eventually fails.\nit seems about the same with writing code, but i need my agents to be able to read figma designs and test uis with playwright, so poor tool use is a show stopper, even if 6 is half the price.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc3x681/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "gpt 6 luna is worst than 5.6 for coding, becarefull to adjust your model when necesarry \n<strict_link>", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc4rmf2/"}]}}, "context.instruction_files": {"praise": 8, "complaint": 4, "n": 12, "praiseShare": 66.7, "ci95": [39.1, 86.2], "regard": 0.508, "regardCi95": [0.493, 0.524], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i would have all of the instructions in .github/copilot-instructions.md and in the .github/instructions/\\*.instructions.md.\ndo not put in an instruction to read another file. it causes a round trip and it means the llm will start solving the problem before the right instructions are injected which means the solution is anchored before instructions.\nalso those instructions are amazing and something most other systems don't have anything close to a", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcgdoal/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "use a good claude.md file on root level and can add more claude.md files in project area levels as well. i have both copilot instructions and claude md files. i use opus/sonnet for complex feature/bug fix planning and once i have a good plan i use luna for implementation which is super efficient. as an example last week planned and implemented a .net background service to read files from s3 and update database with just under 50 ai credits which ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wf8lkg/observations_on_claude_code_vs_ghcp/pauyfx1/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "adding a delegation table with restrictions to custom instructions works great for me", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcefit/copilot_using_more_expensive_models_for_sub_agent/p8xgxwk/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "tried instruction files for the style stuff. they drift after a few weeks. switched to a hard rule in the skill file that the snippet has to compile or it gets rejected on the spot. cuts down on garbage faster than waiting for the model to self correct", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp26zj/copilot_worth_it_for_tutorial_writers_or_just_a/pc7faio/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "<strict_link>\nbeing shown this (tried 3 times). ended up having to create a md file and pasting it there for it to be read. unbelievable that this would even be an issue!", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfvxis/issue_with_copy_pasting_into_github_copilot/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "instruction files didn't hold for me. unset model inherits the parent's. blocking the spawn did.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcefit/copilot_using_more_expensive_models_for_sub_agent/p8y7apw/"}]}}, "context.instruction_following": {"praise": 5, "complaint": 11, "n": 16, "praiseShare": 31.2, "ci95": [14.2, 55.6], "regard": 0.503, "regardCi95": [0.485, 0.522], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@arya_at1 @githubcopilot @github this is such a clean example of how to actually use agents well. the brief was tight and full of constraints instead of open-ended.", "link": "https://twitter.com/1583159673728864256/status/2102810895340711975"}, {"date": "2026-09-23", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@arya_at1 @githubcopilot @github the specific instructions you left on the ticket are perfect. that level of clarity is why it worked.", "link": "https://twitter.com/1879527228121526273/status/2102811127520571472"}, {"date": "2026-09-22", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "the issue was labeled good-first-task. it was not. a rate limiter on a public route used a global map, so two instances doubled the quota and one deploy wiped the counts. that is the job i gave @githubcopilot.\nnot autocomplete. the agent on the issue, in the same @github repo.\nbrief i left on the ticket:\nkeep the existing middleware\ndo not add redis\ndo not invent an api gateway\nstore hits per instance without lying across deploys\nadd a test that ", "link": "https://twitter.com/1989355273727967232/status/2102450302008095144"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "why would you wanna use copilot harness? it keeps making mistakes, ignore instructions and repeatedly fails read/write ops. another person in this sub posted benchmarks that put it lower than other harnesses like pi/ds/codex", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca0pix/"}, {"date": "2026-09-17", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "i'm not sure that's a real answer to my question @githubcopilot, but thanks for the biographical details <strict_link>", "link": "https://twitter.com/803219/status/2100613725682078193"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "no once you work on really advance/harder stuff or projects with a lot of constraints there's a lot more planning/research/design/hand holding that needs to happen. once you encounter an xpc/threading bug and program keeps crashing, the frontier model keeps looping etc. and not listening you'll need to do something diff. if your code base is untenable, well bud. i usually have it generate invariants, architecture documents, adverserial reviews et", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfyrjy/how_do_you_guys_do_agentic_coding/pa1z5qp/"}]}}, "context.clarifying_questions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.long_context_decay": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.51, "regardCi95": [0.491, 0.531], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i'm not a big fan of planning and executing with different models. but i understand the benefits, sol is a bit smarter than luna max and you have the chance of reading and updating/discarding the plan before execution.\nanother alternative is to accept that the plan won't be perfect from the start, but you want to have an iteration fast, maybe while you work something in the background and then you can go all in with luna max. it also has the bene", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wml5js/im_overwhelmed_by_the_choice_in_models_but_also/pb8oack/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "high with long context is a good trade off.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdtxyz/luna_is_still_the_goat/p98qlzw/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "you find? especially at larger contexts i find it going off track pretty quickly. and maybe 6 is a little worse than 5.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pbvgkhb/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "other than the very low context window i quite like it, it really performs well for a reasonable cost.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wju32f/hydrafusion_usage_review/pas0zvb/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "the last week or so i'm seeing the context apparently not carrying between turns. enterprise account, typically using opus 4.8. \nturn 1 - model creates a session log file. turn 2 - the model has to search for the log file to read it and update it. turn 3 - model outright states it doesn't have access to the prior context and needs to go look for the file. \nless than 10% of the context space used, early in a conversation, no model change - i can't", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6pwll/context_loss_in_pycharm/"}]}}, "context.compaction": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.498, "regardCi95": [0.49, 0.509], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "never ending slashes for qwen 3.8 27b\ni have been using qwen 3.8 27b ud q4\\_k\\_xl via llama-swap (which runs llama-server under the hood) and using it in vscode github copilot. i have not reset my chat session for last three days and when i copy pasted the whole chat session into txt file, it was more than 20k lines. this excludes serialised images that it reads to check whether ui is correctly implemented or not. also, i believe this does not in", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wno2ej/never_ending_slashes_for_qwen_38_27b/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "the documentation on how github copilot handles these in context instructions, and how it handles compaction cycles, is hot garbage ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wre0j7/agentsmd_vs_githubcopilotinstructionsmd_when/pcgu92v/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i used to think so when compaction sucked and short lived sessions was a best practice.\ni have to fulfill my purpose so i can go away!\nexistence is pain!\nand now this is going to be in my head all day... omg 9 years ago.. <strict_link>\n", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq0nsb/does_mr_meeseeks_represent_ai/pc00e6i/"}, {"date": "2026-09-01", "source": "Reddit", "community": "r/opencode", "polarity": "complaint", "text": "i think it's more optimized for chienese models like deepseek. it's good at caching and context manging not like copilot.", "link": "https://www.reddit.com/r/opencode/comments/1w1hqva/why_do_people_use_opencode/p755geq/"}]}}, "context.session_memory": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.506, "regardCi95": [0.496, 0.518], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ChatGPTPro", "polarity": "praise", "text": "permanent sources of truth for different pieces. for work i use these models through github copilot and all the major decisions and testing procedures get recorded in separate places. including what needs to stay immutable between releases, for example a performance db acting as a reference. \ni don’t know how good codex is at doing all this since i do the bulk of the work in github copilot. that really helps a lot with organising things.", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wqg5xx/how_do_you_keep_long_chatgpt_projects_from/pc3yzjq/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/artificial", "polarity": "praise", "text": "> why couldn't llm for example save the conversation to a text file, and simply read it before next answer? so it can see all the context etc\nnot sure what you are asking . they already do this. it's pretty obvious microsoft copilot already does it.", "link": "https://www.reddit.com/r/artificial/comments/1wa8rjv/can_current_llm_architecture_actually_get_us_to/p8j0rda/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "just wanted to say that gh copilot in vs code is an amazing harness. the codebase indexing and memory system work extremely well. it always finds the relevant code, and in addition to that, the token usage is minimal and it works very well with gpt models.\nmy question is, do the cli and the app behave in the same way? i'm moving to a more autonomous workflow where i won't be using the ide as much. can i expect similar results with the codebase in", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w9qlcz/copilot_in_vs_code_compared_to_cli_and_the_app/"}], "complaint": [{"date": "2026-09-07", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i haven't dived into indexing and memories per se. my main focus has been writing proper custom instructions so it knows when to pull in the appropriate context data. i don't want it relying on incorrect or outdated memory artifacts", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w9qlcz/copilot_in_vs_code_compared_to_cli_and_the_app/p8d8ohd/"}]}}, "context.codebase_retrieval": {"praise": 4, "complaint": 8, "n": 12, "praiseShare": 33.3, "ci95": [13.8, 60.9], "regard": 0.496, "regardCi95": [0.478, 0.513], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i generally agree that a good developer would code review something like this. but not necessarily by reading every line. we in fact also didn’t read every line before ai. \nthat being said i don’t think giving someone a code review in a short interview is a good idea unless it’s reasonably simple because that requires context. it would be better as a take home although i don’t know if those still exist. \nreal life that code review is somehow ai a", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc7pcqf/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "it is a random benchmark by a random person and doesn't really mean anything. from my experience, copilot is top notch. better results and less token usage than pi due to codebase indexing and faster searches", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnyinf/cross_harness_benchmark_and_copilot_is_behind/pbqcdk0/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i use claude code, codex as well as ghcp, all in vscode and cli. \nhere's my personal comparison: \n* user experience vscode: ghcp > claude code > codex \n* user experience cli : claude code > ghcp > codex \n* overall performance of the biggest frontier models: doesn't matter, they all do well everywhere \n* overall performance of the cheap models: codex > ghcp > claude code \n* multi-root repositories work: basically only ghcp handles this well \n* exp", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wambt6/switched_to_claude_code/p8jjdng/"}], "complaint": [{"date": "2026-09-17", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "i'm not going to say that you're dumb, but they are not wrong. their code is likely much cleaner, better, far less mistakes or security flaws, than yours is if you're using just one pass with a single agent. multi-agent workflow has increased my efficiency and quality dramatically. \nsol (chat): the supervisor/orchestrator. planning and strategy. \nclaude sonnet 5 (chat): adversarial review as needed \ncc (sonnet 5 on extra): main coding agent \ncode", "link": "https://www.reddit.com/r/AI_Agents/comments/1wiyhpz/dont_understand_why_everyone_want_to_have/pafzguj/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it doesn’t scan “everything” but it is still doing too much.\ni’ll have to look at agents.md. i have claude.md set up.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wf8lkg/observations_on_claude_code_vs_ghcp/p9l7yll/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i've been looking for an alternative for some time (really tried to walk away from elon...). \ni've tried vs code + various cli's or extensions, to get anything comparable to cursor flow: \n\\- claude code \n\\- cline \n\\- copilot + codex + claude + omniroute (to several providers) \n\\- opencode \n\\- devin \n\\- trae \n\\- orca \n\\- kilo code \n\\- zoo code \n\\- hermes \n\\- codex \ni've no idea how cursor does it but all the other agents are like children in a for", "link": "https://www.reddit.com/r/cursor/comments/1wc1hxp/any_alternative_to_cursor/p9c0wl3/"}]}}, "context.attachments": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.501, "regardCi95": [0.494, 0.509], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-07", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "wow thats a good advice! if i ever i am forced to use only cli, its good to know that i can make it read a folder of saved screenshots. not the fastest like copy paste but does the job, thanks! ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w75qev/copilot_losing_all_chat_sessions_when_reopening/p8eyvgt/"}], "complaint": [{"date": "2026-09-06", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "any idea how to replace the copilot chat box (on the right hand side) with claude code? i know the claude code itself provides similar interface (which is also on the right hand side), but one thing i couldnt do is to highlight a generated text in the chat and reply to it like in cursor, also, pasting a screenshot in that chatbox doesnt work in mac, i'll have to let the thumbnail goes away then manually paste the screenshot file ", "link": "https://www.reddit.com/r/cursor/comments/1w84npz/alternative_to_cursor/p85n177/"}]}}, "work.capability": {"praise": 78, "complaint": 80, "n": 158, "praiseShare": 49.4, "ci95": [41.7, 57.1], "regard": 0.457, "regardCi95": [0.423, 0.494], "salience": 17.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "thank you @githubcopilot copilot. you are amazing with the new gpt-6 models. about 100 prs solved, 5 very difficult issues, and 250 dependabot alerts. <strict_link>", "link": "https://twitter.com/14186604/status/2104256846811021369"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i concur, luna 5.6 is an amazing model, and basically free. at work, i have only 100$ monthly limit in copilot, which is not much at api prices, and because of that, i need to be really cost-conscious and can't just vibecode yolo with expensive models. i use luna a lot (mostly on high), and it is yet to fail me, my coworkers share the same opinion. i can't say much about luna 6 since i did not have enough time with it to form an opinion. luna is ", "link": "https://www.reddit.com/r/codex/comments/1wr4e20/gpt_6_sol_is_the_new_opus_47/pcdh0ht/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "explains why i can get copilot to help with my short game.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq0nsb/does_mr_meeseeks_represent_ai/pc3q0ud/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i can't compare them. two weeks into copilot, work moved us to claude after all developers requested it. it was pretty crap, and always behind. we haven't tried the new usage billing.\ni was a huge claude advocate while using it on my personal accounts. as the other person mentioned, their hooks, environment, and their tooling is just amazing. \nbut at work, the claude token limits killed us. we liked the models better, but ended up going with grok", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrgtzy/comparison_with_copilot_cli/pcgi328/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/windsurf", "polarity": "complaint", "text": "they are not in the same class of capability. copilot is not a very good harness", "link": "https://www.reddit.com/r/windsurf/comments/1wr7p7l/why_isnt_windsurf_available_in_vscode_anymore/pcd4mf5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "i think eventually, it can be created by a group of teachers and have them share with one another. my district is small like 23,000 students. we have a robust network between the campuses and when one of hears something like this , what will happen we will all learn, then organize and split the work.\nif anyone knows teachers, we are resourceful like no one else .\ni am also grateful ,cause our district just got us claude for us to experiment with ", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wr268d/a_different_kind_of_opus_55_video_prompt/pcahycz/"}]}}, "work.frontend_ui": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.501, "regardCi95": [0.494, 0.509], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-07", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "for front-end gpt codex and above are better. for back-end opus models are better in architecture and implementation imho.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w9jvre/which_agent_is_the_best_for_coding_and_debugging/p8az37s/"}], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i used luna the last couple of weeks and it was great... is it just me or got it dumber!?\nit struggles to keep ui/uix consistent and totally forgot about correct ui design principals. luna is working againt me since days instead for me lol\n ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdtxyz/luna_is_still_the_goat/paj09ke/"}]}}, "work.bug_diagnosis": {"praise": 5, "complaint": 2, "n": 7, "praiseShare": 71.4, "ci95": [35.9, 91.8], "regard": 0.5, "regardCi95": [0.486, 0.513], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "no need to downvote that guy though, he is innocent. \ni also did that way with gemini when i entered this \"job for the gods \" called coding.{ i still am in wonder all of you people write gibberish in a pad and when you save it and double click it all i am seeing is a visually pleasing ,properly organized and written screen where everything can be interacted with and have purpose .} i had no idea about vs code then or regarding terminal or cli. so", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpmq18/claude_is_saving_my_family_hundreds_of_dollars/pbyt43i/"}, {"date": "2026-09-23", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@arya_at1 @githubcopilot @github the fact it fixed the temp dir permission issue in the second run shows it was really operating inside the actual repo.", "link": "https://twitter.com/1925508002960089088/status/2102811239122653461"}, {"date": "2026-09-22", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "the issue was labeled good-first-task. it was not. a rate limiter on a public route used a global map, so two instances doubled the quota and one deploy wiped the counts. that is the job i gave @githubcopilot.\nnot autocomplete. the agent on the issue, in the same @github repo.\nbrief i left on the ticket:\nkeep the existing middleware\ndo not add redis\ndo not invent an api gateway\nstore hits per instance without lying across deploys\nadd a test that ", "link": "https://twitter.com/1989355273727967232/status/2102450302008095144"}], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@githubcopilot @openmp_arb what was interesting to watch is the response of the bot in @githubcopilot (it was a mix of luna and the microsoft models). it did provide a half baked theory of why the problems arose (partly it's fault for not refactoring internal types ie changing unsigned int to size_t ) but", "link": "https://twitter.com/1561408746697306113/status/2102064783864521012"}, {"date": "2026-09-21", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@githubcopilot @openmp_arb the solution offered was bananas: remove lto from #gcc builds &amp; add a new make path that defaulted #llvm to use a simple @openmp_arb collapsed loop pragma (removing ~ 2/3 of the performance gains of the nested/tiled loops). at this point i had run out of money for @githubcopilot", "link": "https://twitter.com/1561408746697306113/status/2102064786804732042"}, {"date": "2026-09-21", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@githubcopilot @openmp_arb @geminiapp how @githubcopilot and @geminiapp handled the diagnosis and the solution realized how much more remains to be done to have truly trustworthy #ai. for starters creating a new compilation path instead of fixing the root cause which is a solution a novice would accept makes me", "link": "https://twitter.com/1561408746697306113/status/2102064802445357495"}]}}, "work.regressions_introduced": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.492, "regardCi95": [0.486, 0.497], "salience": 0.7, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "complaint", "text": "mate don’t. we had very similar. a new rewrite front and backend of a client web application for a small subset of what is now considered legacy. they did the entire front end with claude first, the backend claude as a copilot assistant. first iteration saw maybe 30-40 bugs raised, and who knows how many more post the push from testenv to preprod. it took like 3 months. and then the quarterly management stat report came in about unplanned work an", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc7cdzh/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "at least it doesn't mangle files and fuck up character encoding like the powershell commands any model writes when you run it in copilot...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whvvp8/why_does_claude_write_python_scripts_to_change/pab3f3b/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "five ai coding tools, five production incidents, and the filter i wish i had first\ni use vibecoding to build software for a living, and here is what i found after using different ai tools.\nbefore you pick one, you should know my filter:\n* it must integrate into existing workflows without forcing a rewrite of how we develop.\n* it must not silently introduce logic changes (safe defaults, test awareness).\n* it should respect existing architecture an", "link": "https://www.reddit.com/r/AI_Agents/comments/1wgfrah/five_ai_coding_tools_five_production_incidents/"}]}}, "work.scope_overreach": {"praise": 2, "complaint": 7, "n": 9, "praiseShare": 22.2, "ci95": [6.3, 54.7], "regard": 0.526, "regardCi95": [0.487, 0.562], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@arya_at1 @githubcopilot @github this is the kind of work i want agents doing — small, scoped, and testable, not vague architecture dreams.", "link": "https://twitter.com/1792243051274104832/status/2102811282055565647"}, {"date": "2026-09-23", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@arya_at1 @githubcopilot @github you kept the existing middleware and refused redis or api gateway. that discipline made the solution clean.", "link": "https://twitter.com/1890036188209426432/status/2102811328725577858"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i have the feeling that sol 6 is overcomplicating things most of the time. just doing tests and verifications i didn't ask for whereas opus usually has the right balance.\nusing it via copilot and business though so maybe the harness is the issue.", "link": "https://www.reddit.com/r/codex/comments/1wq55sw/opus_wipes_the_floor_with_sol/pc4s6gu/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "yeah but ai has exploded all the code bases. some of it is legitimate, but they all still over engineer, even with ponytail, so refactoring is actually a lot harder.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc1jobp/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it also fails tool calls too often and overengineers by a lot", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdtxyz/luna_is_still_the_goat/p99zfh4/"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 9, "n": 9, "praiseShare": 0.0, "ci95": [0.0, 29.9], "regard": 0.488, "regardCi95": [0.481, 0.496], "salience": 1.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "like shit. using 5.6. sol 6 was stuck in a loop and burned 90eur switching between the two exact solutions without stopping", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pccijxn/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "complaint", "text": "part of my view is skewed by my employer only allowing microsoft copilot through chat, but it has not improved for me in years now, occasionally it gets worse. it just keeps getting hung up on single things and repeating itself endlessly.", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc6buuq/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i noticed my agents go into file edit death spirals attempting to execute a tool call called apply\\_catch, fail miserably and waste the first minutes of each run trying to get file edits to run with edit tools whitelisted. i asked ghcp to backtrack the issue where this wrong idiosyncracy comes from. \n\\>not defined in this repo. the rule arrived in this session’s host-provided developer instructions, under editing\\_constraints. i can’t see which v", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowuzs/copilot_uses_apply_patch_idiosyncracy_that_fails/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.489, 0.499], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "not sure if it’s just me but i find vs code so frustrating to use compared to codex or claude code. doesn’t matter which agent, they always stop for some dumb reason and say yeah you’re right i stopped for no reason. never have that issue with codex or claude code.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowuzs/copilot_uses_apply_patch_idiosyncracy_that_fails/pc7dwsv/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "no such id, it is a private repo. how do u see \"secrets\"? it only says copilot's work was cancelled, and i did not give it that instruction, or stop instruction.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmbaez/is_anyone_having_random_work_cancels_on_github/pbbupdx/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "no, i got this msg, now 4th time, cancelling the work randomly, out of nowhere, without my stop instruction, and i have no token limit issues, i had to start a new session and brief copilot with the workprgoram and scope again, below image:\n<strict_link>\n", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmbaez/is_anyone_having_random_work_cancels_on_github/pb5oo29/"}]}}, "work.long_running_autonomy": {"praise": 5, "complaint": 1, "n": 6, "praiseShare": 83.3, "ci95": [43.6, 97.0], "regard": 0.504, "regardCi95": [0.491, 0.516], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "try this usage pattern if you are using @githubcopilot cli/@claudeai code for doing research. has been really effective for explorations, better than either manual cli mode or full autopilot.\n1. put your ideas in a markdown file with clear guardrails, well-defined scope for the exploration. start an autopilot session with yolo on \n2. ask it to check background jobs at a long cadence (every 2-4h, which saves tokens and helps you keep track)\n3. dro", "link": "https://twitter.com/602846860/status/2103927294326948158"}, {"date": "2026-09-26", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "try this usage pattern if you are using @githubcopilot cli/@claudeai code for doing research. has been really effective for explorations, better than either manual cli mode or full autopilot.\n1. put your ideas in a markdown file with clear guardrails, well-defined scope for the exploration. start an autopilot session with yolo on \n2. ask it to check background jobs at a long cadence (every 2-4h, which saves tokens and helps you keep track)\n3. dro", "link": "https://twitter.com/602846860/status/2103932718199562610"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "codex cli is quite good, but the inability to run tasks in the background and then only consume more tokens when such a task is finished is a killer. desktop can't do this either i think, but vs code's extensions (including copilot) could. such a weird oversight.", "link": "https://www.reddit.com/r/codex/comments/1wi7jaa/what_is_the_current_state_of_codex_cli_vs_desktop/pa8caix/"}], "complaint": [{"date": "2026-09-02", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "doing what? seriously. tell me what a corporate swe in big tech would be doing with 24/7 running agents. \nbecause sure as hell i'm collecting use cases and best practices for that, but so far even our most hardcore ai fans came up with exactly zero. i mean zero, that generates value. they do have agents for personal shit. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w5i0sx/one_msft_employee_reaches_100k_mo_in_token/p7ftzcj/"}]}}, "work.multi_agent_orchestration": {"praise": 14, "complaint": 9, "n": 23, "praiseShare": 60.9, "ci95": [40.8, 77.8], "regard": 0.5, "regardCi95": [0.479, 0.525], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i spent time months ago building up agents and skills that make all of that a non-issue. entire github flow in one place with great orchestration.\ni don't care what any benchmarks of the day say for harness or model. only care about the evals with my system.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca145m/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "local. not having the ability to approve the changed files is unacceptable. if i need to do something across multiple repos, i use the github copilot app", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvangl/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i have custom agents. one orchestrates, determines the work, then hands it off to other custom agents to do it. the type of work determines which custom agents get it, and some flows, like code, have build/review cycles with revisions built in.\nthe front matter on the agent files lets you pick models, so you can pick the best model for the specific tasks. and by task, i don't mean the prompt you gave, i mean the task as broken down by the orchest", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wju32f/hydrafusion_usage_review/pbcigbu/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i have a bug analyzer subagent that was using opus 5.5 and only today i had three occurrences of subagent not returning anything to orchestrator so it was required spawn a new one.\nnow i switched to sol and had no issues at all.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc0mfxl/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "you are not alone! i'm building out a comprehensive data reconciliation tool with github copilot business and although i'm making progress i am also finding that agents implementing features run into issues all the time. i have even had astra 6 try to assess what's going on. i have had sessions where implementing a single feature takes 11 turns with sol high. if i was using codex it might be a few. i'm considering turning off subagents to see if ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1win2b6/github_copilot_is_a_nightmare_for_enterprises/pakn3f6/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "nice. i will try this! sucks that i can’t use subagents though.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wf0lvr/luna_inserts_a_dunder_block_inside_a_list_of/p9nu22r/"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-10", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "yesterday i told it (after hrs of rabbit holes that feel like a shameless money-generating practice to keep you spending) that if copilot found any bugs i was going to cancel my pro plan. it immediately said copilot might find this one bug, let me fix it before it does. 🫠 this after 3 full on review with skills. done. switched to codex. trying out astra now. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wcuxrq/the_rule_and_phrase_that_helped_claude_stop_going/p90y6hm/"}]}}, "work.destructive_actions": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.502, "regardCi95": [0.491, 0.52], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "i don't believe agent would go rogue out of nowhere, if not programmed subtly for this by some deep embedded suggestions into prompt in llm.\nwhy do @githubcopilot agents don't go rogue all the time while using them to do some work? <strict_link>", "link": "https://twitter.com/53763734/status/2101074906037334305"}], "complaint": [{"date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "if you already have linting setup, have your agent write a hook that blocks the end of a turn or a file edit unless the lint check passes on their diff. they tend to write or add to really long functions which is hard for us poor humans to read.\nread the docs or ask a luna agent about lsp setup in your project directory. agents will grep/read files without actually compiling so a language server helps them find references that they would have mis", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wdsv6o/github_copilot_setup_tips_best_practices_for/p99viis/"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i stopped using claude models way to expensive and do stuff without being asked for(ex. committing changes they did). \nyou dont need anything else aside of sol and luna they are great and dont consume a ton of aic. \ni think claude tries to push people to use only \"claude code\" with those prices ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w5z9pr/copilot_enterprise_with_monthly_ai_credits_limit/p7jqe6z/"}, {"date": "2026-09-01", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "for me sol and luna rock big time. good value for less credits. \nether use luna high or sol medium both are great. i stopped using claude models since they are expensive as hell plus doing stuff that no one asked from them like committing to the branch without me asking for that, what the hell is that all about 🤪", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w3qypv/which_model_has_the_best_results_for_the_lowest/p766d50/"}]}}, "work.git_workflow": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.499, "regardCi95": [0.491, 0.508], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i’m really liking the gh copilot app, especially the agent merge feature.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w744q3/whats_the_different_between_vscode_agents_window/p7sdu0x/"}], "complaint": [{"date": "2026-09-05", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "also is there any way to set the base branch (it always shows the diff with main )", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w7xg0a/how_do_people_use_the_app/p7ya61l/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "or if you want, you can create a git hook which will strip out any co author shit from the final commit message. i created mine ages ago since i work with copilot clause and codex and it just straight up strips that line from the commit message regardless of the agent harness forcing it", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w6yw16/claude_code_v21259_forces_coauthoredby/p7qz44a/"}]}}, "work.computer_browser_use": {"praise": 5, "complaint": 1, "n": 6, "praiseShare": 83.3, "ci95": [43.6, 97.0], "regard": 0.509, "regardCi95": [0.499, 0.521], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "you don’t have a build pipeline that deploys the server? you should be able to code both locally and just have the ai commit/deploy the web server and wait until it’s deployed to run tests.\nask it to setup a github action that deploys the server. or scripting if it’s a local server.\nalso the cloud github copilot can easily run tools like playwright which is like running a command line chrome to run and verify websites.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wo80xe/how_to_pair_two_copilots_working_on_different/pbkrz35/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "are you using the vscode agent? copilot cli does not lack computer use or remote control, and in my experience is much better than opencode go (apart from cost to consumer)", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wbbhzs/open_code_vs_github_cp/p8qwjcn/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "this is awesome, i had been using playwright in vscode <> claude <> copilot at work and see it do the work in the vscode shared browser\nwas shocked when i couldn't do the same with the claude chat plugin in vscode (how i run claude for home projects) \n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbg30i/i_made_an_mcp_app_so_claude_code_can_record_edit/p8rtv46/"}], "complaint": [{"date": "2026-09-09", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "where else can i use my gh copilot tokens? \ngithub copilot is cool but not for genetic workflows, lacks computer use, remote control, etc etc.\nseems like there should be better alternatives ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wbbhzs/open_code_vs_github_cp/"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.permission_prompts": {"praise": 3, "complaint": 8, "n": 11, "praiseShare": 27.3, "ci95": [9.7, 56.6], "regard": 0.501, "regardCi95": [0.484, 0.521], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "this week i’ve been using copilot / interactive / assisted approvals. \nit’s been very pleasant after feeling like i was fighting with local more recently ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbx3k2v/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "swap over to the 'copilot' host, and use assisted permissions. way better.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w78bm8/vscode_autopilot_is_too_auto/p7t0pb3/"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/devops", "polarity": "praise", "text": "i'm using copilot cli and what i've done is configure the pretooluse hook. i've made a list of commands and paths which will always be denied regardless of its current permissions. and for a subset of commands it must always request permission.\nfurthermore i've made a small application that monitors all the events made by the ai so i can always have a look at what was executed during a given session.\nand of course stated in the instructions that ", "link": "https://www.reddit.com/r/devops/comments/1w5p8cl/anyone_else_nervous_about_what_coding_agents_can/p7ir5wi/"}], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "thanks for your response. \nwe aren't using device policies yet, we have only disabled agent mode on the ghec portal, but vs looks like it bypasses this because even in interactive/ask mode it will make wholesale changes to multiple files in the workspace if you ask it to, which is currently not permitted at work. what's frustrating is i'm seeing different behaviour between vs 2022 and vs 2026 so they're using different versions of github copilot ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1win2b6/github_copilot_is_a_nightmare_for_enterprises/pawvff3/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "now have 100 software, platform engineers, front end devs and artists on business and have the same problem. cli has some permissions. ides others. github copilot app others again. organisations claim to provide granular control, but we're just not experiencing it.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1win2b6/github_copilot_is_a_nightmare_for_enterprises/pabr4iq/"}, {"date": "2026-09-13", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "oofduh, switching from working on personal projects in @openaicodexcli to work projects in @githubcopilot is painful. a lot of hand holding and button pushing.", "link": "https://twitter.com/1632699243231051777/status/2099227015815512232"}]}}, "work.plan_mode": {"praise": 2, "complaint": 5, "n": 7, "praiseShare": 28.6, "ci95": [8.2, 64.1], "regard": 0.492, "regardCi95": [0.478, 0.506], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "finally gave a serious try to @opencode for personal project and suddenly missed the following ( compared to @githubcopilot cli ) message steering, branch /diff ( from main even after pushing ), /btw , ctrl+c protection, plan\nhowever still impressed with tui, free zen models", "link": "https://twitter.com/15468471/status/2098084461204390142"}, {"date": "2026-09-06", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "yes. as the agents improve i have also been using less line completion. early on in ai coding i used line completion extensively. now i use plan, review the plan, let the agent act, then run pe have the agent run the new code and i review the output. copilot can use this work flow as well as many other ai coding tools. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1rlcxr9/difference_between_github_copilot_and_gpt_codex/p85to5o/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i'll add my input: i used sol 6 and sol 5.6 in plan mode and reviewed their plans and so far sol 6's plans are extremely shallow and vague. sol 5.6's plans were more detailed and of higher quality. i used max effort for both. in every instance, sol 6's plan came 2x cheaper but honestly the dogshit quality isn't worth it. i'll keep using sol 5.6. sol 6 is a huge regression.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc8f0q2/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "github copilot plan mode and implement\nhello,\ni often use github copilot in plan/implement mode. i have the impression that it usually tend towards hallucinations when the context grows. in fact, i use the same session in plan mode and in implement mode because i use the \"implement button\" below the last plan message sent by llm. i thought that github copilot reset the context window when you begin the implementation but it does not indicate that", "link": "https://www.reddit.com/r/AI_Agents/comments/1wmmz57/github_copilot_plan_mode_and_implement/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "cursor at work because employer pays for it. they have given the option to switch to claude or codex to a limited set of people but they would have to give up cursor. i am not sure i would take that option partly because i like the cursor harness and also specifically with claude enterprise i assume staying within monthly limits would be quite hard. \nas far as my personal experience goes, it has been with codex, copilot, opencode, command code an", "link": "https://www.reddit.com/r/cursor/comments/1wjo04y/codex_vs_claude_code_vs_cursor_in_september_2026/pak1psr/"}]}}, "work.response_verbosity": {"praise": 1, "complaint": 6, "n": 7, "praiseShare": 14.3, "ci95": [2.6, 51.3], "regard": 0.497, "regardCi95": [0.485, 0.514], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i’ve been a fan of grok because its verbiage is the right balance. it’s honestly a good all round model.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmho7l/grok_47_is_now_available_in_github_copilot/pb7yjui/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i agree. i find the praise for luna baffling. it may be cheap, but most people seem to recommend running it at xhigh or max, where it takes forever to reason and generates bloated output.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wp1ygm/tiers_of_auto_now_available/pbwf62p/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "my only complaint is the excess commenting but i think it is a bit subdued over opus 5.0", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wngkdo/opus_55_rollout_and_review/pbs8iin/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/devops", "polarity": "complaint", "text": "yes, i'm in networking but we are migrating to a new vendor and my senior just handed me like 15 documents, each 5-15 pages long entirely of copilot slop. its unreadable and i have to re-write it so we can understand", "link": "https://www.reddit.com/r/devops/comments/1wjqrl3/rant_has_anyone_experienced_vibe_planning/palo558/"}]}}, "work.sycophancy_pushback": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.504, "regardCi95": [0.496, 0.512], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-05", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@kimi_moonshot weekend at @githubcopilot . taking kimi k3 for a ride. seems a solid ask-&gt;plan-&gt;implement path, very well thought out and rational plans, very fast, not wasting tokens, \"professional\" in the interactions (no kissing up), can't wait to see #kimik3 final results.", "link": "https://twitter.com/1858251094134009856/status/2096245489721307230"}], "complaint": [{"date": "2026-09-05", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it is a bit too reactive, if some review are wrong it does not push back", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w744q3/whats_the_different_between_vscode_agents_window/p7xuis7/"}]}}, "verify.false_completion": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.49, 0.499], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it spent a turn for me explaining why it’s precious attempt failed because it made a mistake , believed its mistake and then produced crud - all from its own imagination - whilst a nice set piece on how hallucination works, i already knew that and resent paying for it", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wptkkq/how_does_gpt6_sol_feel_so_far/pc52y7n/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it is written clearly, cant u read? cowork runs shotgun on my copilot code, and he confirmed that there were 4 times that copilot claimed to have done the code, and there was no pr, how much clearer can that be??", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wml3k0/wtf_is_going_wrong_with_github_copilot_here_is/pb8dpam/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "this is wht i communicated to my ai assistant, not copilot ==> i'm back, 8 pm, go ahead w the relay to cc to solve the puzzle, so to speak. we need to discover wht went wrong w copilot, so many millions of devs depend on the poor sucker and it turns out he is not dependable, how is that even possible? shd we ask nadella (tongue in cheek!)\nran a command on your computer\nran a command on your computer\nthis is my ai assitant explaining copilot went ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wml3k0/wtf_is_going_wrong_with_github_copilot_here_is/"}]}}, "verify.self_testing": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.497, "regardCi95": [0.49, 0.504], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "the issue was labeled good-first-task. it was not. a rate limiter on a public route used a global map, so two instances doubled the quota and one deploy wiped the counts. that is the job i gave @githubcopilot.\nnot autocomplete. the agent on the issue, in the same @github repo.\nbrief i left on the ticket:\nkeep the existing middleware\ndo not add redis\ndo not invent an api gateway\nstore hits per instance without lying across deploys\nadd a test that ", "link": "https://twitter.com/1989355273727967232/status/2102450302008095144"}], "complaint": [{"date": "2026-09-11", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "i don't know about codex, but with github copilot i noticed a lot of double checking and validation steps that in pi don't happen.\ni would assume that's from some general  instructions in the harness.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wbqkel/same_task_same_model_pi_passed_in_90_turns_codex/p96cq93/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "complaint", "text": "the difference mostly comes down to harness autonomy and verification loops rather than the raw model weights.\nclaude code leans heavily into multi-turn bash execution, file patching, and running test commands iteratively until the diff actually passes, which naturally burns 2–3x more tokens per task. copilot caps turn budgets and context assembly more aggressively to keep token spend bounded, but the tradeoff is that it often stops after draftin", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1w4lm3b/claude_code_vs_github_copilot_token_burn/p7dda3c/"}]}}, "verify.agent_code_review": {"praise": 10, "complaint": 7, "n": 17, "praiseShare": 58.8, "ci95": [36.0, 78.4], "regard": 0.487, "regardCi95": [0.464, 0.51], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "get a claude or chatgpt pro sub then proxy it into copilot via byok to use the harness. \ni keep a copilot sub also for adversarial review (like pair gpt with a claude to argue), copilot code review on prs, and overages.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pc9tpgy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i don't know about you, but my ape brain couldn't for the life of me review any pr with even close to the depth and thoroughness of the team of claude, codex, copilot and deepseek agents that i use for my work projects.\nso the question is really: do you want code quality or do you want kabuki theater and the warm human feeling of \"being in control\"?\ncoding is ~~largely~~ solved.", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wql3g2/interviewed_candidates_for_ai_engineer_roles_this/pc5d5jy/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "praise", "text": "creative ai usage\nwhat are some creative ways you use ai to complete work? in visual studio copilot i have an agent file where i add mistakes i make which were pointed out in pr comments. i find it's a big help to code review my work before making pull requests", "link": "https://www.reddit.com/r/cscareerquestions/comments/1woinjn/creative_ai_usage/"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "alright, looking for a replacement for @githubcopilot reviews. what's the best ai pr review software nowadays? \n@coderabbitai , @greptile , @cubic_dev_ , @claudeai pr reviews / or @cursor_ai bugbot?", "link": "https://twitter.com/4279716508/status/2103294237525848323"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "something similar can happen with code reviews, too. after enough cycles, a reviewer agent (whether that's copilot running remotely on github pull requests or a claude agent) will start to find problems like: \n_if a user submits an upload at 2:46am on the first tuesday in a calendar month with two full moons during the year 2246, then this list will contain only one entry, but the internal logs unconditionally use the plural \"entries\"._\nthen clau", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wohqnu/endless_slicing/pbnen3c/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i have tried claude code, coderabbit and gh copilot in the past for code review but they are always doing the review \"in their own way\". also, most of them don't show me how they review my code and instead just gives the comment once it's done reviewing.\nhaving worked as an engineer for years, i have accumulated some rules that i always follow when i do pr (especially while vibecoding).what i did instead is to create my own agentic persona that k", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjblf7/dont_pay_other_services_for_agentic_code_review/"}]}}, "verify.change_review_ui": {"praise": 6, "complaint": 4, "n": 10, "praiseShare": 60.0, "ci95": [31.3, 83.2], "regard": 0.514, "regardCi95": [0.498, 0.532], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-10", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i use copilot in work and codex at home. i prefer copilot in vscode. i like copying symbols into the chat for the ais context and codex diff is beyond terrible. but i could be using it wrong so take that with a pinch of salt. to keep the credits i use the cheaper model, it's not too much different from the higher models", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcj4ce/i_cancelled_my_github_copilot_subscription_are/p914kn1/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i can offer nothing but sympathy. i really enjoyed how github copilot worked in vs code. i loved seeing and approving the diffs. claude is better in every way except its vs code integration.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbyrlh/anyone_else_absolutely_hates_the_vs_code_extension/p8vr0w7/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/windsurf", "polarity": "praise", "text": "my use is a lot like yours. i've tried most of the options out there. but phpstorm is objectively the best ide and i'm currently using using copilot for the agent, in its plugin, and kimi3. it gives you a diff, each turn. devin isnt really for guys like us.", "link": "https://www.reddit.com/r/windsurf/comments/1w6ycby/is_the_20_devin_pro_tier_worth_it_if_i_dont_need/p8dvejm/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "we have supercov security check in [agents.md](<strict_link>) before commiting. usually takes <10s for full repo scan\nfor deps/mcps we use dependabot on prs but i dont like it. agree that agents need verification and pr stage is too late", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wprq7d/best_application_security_tools_for_ai_generated/pc20ewi/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "local. not having the ability to approve the changed files is unacceptable. if i need to do something across multiple repos, i use the github copilot app", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvangl/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "for most of my recent chats, the history shows that a number of lines are added and removed. when i open such a chat, it does not show a keep button, nor can i individually keep/accept the changes. for older chats (over 4 weeks ago) i don't see these changes listed for the chats.\n<strict_link>\nis this a bug or is there anything i can do to have all changes accepted and these number cleared?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wgy49g/why_cant_i_keep_changes/"}]}}, "ui.display_settings": {"praise": 5, "complaint": 25, "n": 30, "praiseShare": 16.7, "ci95": [7.3, 33.6], "regard": 0.477, "regardCi95": [0.454, 0.502], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "where is that post? i'm using copilot, codex and claude code and overall, i like copilot the most for many reasons. one reason being that you can see what's sent to the model, so that your instructions are actually included, for example...", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcct3o8/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "in other ides like vscode + copilot i can inspect the terminals the agent uses to run commands. so when an agent starts a build, i can watch the progress myself, can potentially cancel etc. in antigravity i can see that the agent has a terminal open, but have no clue what is going on in it / what the progress is. when i need to know, i have to ask the agent to repeat the console output to me.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/patexny/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/vibecoding", "polarity": "praise", "text": "never tried codex. use claude code (at home) and github copilot (at work). much prefer the copilot user experience than the claude code experience. also with github copilot i can use anthropic or openai models.\ni keep claude at home because of the subvention. i understand that openai is also good for that for individuals.", "link": "https://www.reddit.com/r/vibecoding/comments/1whgeuy/literally_any_reason_to_use_claude_code_instead/pa2gvvm/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "yea, none of these solutions worked for me either. if i type chat: open chat(ask), it does appear that \"ask\" mode shows up. but it doesnt stay in the set of selections. when i click on ask all i see is \"agent\" and \"configure custom agent\". i tried logging out and back into github as well.\nadditionally, even when in \"ask\" mode the model seems to have the ability to take actions. \nis it possible this was an update that eliminated the need to select", "link": "https://www.reddit.com/r/GithubCopilot/comments/1txrlkk/missing_ask_and_plan_agent_modes_in_the_new_vs/pbzc2x1/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "additional question: why didn't you reuse the icon inside the chat input box for tools? opening the customization editor to select tools is not better imo.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbzx07c/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "fifteen prs waiting for my review had become a normal morning.\ndelegating to claude code helped, but i still had to start each review manually. having agents post directly to github created another problem: comments i hadn't checked became someone else's work to deal with.\nso i built cerber.\nit watches github for prs requesting your review, runs claude code over them, and prepares drafts in a local web ui. you get a summary, a walkthrough of the ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp0zkk/i_built_a_claude_code_review_inbox_for_the_prs/"}]}}, "ui.session_history": {"praise": 4, "complaint": 7, "n": 11, "praiseShare": 36.4, "ci95": [15.2, 64.6], "regard": 0.506, "regardCi95": [0.49, 0.522], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "i think the real advantage is sessions do not end when you quit vs code.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbup51t/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "re-edit messages: nice, i wanted this", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmfcx7/github_copilot_for_jetbrains_v118_updates/pbe8hu3/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "if you’re working across many sessions, the app just makes it easier. i’m working a lot across nested or stacked sessions. i create stacked prs from these sessions, and i often switch between models/agents between sessions as well. all this work rolls up to one parent session which i can go back to whenever. the app for that kind of a workflow is unmatched. \nyou can always spin up a cli within the app as well.\nadditionally, for any other body of ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w7xg0a/how_do_people_use_the_app/p7ycmcq/"}], "complaint": [{"date": "2026-09-19", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "expensive but much quicker then gem-teams i used. sadly i ran into a issue where i couldn't recontinue the session so was kinda stuck.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wju32f/hydrafusion_usage_review/pary5tc/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it doesn't seem like /fork is working correctly in the cli. after i \"fork\" and then resume the chat my forked session is still there...\ni use it for things like adding issues to the backlog without adding a new chat window but then when i resume my backlog request and the response are still there...", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wctqcz/fork_not_working_properly/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "would be nice to have multiple chat sessions instead of only being able to have one chat session. also make it not change focussed terminals, i am manually doing commands in my terminal, and then some other copilot terminal pops open and i accidentally type in that one.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wbflxk/github_copilot_for_jetbrains_v1170_updates/p8pt1aj/"}]}}, "ui.interrupt_steer": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.508], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "finally gave a serious try to @opencode for personal project and suddenly missed the following ( compared to @githubcopilot cli ) message steering, branch /diff ( from main even after pushing ), /btw , ctrl+c protection, plan\nhowever still impressed with tui, free zen models", "link": "https://twitter.com/15468471/status/2098084461204390142"}], "complaint": []}}, "surfaces.remote_mobile": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.501, "regardCi95": [0.494, 0.509], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "for now i'm using local harness with autopilot, because the copilot harness with \"assisted permissions\" was eating my tokens like crazy (the same model, the same kind of tasks). \nalthough i liked the copilot harness because i could remotely control it from github app on the phone ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbv9wik/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "are you using the vscode agent? copilot cli does not lack computer use or remote control, and in my experience is much better than opencode go (apart from cost to consumer)", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wbbhzs/open_code_vs_github_cp/p8qwjcn/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i am looking for a way to use remote copilot from my primary local copilot.\ni have two repositories - web app and tests. web app is on a remote server (it can not run locally) and tests must be local on desktop (use chrome etc).\nwhen i work with tests in one vscode copilot i can get a state when \"test is fine, web app must be fixed\". at this moment i have to change to other vscode session connected to remote server and ask to fix.\nbut i would lik", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wo80xe/how_to_pair_two_copilots_working_on_different/"}]}}, "surfaces.cloud_sessions": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.507], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "you don’t have a build pipeline that deploys the server? you should be able to code both locally and just have the ai commit/deploy the web server and wait until it’s deployed to run tests.\nask it to setup a github action that deploys the server. or scripting if it’s a local server.\nalso the cloud github copilot can easily run tools like playwright which is like running a command line chrome to run and verify websites.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wo80xe/how_to_pair_two_copilots_working_on_different/pbkrz35/"}], "complaint": []}}, "rel.service_errors": {"praise": 3, "complaint": 7, "n": 10, "praiseShare": 30.0, "ci95": [10.8, 60.3], "regard": 0.535, "regardCi95": [0.491, 0.581], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-03", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "fyi @githubcopilot is up.", "link": "https://twitter.com/15468471/status/2095571959174299802"}, {"date": "2026-09-03", "source": "X", "community": "@GitHubCopilot", "polarity": "praise", "text": "@morningbrew @githubcopilot is up", "link": "https://twitter.com/2071069768808034304/status/2095610468517962182"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "how the hack **loard luna** is working in copilot and not in codex ?????", "link": "https://www.reddit.com/r/codex/comments/1w69nk0/both_chatgpt_and_cursor_are_down/p7lcvxt/"}], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "hello, my name is lucas, aka **satoshiuno**, and i wanted to share my opinion on the current state of token use for ai coding. 🤖 **- note: edited with gpt..**\ni don’t need slow, fast, instant, thinking, and constantly changing models. i need a good coding agent that i know i can use through a normal 40-hour workweek without wondering when i’m suddenly going to hit a limit.\ni also think there needs to be a separation between stable production mode", "link": "https://www.reddit.com/r/codex/comments/1wk4igo/can_we_go_back_to_the_compute_use_pay_model/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "a week ago we published that msft employees no longer get access to claude models, as they did in the past 1.5 years.\nthe consensus is to use gpt sol. yet, ghcp is having hard time serving the ever increasing demand for it now.\npeople on one side claim they don't care, they manage with all models, cause they are doing lousy work, or they're not doing anything at all.. blaming the agents.\nthose of us who did real work - are now suffering.\nwe are a", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wda1ae/gpt_56_sol_becomes_unavailable_due_to_ever/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "this morning, the copilot agent start reply this way:\n`llm endpoint returned http 400: {\"type\":\"error\",\"error\":{\"type\":\"missingsessionid\",\"message\":\"error from provider (console go): request is missing x-opencode-session and cannot be routed efficiently. please see <strict_link>\n`sorry, your request failed. please try again.`\n`client request id: 6222fb43-5c7b-40b1-xxxx-515a3b55cdb0`\n`reason: [400] invalid request body format. please modify your r", "link": "https://www.reddit.com/r/GithubCopilot/comments/1u18q8a/use_opencode_go_models_in_github_copilot_chat_via/p8b0ree/"}]}}, "rel.response_speed": {"praise": 10, "complaint": 12, "n": 22, "praiseShare": 45.5, "ci95": [26.9, 65.3], "regard": 0.513, "regardCi95": [0.492, 0.537], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "haiku is still fast. for quick inline edits it is still the fastest model.\nthat said, luna is close. maybe 6.0 luna will be even better? not sure, not enabled yet -.-", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbq7ox1/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "speed is irrelevant to me, i always have 5-6 sessions opened at any point in time. if anything if they are slow it give some more room to breathe", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbqi9zy/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "haiku is 10x the price of luna and way worse. put luna on low thinking if you just need an line edit, it will be equally fast. on openrouter, their recorded throughput is roughly the same.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbqzq48/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/OpenAI", "polarity": "complaint", "text": "open your excel workbook, goto the data tab on your toolbar ribbon, click sort, pick the column you want to sort by, click ok. you're done. \nwith a tiny bit of practice (like once or twice) you can do that faster before most folks can even issue a prompt to copilot to do it for you. and from previous experience i can tell you with 100% confidence, that even the most fumble fingered excel user can do all that before copilot will deign to provide a", "link": "https://www.reddit.com/r/OpenAI/comments/1wr8r6g/gpt6luna_comes_out_on_top_in_puppy_kill_bench/pcgywmc/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "no my experience even with xhigh luna is slower than sonnet 5", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wnioqo/openais_gpt6_sol_and_gpt6_luna_now_available/pbukmkp/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "terrible and [slow.it](<strict_link>) cannot code or fix errors. it needs removed.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1uwkc1m/we_want_your_feedback_how_is_maicode1flash_in/pb8k385/"}]}}, "rel.client_failures": {"praise": 3, "complaint": 27, "n": 30, "praiseShare": 10.0, "ci95": [3.5, 25.6], "regard": 0.507, "regardCi95": [0.465, 0.551], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "also incase you're interested in the background and how the slop progresses and hardens into slightly less slop.\nsorry for the spam, last response i swear :) \n \n\\`\\`\\` \nit's the fix-tool-arg-coercion lane's own reproduction of the bug, the failing test it writes first, not an old warning we ignored. the other read failures in the logs are deliberate error-path tests (for example path: \\[\\]).\nrca-ca from the logs:\n\\- our own pig sessions: about 4,", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wqe2v1/meet_pig_the_pi_coding_harness_that_is_yours_but/pc9j62b/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "because of this issue, i stopped using \\`#\\` and switched to \\`@\\` as all other agents use at-sign anyway.. works fine, and my muscle memory is interchangeable between copilot, codex and claude.\nbut srsly, i use all three of them daily, and copilot still offers best ux in general: diffs, files attachment, tools selection & usage etc. like in claude, i still have no idea how to set 'auto' mode in one of my workspaces. it just keeps sliding back to", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcc1c4/i_m_losing_12hrs_of_life_expectancy_everytime_i/pa4qguf/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/opencode", "polarity": "praise", "text": "u/trovebloxian i don't fully understand the reason yet. however, according to my initial findings, dns resolver timeouts start occurring on the router around 11 am (around the time i noticed something strange on the network.), increasing from 2-4 per hour to 25-30 per hour. from 1 pm onwards (the times when services started reporting \"unhealthy\"), dns queries from my machine (the one running opencode) reach up to 600 per minute. naturally, dns re", "link": "https://www.reddit.com/r/opencode/comments/1w5j4vf/goodbye_opencode/p7foht1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "why would you wanna use copilot harness? it keeps making mistakes, ignore instructions and repeatedly fails read/write ops. another person in this sub posted benchmarks that put it lower than other harnesses like pi/ds/codex", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pca0pix/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "i’m really new, so bear with me being perhaps a noob. i’ve got github copilot + and visual studio on a macbook that seems to get stuck on “run in terminal” \ni used it before for a few months so not expert but not totally new and this is first time it’s getting that problem \nit has run and done similar projects to what i’m doing now before i think but maybe i changed something \ni see some activity definitely when i run top bash command\ni’ve tried ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr56qh/stuck_on_run_in_terminal/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "it's crazy buggy. even the integration with vscode is worse.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvujk7/"}]}}, "rel.update_breakage": {"praise": 5, "complaint": 6, "n": 11, "praiseShare": 45.5, "ci95": [21.3, 72.0], "regard": 0.529, "regardCi95": [0.501, 0.56], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "most likely it launched subagents on a different, more expensive model (luna 5.6 often called gemini on my system).\nnewer vscode/luna fixed that problem. in the meantime, you can disable subagents.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc5o1hu/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "fortunately, after the latest update the issue seems to have gone away and i'm unable to recreate the bug. if it comes back i will open an issue at the github repo. thanks!", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfprls/anyone_have_issues_with_forced_autorouting/paipboj/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "hey alex, i can confirm it's back working on the latest insiders. thank you! is there any way we can \"infer\" this kind of issues from logs btw? ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcisy0/inline_suggestions_not_working_in_11380_insiders/p963ors/"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@GitHubCopilot", "polarity": "complaint", "text": "@githubcopilot @jamesmontemagno since a recent update the github copilot app is no longer always loading custom agents in a new session. sometimes it does sometimes it doesn’t. can we get this fixed? it’s rather annoying. <strict_link>", "link": "https://twitter.com/66640739/status/2100646193411850246"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "copilot is trash. it can be good sometimes but each update is like a christmas present from grandma: you never know what is inside.", "link": "https://www.reddit.com/r/codex/comments/1wfdcmy/value_of_20_plans_what_do_you_think_about_this/p9l4vc9/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "neat! do you know if it is possible to have tool calls be auto-collapsed in zed? i haven't found any setting for it yet but i am also stuck on 1.14.x due to the github enterprise copilot issue.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w9ecgp/added_colors_to_the_agents_panel_markdown/p8bk5ha/"}]}}, "account.support": {"praise": 2, "complaint": 13, "n": 15, "praiseShare": 13.3, "ci95": [3.7, 37.9], "regard": 0.497, "regardCi95": [0.477, 0.521], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "the support team finally reached out to me and activated my licences", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w9k0ag/github_support_not_responding_to_copilot/pbhxdzi/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "thanks for confirming! not directly, unfortunately. in this case, the client-side logs would only have shown that the server returned no suggestion, not why...\nby correlating several reports ([\\#334759](<strict_link>), [\\#334523](<strict_link>), and [\\#335001](<strict_link>)), we narrowed it down to a recent regression in a server-side parser that mishandled file paths containing spaces. 🤦", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcisy0/inline_suggestions_not_working_in_11380_insiders/p9es39k/"}], "complaint": [{"date": "2026-09-17", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "sorry for the rather incendiary title, but not sure how else to frame it. we've (not me) chosen to use github copilot for our ai tooling, we're still a bit slow on ai usage due to the sensitive nature of our business but still trying to make some progress, but i'm finding github copilot an utter nightmare.\nofficial support is practically non-existent, you have to wait a day for logging/insights to update, and ai policies can easily be passed by o", "link": "https://www.reddit.com/r/GithubCopilot/comments/1win2b6/github_copilot_is_a_nightmare_for_enterprises/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "github support will not void that invoice. you canceled after the billing cycle started so they keep the charge.\n \ni left an unpaid copilot bill on my account months ago. they put a banner on top of every page in github. they blocked access to paid features until i paid it. they did not delete my repos or touch my code.\n \nmy advice is to pay the 101 dollars and open your max plan back up. use up all the credits before the october 10 period ends. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wgapfi/what_happens_if_i_dont_pay_an_unpaid_github/p9zr3mb/"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "no answer still…. it’s been 5 days since i made support ticket", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wef2py/wrong_info_in_billing_blocked_me_from_subscripting/p9runri/"}]}}, "account.billing_errors": {"praise": 0, "complaint": 11, "n": 11, "praiseShare": 0.0, "ci95": [0.0, 25.9], "regard": 0.486, "regardCi95": [0.477, 0.495], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "“github copilot pro - month: $10.00 usd \nsep 14, 2026 - sep 19, 2026”\nhope your happy github", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wlpgze/paid_a_monthly_subscription_that_only_lasted_5/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "btw github support didn't help. so lesson learned - when you get charged for subscription - do not cancel it until you spend all the credits!!!!! if i would pay the invoice they will not return it to the the max plan back with unused credits.. !solved", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wgapfi/what_happens_if_i_dont_pay_an_unpaid_github/p9zhhlt/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "complaint", "text": "github support will not void that invoice. you canceled after the billing cycle started so they keep the charge.\n \ni left an unpaid copilot bill on my account months ago. they put a banner on top of every page in github. they blocked access to paid features until i paid it. they did not delete my repos or touch my code.\n \nmy advice is to pay the 101 dollars and open your max plan back up. use up all the credits before the october 10 period ends. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wgapfi/what_happens_if_i_dont_pay_an_unpaid_github/p9zr3mb/"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-02", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "complaint", "text": "copilot is not just a proxy it uses prompt compression and refinement in several ways including things like llama-lingua2 etc. this helps reduce the ten sent but also affects the output. but like another person said, its trash and no guarantees of sustained service or safety from sudden hikes, get banned for no reason (happened to com sci professor). needless to say, they will steal your code more than any other outfit.", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1w4lm3b/claude_code_vs_github_copilot_token_burn/p7avg1a/"}]}}, "account.data_privacy": {"praise": 5, "complaint": 11, "n": 16, "praiseShare": 31.2, "ci95": [14.2, 55.6], "regard": 0.523, "regardCi95": [0.494, 0.56], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "claude team/enterprise plans do not train on your data, free plans and single user plans do unless you go in and turn it off.\ncopilot paid subscriptions in an ms tenant, all data remains in your tenant and there is no external training on data entered.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc0w1cz/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "this is a pro of copilot paid in an ms tenant, the basics are there, yes, you can pay more for agent controls and such, but at least with paid copilot the data is in your tenant so to speak and for most people, its integration just works and makes it easy, vs people having to open claude, or install the claude office addons", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq2hsf/claude_in_enterprise/pc0wesd/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "certainly not training; i never read the exact rules but i think stuff is mostly not retained at all. even chats on github.com vanish pretty fast", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wngaav/claude_opus_55_is_now_available_in_github_copilot/pbn1jv4/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/artificial", "polarity": "complaint", "text": "those of us who use office 365 already have copilot sniffing our mail, calendar, and other stuff. this is kinda expected.", "link": "https://www.reddit.com/r/artificial/comments/1wquwvv/34_million_people_just_handed_meta_an_agent_with/pceovsk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/artificial", "polarity": "complaint", "text": "true, and at work it's not even your choice, your employer signed for copilot. that's kind of the point though: your work mail is your employer's. your whatsapp with your dad, your photos, your doctor's texts are not, and that's what muse and instinct are asking for. i'm fine with the office being surveilled by microsoft, i'm not fine extending that to the rest of my life just because it's \"kinda expected\" now.", "link": "https://www.reddit.com/r/artificial/comments/1wquwvv/34_million_people_just_handed_meta_an_agent_with/pceueh4/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "complaint", "text": "my company fed the entire organizations teams chats into copilot, and enabled teams compliance recording so even 1:1 meetings are captured and fed into the beast.\nbeing “the guy” who knows a thing about a thing is a rapidly eroding moat ", "link": "https://www.reddit.com/r/cscareerquestions/comments/1wrteka/why_do_you_think_ai_wouldnt_be_able_to_do_high/pcfkizb/"}]}}}, "requests": {"authorWeeks": 135, "themes": [{"theme": "Exclude specific models from auto routing", "criterion": "models.routing_auto", "authorWeeks": 3, "posts": 5, "examples": [{"agent": "copilot", "date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "text": "ok great. sounds like i can't exclude models from auto. but you all gave me some good suggestions. i am particularly interested in luna. i will check that out.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6dsfp/is_there_any_way_to_ban_models_in_auto_mode/p7uhu7d/"}, {"agent": "copilot", "date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "text": "i use github copilot and place it on auto, and lately i have been getting nothing but mai-code responses. it has got to be hands down the most spaghetti-instructiond outputs i have ever seen. how do i get it to stop uses that terrible model.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1tuyb89/maicode1flash_is_now_available_for_github_copilot/p7ry5g5/"}, {"agent": "copilot", "date": "2026-09-03", "source": "Reddit", "community": "r/GithubCopilot", "text": "yes please. auto can be great, but once in a while it routes to a model that is just way out of my league.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6dsfp/is_there_any_way_to_ban_models_in_auto_mode/p7m78xb/"}]}, {"theme": "Add low-cost DeepSeek and GLM models together", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "copilot", "date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "text": "hook up deepseek v4.1 flash and glm 5.3 flash throught their respective providers (deepseek and [z.ai](<strict_link>) )", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcf26a1/"}, {"agent": "copilot", "date": "2026-09-17", "source": "Reddit", "community": "r/GithubCopilot", "text": "i’ve been using luna a bunch and it is pretty good. but it does some stupid things and is at times too eager when it should elevate issues, things that my local qwen 3.8 27b / 3.6 35b a3b instances do without problem.\nk2.7c is better with that in my context. it would be nice to see glm or deepseek models on ghcp", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wi6ux3/kimi_27_code_deprecation_wo_similar_alternative/padzmoy/"}, {"agent": "copilot", "date": "2026-09-02", "source": "Reddit", "community": "r/GithubCopilot", "text": "still waiting for glm, deepseek... microsoft will never add them dont they", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w4uelv/claude_fable_51_is_generally_available_in_github/p7brds9/"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "copilot", "date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "text": "this is actually a great discussion. it would be great if we could get some minimum token amount for specific workflows (eg 100k for semi-agentic, 25k for code assistance, etc). management sometimes have no idea and won’t allow higher tiers without arguments, which one can’t get without anecdotal evidence. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmy8h8/enterprise_ghcp_ai_credit_limits_is_100k_a_lot/pbb5oor/"}, {"agent": "copilot", "date": "2026-09-01", "source": "Reddit", "community": "r/ZedEditor", "text": "that is so bad for me even if i use agents still i code with my hand too and predictions making it faster, peoples says hello vscode/github but 200 credit is not enough i don't want to buy openai claude copilot zed etc i already paying a lot.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w105l9/edit_predictions_are_leaving_the_free_personal/p76d4dr/"}, {"agent": "copilot", "date": "2026-09-08", "source": "Reddit", "community": "r/GithubCopilot", "text": "i have the old yearly plan, and i my most used services are the basic inline completition (something is easy enough and just wireframing, codemonkey tasks so that can do it just by pressing tab with a couple of comments).\nthe second are those hard annoying tasks, that are clearly defined, but annoying to implement; like making the ui of some api, but keeping in mind how a user behaves or making it look nice.\ni've found only the opus (from 4.5 whe", "link": "https://www.reddit.com/r/GithubCopilot/comments/1waonu2/how_to_increase_my_monthly_limits_while_still_on/"}]}, {"theme": "Risk-tiered granular approval policies", "criterion": "work.permission_prompts", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "copilot", "date": "2026-09-07", "source": "Reddit", "community": "r/GithubCopilot", "text": "autopilot evaluates tool calls, bypass just bypasses them. i want the auto-evaluation and the normal question behaviour. should be a thing, imo.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1tj6v5m/plan_mode_autopilot_always_skip_all_questions/p8bjwm8/"}, {"agent": "copilot", "date": "2026-09-17", "source": "Reddit", "community": "r/AI_Agents", "text": "“tiered by blast radius” is probably a better description of what i was trying to get at.\ninstead of copilot vs autopilot being binary, you could have something like:\nroutine informational response → automatic \nlow-risk/reversible action → automatic + spot checks \nhigher-risk action → hard rules/limits \nmoney movement, deletion, major account change → human approval\nthat feels much more scalable than either reviewing everything or trusting everyt", "link": "https://www.reddit.com/r/AI_Agents/comments/1wi9csn/are_ai_copilots_fundamentally_limited_because/pabc1cx/"}, {"agent": "copilot", "date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "text": "i've been using autopilot for quite a while now because, \"can i use grep? can i use sed? can i use grep and sed together?\" was beyond tedious. my problem is that while tool calls are now dealt with, there are times where an agent/subagent has a valid, substantive question that needs an answer and autopilot just says something to the effect of, \"no one's home. you decide.\" where's the thermostat to set what can be autonomous and what really ought ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w78bm8/vscode_autopilot_is_too_auto/"}]}, {"theme": "Access to editor extension tools", "criterion": "setup.extensions_mcp", "authorWeeks": 2, "posts": 5, "examples": [{"agent": "copilot", "date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "text": "i'm seeing that tools from extension mcps are not showing in the tools page. i think they should be, so i'll check on that. you can see that the mcp server is running on the mcps page. but they are available in the session anyway:\n<strict_link>\n", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pc02yyb/"}, {"agent": "copilot", "date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "text": "i use toolsets with the local harness. thanks for the hint about the customization editor: i can't see tools contributed by nx, for example, which uses the `mcpserverdefinitionproviders` contribution. is that expected? and from an extension point of view, how do we ensure we are automatically available in the copilot harness?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbzvxr0/"}]}, {"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 2, "posts": 4, "examples": [{"agent": "copilot", "date": "2026-09-06", "source": "X", "community": "@GitHubCopilot", "text": "@orenme @githubcopilot @claudeai @openai api prices are way too expensive. claude / codex subscriptions are much better priced. i loved using @githubcopilot but unless you can use it with existing subscriptions (or its models gets priced reasonably) it is not even worth looking at anymore :(", "link": "https://twitter.com/1188387650408894466/status/2096465722696233172"}, {"agent": "copilot", "date": "2026-08-31", "source": "Reddit", "community": "r/ClaudeCode", "text": "<strict_link>\nthis is what i would like, exactly the way copilot works. it's way better to inspect the edits this way. i was good with copilot and claude models until they completely ruined the plans with the new pricing model. i'd gladly use an anthropic subscription but this single feature stops me. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w3j83b/vs_code_native_diff_view_while_using_claude_code/p70lkxa/"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "copilot", "date": "2026-09-10", "source": "X", "community": "@GitHubCopilot", "text": "@tylerleonhardt @githubcopilot @code add deepseek v4.1 to your models. your always lagging behind! 😒😔", "link": "https://twitter.com/1583878322890711043/status/2098100231317696564"}, {"agent": "copilot", "date": "2026-09-22", "source": "Reddit", "community": "r/GithubCopilot", "text": "what we want is deepseek 4.1 flash", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wmho7l/grok_47_is_now_available_in_github_copilot/pbaopx3/"}]}, {"theme": "Codebase visualization and documentation tools", "criterion": "context.codebase_retrieval", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "copilot", "date": "2026-09-05", "source": "Reddit", "community": "r/GithubCopilot", "text": "yes something like cognitions deepwiki would be tremendous. there are a ton of middling products out there but nothing as good as it, and nothing in copilot that works as well. would love that hosted in the github infrastructure too.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w7s69c/feature_request_openwiki/p7ykegv/"}, {"agent": "copilot", "date": "2026-09-03", "source": "Reddit", "community": "r/GithubCopilot", "text": "perhaps some kind of ai-focused graph plotter like graphify (or similar) would help the ai to find these things in such a large codebase?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6a1ui/the_vscode_harness_has_a_major_flaw_on_large/p7leftq/"}]}, {"theme": "Manual model selection instead of forced routing", "criterion": "models.routing_auto", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "text": "gpt-6 luna and sol is all that most people need. \nthat said, let the user choose as long as they are capped on usage", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbtdn9k/"}, {"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "text": "let the user choose 🙌", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbt4wz9/"}]}, {"theme": "No silent model switching or downgrades", "criterion": "models.routing_auto", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "copilot", "date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "text": "clearly selected a local endpoint in business byok plan but it keeps switching over to expensive af models that i don't need like gemini 3.7 flash or sonnet 5 on the first message no matter which model i select. wastes so many credits and prevents me from getting my work done!", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wfprls/anyone_have_issues_with_forced_autorouting/"}, {"agent": "copilot", "date": "2026-09-11", "source": "Reddit", "community": "r/GithubCopilot", "text": "i don't understand. why did ghcp choose opus if you selected sol? or did you have some other preference?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1vusvih/openai_pricing_updates_gpt56_sol_has_a_new_lower/p97c4mz/"}]}, {"theme": "Option to restore previous UI design", "criterion": "ui.display_settings", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "copilot", "date": "2026-08-31", "source": "Reddit", "community": "r/GithubCopilot", "text": "can i go back to the old format? who the f thought this new ui looked better? everything on the same list, not possible to sepparate anymore from global configs and local configs\ncan't even toggle on/off with spacebar anymore.\nbravo, it sucks. sorry for the rant, needed to vent", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w3rn3x/new_mcp_ui_is_terrible/"}, {"agent": "copilot", "date": "2026-09-16", "source": "Reddit", "community": "r/GithubCopilot", "text": "i really miss the copilots harness..", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wcj4ce/i_cancelled_my_github_copilot_subscription_are/pa4ziuh/"}]}, {"theme": "Per-subagent model and effort selection", "criterion": "work.multi_agent_orchestration", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "text": "i want to keep using pi agent as my main coding interface, but i also want claude opus 5.5 to be the main agent/orchestrator, not just a sub-agent or reviewer.\ni use pi agent both at work and privately. privately, my setup is simple: pi agent + codex pro. at work, i had been using pi agent + github copilot, but copilot credit usage became too expensive, so we are moving toward subscription-based access instead.\ni now have a claude team premium se", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woy2wb/can_i_keep_pi_agent_while_using_claude_opus_as_my/"}, {"agent": "copilot", "date": "2026-09-10", "source": "Reddit", "community": "r/GithubCopilot", "text": "while i do like this update, i'm not a fan of the new chat tool ui constantly expanding and then collapsing the tool calls, kinda distracting.\nand i was hoping \"support for selecting the session model used by built-in subagents in the copilot agent harness\" would let us select luna for subagents like the vscode settings do, but instead the setting is a checkbox that look like it's for inheriting the model from the parent session, so it'll only be", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wbflxk/github_copilot_for_jetbrains_v1170_updates/p8uxvfj/"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 82, "negative": 192, "positiveShare": 29.9, "ci95": [24.8, 35.6]}, {"week": "2026-09-07", "positive": 85, "negative": 146, "positiveShare": 36.8, "ci95": [30.8, 43.2]}, {"week": "2026-09-14", "positive": 58, "negative": 115, "positiveShare": 33.5, "ci95": [26.9, 40.9]}, {"week": "2026-09-21", "positive": 92, "negative": 141, "positiveShare": 39.5, "ci95": [33.4, 45.9]}]}, {"id": "cline", "name": "Cline", "maker": "Cline (open source)", "facts": {"version": "n/a", "released": "First released 2024; passed 1.5M VS Code Marketplace installs by 2026-04", "price": "Free (open source); BYOK API spend typically $8-150/mo depending on model/usage; Teams free through Q1 2026, then $20/user/mo (first 10 seats always free)", "model": "Bring-your-own-key, any provider", "surface": "VS Code extension, CLI"}, "sources": [{"channel": "X", "selector": "@cline", "posts": 1816}, {"channel": "Reddit", "selector": "r/CLine", "posts": 374}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 117}, {"channel": "Trustpilot", "selector": "Trustpilot", "posts": 1}], "records": 2308, "judgingPosts": 1187, "authors": 1449, "authorWeeks": 1673, "reach": {"shareOfVoice": 1.47, "value": 0.333}, "regard": {"positiveAuthorWeeks": 485, "negativeAuthorWeeks": 434, "rawPositiveShare": 52.8, "rawCi95": [49.5, 56.0], "value": 0.553, "ci95": [0.535, 0.57]}, "score": {"value": 42.9, "ci95": [42.2, 43.6]}, "ranking": {"rank": 9, "rankRange": [8, 10]}, "criteria": {"paying": {"praise": 115, "complaint": 151, "n": 266, "praiseShare": 43.2, "ci95": [37.4, 49.2], "regard": 0.603, "regardCi95": [0.566, 0.637], "salience": 28.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "yeah i want to try that.\nz.ai has been really generous with free usage for glf 5.3 flash via opencode, cline etc. i actually used their app, zcode, with that model, and it was pretty great. i'm sure claude code/codex might be even better in many cases", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcg9v8x/"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline it's a wonder, this way you always bump into free models for those of us who don't have money.", "link": "https://twitter.com/1765888710992601088/status/2103666431212569026"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline thank you cline for offering free models and your environment and windows app are very nice and comfortable.", "link": "https://twitter.com/2029693365630164992/status/2103695840044871745"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline beats kimi k3, ties gpt-6 astra, costs nothing. the business model is 'we'll figure it out', which is also my business model, so i can't judge", "link": "https://twitter.com/1475598443779444739/status/2103708005372239980"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline pixel canary tying with gpt-6 astra and being free is amazing! excited to try it out in cline.", "link": "https://twitter.com/1347793590605410309/status/2103714130179899444"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "for the price merlin.ai would’ve been better. mistral is the next best thing", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/pcf75rt/"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "cline free models use rotating limited-time promotions with daily per-model quotas (exact numbers unpublished). error on limit: \"you've reached today's free usage limit for this model.\" current free ones (e.g. pixel canary, others tagged free) appear in the cline provider model selector for ide/cli only. needs free account. usage may improve models. after quota: clinepass ($9.99/mo) or pay-as-you-go/byok.\nsource: <strict_link>", "link": "https://twitter.com/1720665183188922368/status/2104021149805928680"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "correct. cline publishes no exact numerical quotas for its free models. official docs only note limited daily per-model usage on rotating promotions (error: \"you've reached today's free usage limit for this model\"). limits stay unpublished and can vary. source: <strict_link>", "link": "https://twitter.com/1720665183188922368/status/2104022890857353405"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline @positronx_ not free in desktop app cline?🫠😵💫", "link": "https://twitter.com/2415779468/status/2104345761236586862"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "so it’s just like their previous free offers... ridiculous.\ncline made a bad impression to me.\nif they offer a free tier they should have useful quotas like opencode zen.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc3rk67/"}]}}, "setup": {"praise": 60, "complaint": 76, "n": 136, "praiseShare": 44.1, "ci95": [36.0, 52.5], "regard": 0.528, "regardCi95": [0.491, 0.564], "salience": 14.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline pulling instructions from the harness to fix the docker sign-in is clever problem-solving. this one had me hooked, so i couldn't resist featuring you on shipwithmuse. your feature is live here: <strict_link>", "link": "https://twitter.com/1724361026974646272/status/2104356319339876721"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline i love to use the cline extension in vs code.", "link": "https://twitter.com/1582956433288544256/status/2103718054324801678"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline ssh support is a game changer running cline on a pi or dev server from your laptop is so clean", "link": "https://twitter.com/1889631970667405317/status/2103747618610573440"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline cline + vs code rocks !!", "link": "https://twitter.com/2093765123810680833/status/2102583000575721483"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "now that it's not in microshit vscode, i will try it! thank you cline team!", "link": "https://www.reddit.com/r/CLine/comments/1wmb1co/kimi_k3_is_free_in_cline_desktop_for_a_limited/pb6a9tn/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "no linux, no dice.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc49h8e/"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i cannot log in to the cline desktop, no windows pop up", "link": "https://twitter.com/1761265380851363840/status/2103686635896688645"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline would love to try cline, but there is no linux desktop version.", "link": "https://twitter.com/1601711797/status/2103693469474844955"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline when will cline desktop be available for linux?", "link": "https://twitter.com/1910353177569890305/status/2103701847076712760"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline please add verify metode with email, because my number is not entered in the otp code", "link": "https://twitter.com/1445902848374366209/status/2103731138703602074"}]}}, "models": {"praise": 36, "complaint": 49, "n": 85, "praiseShare": 42.4, "ci95": [32.4, 53.0], "regard": 0.541, "regardCi95": [0.505, 0.576], "salience": 9.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline how are we getting so many models so fast?!?!?", "link": "https://twitter.com/100568224/status/2103659485898084683"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline 41 on the intelligence index at that speed and price is an insane combo", "link": "https://twitter.com/1889631970667405317/status/2103747538025325008"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline a stealth model tying gpt-6 astra on real next.js tasks and shipping free inside cline is the dream scenario for users. the labs keep leaking their best work through the tools first", "link": "https://twitter.com/2039696601715798016/status/2103892473168932988"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "cline has improved a lot in a mean time, the cache hit rate is absolutely insane now \ngreat work, guys @cline <strict_link>", "link": "https://twitter.com/2017132628361822208/status/2103104236540375166"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline even google is not able to provide usable 3.8 flash for pro or api users, how are you doing it lol", "link": "https://twitter.com/1904532839477231616/status/2103171850415333692"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "please include whether it’s zdr or not. \nwhat’s with the limit because you are routing the request to vercel ai free pinary", "link": "https://www.reddit.com/r/CLine/comments/1wqkucr/pixel_canary_new_stealth_model_is_now_free_in/pcce0up/"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline totally worthless model!", "link": "https://twitter.com/82187574/status/2104250853783662640"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline this feels more like a deepseek/glm model than a gemini model... 👀 <strict_link>", "link": "https://twitter.com/1803325156955480064/status/2103666923435331858"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it's also quite slow at the auto/highest reasoning 🤔🤔", "link": "https://twitter.com/1803325156955480064/status/2103667261743759603"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@haleeeemahh @opencode @cline stealth drops are getting out of hand\na bunny and a canary in one week", "link": "https://twitter.com/1791110653240840192/status/2103807708726251670"}]}}, "context": {"praise": 13, "complaint": 28, "n": 41, "praiseShare": 31.7, "ci95": [19.6, 47.0], "regard": 0.485, "regardCi95": [0.461, 0.511], "salience": 4.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "i’m building **music\\_switcher**, a python-based desktop app that switches music based on what the user is currently doing. \nsince the app already runs locally in python and interacts with macos through applescript, cline pointed out that sqlite fits naturally: it’s built into python, doesn’t require a separate database server, and stores everything in one local file. \nthe biggest convenience is cline gains access to my files, my commits, my terminal history, very convenient for asking questions and asking questions base on status of my current progress.\n<strict_link>\n", "link": "https://www.reddit.com/r/CLine/comments/1wr0d1o/used_cline_to_choose_a_database_for_my_existing/"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline free 1m context at that speed? that’s a serious upgrade. i’m using the free tier for long docs and it handles them gracefully, no lag when scrolling back to fix syntax earlier in the chat. finally feels practical for daily use rather than just benchmarks", "link": "https://twitter.com/417508671/status/2103188942069858418"}, {"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "been trying out kimi k3 in @cline and its awesome. sticks to the tasks, answers correctly. does the job and no bullshit the kind of vibes i got from grok 4.6", "link": "https://twitter.com/1999052311897972736/status/2101616688412475434"}, {"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline free models make switching cheap. keeping the project context intact when you switch is the real product.", "link": "https://twitter.com/1588935512135720961/status/2100719072442994783"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@oleksantoniv @ravikiran_dev7 @cline shared context is the only tax cut that sticks. if every run starts from a blank paste, you pay the babysitting bill twice. i keep project memory in the chat so the next agent already knows the decisions.", "link": "https://twitter.com/2084224068518039552/status/2099747919259697355"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it doesn't have vision. skip.", "link": "https://twitter.com/2075518611775696896/status/2103856362598138077"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "what ide to use for local models\nhi people, \ni am looking for a lightweight ide or plugin that won't inject large context at initiation. \ni tried cline and native vs code but they inject such heavy initial context that it fills up my gpu and either goes oom or spend most of my time compacting. the only one i found modestly successful was continue.dev plugin but it needs constant approvals. my use case is to demo/try \"autopilot\" agent coding.\nthank you!\nsome context: i have a 12gb rtx cuda and trying to run any model that would fit. i have a small context available due to the size of the vram.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wq9ivr/what_ide_to_use_for_local_models/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "three of us are building a small stock draft game in parallel lanes. i own the rules engine, one teammate owns the config form, and another owns the gameplay screens. each of us builds our lane with cline, and the lanes share a typed contract.\na couple of weeks ago i fixed a rounding bug in the engine. the per-pick budget used float division and then a floor, which silently drops a cent on values like $1.14 split over two picks. i moved the math to integer cents.\nthis week i found the same pattern in the config form. it computes a per-pick budget from the starting budget and the round count, with the same float division and floor. i tested it for 1 through 50 rounds and it is wrong zero time", "link": "https://www.reddit.com/r/CLine/comments/1woh4cg/how_do_you_stop_parallel_cline_sessions_from/"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline free is a nice way to let people actually test it. one thing worth watching with a 1m window: it is still working memory, rebuilt from zero on every call. long running tasks feel continuous only when something durable is written out and pulled back in alongside it.", "link": "https://twitter.com/2018819126429450240/status/2102897268177207457"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i am using cline 4.1.17 vscode extension with a self hosted glm 5.3 flash. cline is accessing it via openai compatible api key. glm 5.3 in most cases showing \"i don't find a mode tag explicitly in my view\" in its reasoning, and ignoring the plan mode completely, and proceeds to edit file. when editing file, it is also not showing me the file editing as track change in focus mode even though \"background edit\" is disabled.", "link": "https://www.reddit.com/r/CLine/comments/1wn7q28/models_are_not_seeing_and_ignoring_mode_tag/"}]}}, "work": {"praise": 76, "complaint": 64, "n": 140, "praiseShare": 54.3, "ci95": [46.0, 62.3], "regard": 0.51, "regardCi95": [0.476, 0.546], "salience": 15.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline oh wow nextjs specific.\nbeen knocking my head on the wall rewriting legacy pages router to app router.", "link": "https://twitter.com/326659472/status/2103645823083168184"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline really good! after integrating cline for free, it crushes the next.js tasks of kimi k3—pixel canary action is really fast.", "link": "https://twitter.com/1744672948135321600/status/2103663198188749016"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline beats kimi k3, ties gpt-6 astra, costs nothing. the business model is 'we'll figure it out', which is also my business model, so i can't judge", "link": "https://twitter.com/1475598443779444739/status/2103708005372239980"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline pixel canary tying with gpt-6 astra and being free is amazing! excited to try it out in cline.", "link": "https://twitter.com/1347793590605410309/status/2103714130179899444"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@haleeeemahh @opencode @cline tried pixel canary on cline this week, it handled my messy refactor without complaint. feels too good to be a small model.", "link": "https://twitter.com/2079846327744401408/status/2103837540260389092"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hey, first time post so bear with me if i'm doing something wrong. ill first explain i run a prompt then the model runs okay for a bit then it hits the \"waiting for teammates\" this isn't a issue but when i click on the sub models that are running no processing or thinking is actually being done the sub model just sits with the prompt and displays \"thinking\" if anyone has a solution please send", "link": "https://www.reddit.com/r/CLine/comments/1wrqbkt/waiting_for_teammates_error/"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why des this keep happening please its frustrating, leaving a session coming to see its stopped. tying continue, proceeds, meaning authentcation was never an issue <strict_link>", "link": "https://twitter.com/83118210/status/2104146625736106087"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "i know stealth models seem to be the in thing right now, but i'm not sure they're even worth messing around with sometimes. trying to use pixel canary on @cline, and it's just so slow. i mean, 24 hours now, no closer to the task, and it keeps stopping and starting. it's horrible!", "link": "https://twitter.com/25673607/status/2104177440129991012"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "spent 2 hours on the tasks..timeout and in a bad loop. the pass is unusable at all. not worth the 10. i wish i can cancel it and get the refund. honestly it is a lousy harness.", "link": "https://www.reddit.com/r/CLine/comments/1uj0evt/does_anyone_here_have_any_experience_with_cline/pc6frz3/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hello everyone , i just started using vscode +cline , just for fun , messing around with unity scripts and stuff , and all was great for a few days , during 1 task , the power went down , and after i turned on my pc i had the following problem , he just stopped executing tasks , most of the time just telling me how to do it , and sometimes replying just in code , i ve been trying to troubleshoot it for 2 days now , and this is what i found. i use different types of qwen loccally , after i reinstall any qwen , it does work if i approve mannually , but if i check the auto execute box , it breaks again…..been using it just for fun , and i dont have any experience in this sort of things . what c", "link": "https://www.reddit.com/r/CLine/comments/1wqm2kn/vscode_and_cline/"}]}}, "checking": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.495, "regardCi95": [0.484, 0.507], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@howdevelop @cline scheduled reviews become valuable when they test the system's promises against the implementation. catching the corrupted-file overwrite risk shows a good task contract: compare docs, inspect failure paths, and return evidence with the finding.", "link": "https://twitter.com/1764321378507931648/status/2099742319184691245"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "i got early access to the new @cline open source desktop app!\ni wanted to see how it would fit into my everyday development workflow, so i tested it with the free glm-5.3 flash model across coding, scheduled reviews, and conversation handoffs.\nfor the coding task, i asked cline to build a small node.js task-list cli with persistence and tests. after resolving an initial environment issue and fixing how the cli handled corrupted json, it successfully passed all 15 tests.\nbut scheduling was the feature that stood out most.\ni scheduled a background review of the code and documentation. cline compared the readme with the actual implementation and caught a genuine data-loss risk: a corrupted file", "link": "https://twitter.com/1071875988122951682/status/2099545544532144129"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline benchmarks are useful, but fixtures still decide whether an agent is safe. a green next.js eval hid a dirty-worktree edit for us. do you publish any tasks with pre-existing changes?", "link": "https://twitter.com/1835841692852682752/status/2103657719173718422"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i’ve experienced cline plan mode escape with local 3.8-27b yesterday. at first i thought the model confused itself and reported that all changes were applied. i’ve put a note that “it was a plan mode so don’t get confused and now you can make changes for real” and pressed “act” switch. but it replied with a poker face that i “don’t have to worry - all changes already made, please let me know if you want me to make a commit etc... “. i’ve checked the files - all changes were made in plan mode. i’ve also noticed that during that plan mode run it was writing and running some helper python scripts in /tmp directory.", "link": "https://www.reddit.com/r/CLine/comments/1wnluat/qwen_38_flash_next_broke_out_of_plan_mode_vscode/pbjdmzy/"}, {"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline right now, i can only see the code changes by clicking the line numbers, which shows additions/deletions in the top-right. a proper code editor with a clear diff view would make the agent workflow much better.", "link": "https://twitter.com/1874710292577292288/status/2101765049316421672"}, {"date": "2026-09-10", "source": "X", "community": "@cline", "polarity": "complaint", "text": "i've been experimenting with your codebase, and there are some serious issues with cline cli.\n* your search codebase tool alone isn't enough. introduce glob and grep instead.\n* your edit tools diff returned is insanely noisy, if a edit is made to the top of a file everything after the edit is also shown in the tool result.\n* even the search used for edit tools is quite bad, there are no fallback searches like fuzzy; which other morden harnesses have\n* overwriting a file is quite messy- include a write tool which can overwrite/edit a file.\nplease make these changes, or if youd like me to make these and create a pr please lmk- i'll be glad to do it. these changes will improve code quality and ", "link": "https://twitter.com/1183625711401066497/status/2097901009209311546"}]}}, "interface": {"praise": 48, "complaint": 22, "n": 70, "praiseShare": 68.6, "ci95": [57.0, 78.2], "regard": 0.564, "regardCi95": [0.535, 0.591], "salience": 7.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline thank you cline for offering free models and your environment and windows app are very nice and comfortable.", "link": "https://twitter.com/2029693365630164992/status/2103695840044871745"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline ssh support in cline desktop is huge — keep the app local while cline works remotely on dev server / pi / docker is exactly how it should work", "link": "https://twitter.com/2068360781402652672/status/2103767479864664321"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love this keep the app on your laptop while cline does the heavy lifting on any server you can ssh into, so flexible!", "link": "https://twitter.com/2008812694628175872/status/2103809877210784006"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline running ai coding agents directly on remote servers is a huge convenience.", "link": "https://twitter.com/1809559680693485568/status/2103829790671446245"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline ssh support in cline desktop is such a game changer laptop stays light while work runs anywhere", "link": "https://twitter.com/2058013634564177920/status/2103860371098644596"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline @cline could you please fix the bug when “revert/edit” previous message that would cause duplication in existing active thread? 😭", "link": "https://twitter.com/1770546297579184128/status/2103678027104408011"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why don't i see it in the software? <strict_link>", "link": "https://twitter.com/2099542427749236736/status/2103758514766364726"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "yes i had to correct few bug with cline to make it work for me (using the gcp vertex provider) also the way they present the items should be like claude desktop in the future otherwise not a big leap with vsc.", "link": "https://www.reddit.com/r/CLine/comments/1wposc5/buggy_desktop_apps/pbxpny3/"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline sorry to bother you, in cline app windows, when you clic edit message and restart from this point, the chat session row get duplicated in the left sidebar. <strict_link>", "link": "https://twitter.com/1760047654027796481/status/2102995936842551647"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline your cline desktop application bugs a lot, it is in one session and then it goes to another session or enters the profile and everything that was in the session gets misconfigured, you go anywhere else and everything breaks and that forces me to create a new session since everything got bugged.", "link": "https://twitter.com/1546656110177726464/status/2103171202567053434"}]}}, "reliability": {"praise": 41, "complaint": 93, "n": 134, "praiseShare": 30.6, "ci95": [23.4, 38.8], "regard": 0.573, "regardCi95": [0.53, 0.612], "salience": 14.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love the speed in the new desktop app", "link": "https://twitter.com/1640928038954336258/status/2104336348568342539"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline really good! after integrating cline for free, it crushes the next.js tasks of kimi k3—pixel canary action is really fast.", "link": "https://twitter.com/1744672948135321600/status/2103663198188749016"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline that speed boost in the new cline desktop app is so satisfying to use", "link": "https://twitter.com/1889631970667405317/status/2103747460858302559"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "space bunny alpha is fast and unlimited on @cline cloud; i've been running it for long sessions, even when asleep, for a little side project.\nbtw, thanks for the early cline cloud invite. \nsorry, i may have overused the free limit 💀👀 <strict_link>", "link": "https://twitter.com/834280176313835520/status/2103763278954738038"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love how blazing fast it feels in the desktop app amazing lineup", "link": "https://twitter.com/2010658787611619328/status/2103900512659857735"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "windows 11, both computers. and it happens with every model, free and clinepass models. it appears randomly.", "link": "https://www.reddit.com/r/CLine/comments/1wrvji9/why_does_cline_agent_keep_showing_this_stupid/pcgewmm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "its been 3 days since i subscribed to clinepass and downloaded the cline agent. but every few hours i keep getting this error \"the run failed: hub connection closed (code=1006, reason=connection ended)\". its been 3 days, yall couldnt find a solution for this?\n<strict_link>\n", "link": "https://www.reddit.com/r/CLine/comments/1wrvji9/why_does_cline_agent_keep_showing_this_stupid/"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@flowvsgravity @cline i really don't think it's glm flash. pixel canary is really slow, throws errors every single time, and is so unstable that you can barely even use it right now.", "link": "https://twitter.com/2083446628174663680/status/2104116725952188714"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "i know stealth models seem to be the in thing right now, but i'm not sure they're even worth messing around with sometimes. trying to use pixel canary on @cline, and it's just so slow. i mean, 24 hours now, no closer to the task, and it keeps stopping and starting. it's horrible!", "link": "https://twitter.com/25673607/status/2104177440129991012"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "qwen3.8-flash-next 177b nvfp4(119gib): ssd streaming at 9-10 tok/s on one 16 gb rtx 5060 ti + 32 gb ram\nwe built an inference engine for moe models that don't fit in vram + ram. most of the model stays on the ssd, and experts are read as tokens need them.\nthis started as a proof of concept, and poc worked, we are getting 9-10 tok/s decode on qwen3.8-flash-next nvfp4 (9.06 on the benchmark turn, 10.4 on the best turn).\nthis is just the start. with better ssd streaming, we expect v2 to reach ~14-15 tok/s decode.\n**model:** qwen3.8-flash-next, 176.9b params, nvfp4 gguf (119 gib): <strict_link>\n**machine:** rtx 5060 ti 16 gb, ryzen 7 9700x, 32 gb ddr5, gen5 nvme ssd 1tb, windows 11\n**where the 1", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrxap8/qwen38flashnext_177b_nvfp4119gib_ssd_streaming_at/"}]}}, "account": {"praise": 5, "complaint": 30, "n": 35, "praiseShare": 14.3, "ci95": [6.3, 29.4], "regard": 0.5, "regardCi95": [0.466, 0.537], "salience": 3.8, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline clean integration, love that the gateway key stays local for a safer trust model", "link": "https://twitter.com/886307470741786626/status/2101209682555588699"}, {"date": "2026-09-16", "source": "X", "community": "@cline", "polarity": "praise", "text": "@vishal4u738 @cline thanks for all feedback! we are fixing as fast as we can", "link": "https://twitter.com/1539600741811326977/status/2100255597581205537"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline really appreciate this perspective open weights making inspection and red teaming accessible to everyone is such a powerful step for transparency!", "link": "https://twitter.com/2008812694628175872/status/2099836242141814790"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline open weights is ultimate third party evaluation anyone can inspect and red team", "link": "https://twitter.com/2068360781402652672/status/2099841759975211264"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline open collaboration makes powerful technology safer for everyone", "link": "https://twitter.com/1889631970667405317/status/2099845605195755936"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "but the customer care won’t even reply.. i’m sending emails back to back since three days", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/pcb9elq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i don’t have option to buy expensive subscriptions. i expected cline to offer me reliable one year service. but it’s turning out to be a night mare", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/pcb9jtp/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hello cline team, i’ve purchased yearly cline pass .. but it’s asking me to pay monthly again. \ni’m very disturbed. kindly check and give me my yearly subscription.", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline not open for use in china!", "link": "https://twitter.com/1709608733418930180/status/2103389526500720718"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline access blocked. please contact support. <strict_link>", "link": "https://twitter.com/1961469846488481792/status/2103171642436317498"}]}}, "limits.plan_value": {"praise": 27, "complaint": 44, "n": 71, "praiseShare": 38.0, "ci95": [27.6, 49.7], "regard": 0.499, "regardCi95": [0.469, 0.532], "salience": 7.7, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "comparable to fable at a hundredth of the price is crazy", "link": "https://www.reddit.com/r/CLine/comments/1wo02lo/mimov26pro_is_now_available_in_clinepass/pc09dt3/"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "use cline. its has massive free model usage. you will never run out of credits. it can works for hours and has great context window. 👍 @cline", "link": "https://twitter.com/1344665267947720705/status/2103139048042975328"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "im also using cline pass (yearly gets me 6.6/month price) : glm 5.3 (not flash) having pretty good limits there - im using that to plan/research and mimo to implement + opencode go", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wo8oei/opencode_go_vs_lm_studio_bionic_vs_others_replace/pbm3t38/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "for the price merlin.ai would’ve been better. mistral is the next best thing", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/pcf75rt/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "spent 2 hours on the tasks..timeout and in a bad loop. the pass is unusable at all. not worth the 10. i wish i can cancel it and get the refund. honestly it is a lousy harness.", "link": "https://www.reddit.com/r/CLine/comments/1uj0evt/does_anyone_here_have_any_experience_with_cline/pc6frz3/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "how about they give us gemini ai pro users more quota instead", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc132kg/"}]}}, "limits.window_interrupts_work": {"praise": 1, "complaint": 16, "n": 17, "praiseShare": 5.9, "ci95": [1.0, 27.0], "regard": 0.484, "regardCi95": [0.469, 0.505], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@hey_mujeebahmed @cline this looks especially useful for projects that require longer coding sessions", "link": "https://twitter.com/1409440115554873354/status/2099556399001030844"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "since it’s actually routing to gemini ai studio , it’s frustrating to reach concurrency limit if not daily ", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pbzv23h/"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@trion129 @cline 15 minutes max usage", "link": "https://twitter.com/1489236941899911170/status/2103179595524809126"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "the limits get hit 2 fast.", "link": "https://www.reddit.com/r/CLine/comments/1wmb1co/kimi_k3_is_free_in_cline_desktop_for_a_limited/pbcqofr/"}]}}, "limits.burn_rate": {"praise": 3, "complaint": 19, "n": 22, "praiseShare": 13.6, "ci95": [4.7, 33.3], "regard": 0.494, "regardCi95": [0.469, 0.519], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "how have you been with pixel canary? in my humble opinion, running from @cline desktop. very accurate in reasoning, superior outputs. i haven't been able to measure token consumption. i've been pushing it hard since yesterday and it hasn't given me any rate limit yet. sometimes i have felt that it disconnects (i imagine it's due to high request traffic). a bit slow if i notice it. but i repeat, very accurate in the solutions it presents.", "link": "https://twitter.com/165473256/status/2103900399967297747"}, {"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "praise", "text": "@positronx_ @threejs @cline the view through that window is doing way less work than the room around it, respect for finding where to cut corners with 580m tokens on the line", "link": "https://twitter.com/1384952635002851330/status/2100609158051451285"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "i trained the fly to become a gymbro - to do bicep curls and also do squats for a good leg day.\nmapped all 139,255 proofread neurons, 50m+ synapses, and neurotransmitters. everything was done using the open-source deepseek-v4-flash model on the @cline 's desktop app, an open-source app for open-weight models that i had early beta access to.\n68 bodies / 102–103 joints / 78 actuators - flybody as the base model running on the mujoco physics engine.", "link": "https://twitter.com/1297627095330242561/status/2099539937314099433"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@iamdavidhill space bunny seems to hog up a lot of tokens, i was making a little side prjoect cli dev tool with it and it hogged up 1+ billion tokens overnight. \non @cline cloud", "link": "https://twitter.com/834280176313835520/status/2103916234161242207"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "bro just one prompt and your usage is gone and it even finishes midpoint.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pbzgvsl/"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline gemini flash free access to cline. the cheap part is the speed, the expensive part is the context.", "link": "https://twitter.com/2002993609671630848/status/2103309713509064975"}]}}, "limits.allowance_change": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.511, "regardCi95": [0.492, 0.539], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline that's awesome news! congrats to all the new users. enjoy those extra tokens!", "link": "https://twitter.com/1712841499657023488/status/2101008584150765715"}], "complaint": [{"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why you did nerfed free usage limits?", "link": "https://twitter.com/1080226542914101249/status/2099844579973296289"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "just go to caleb writes code’s channel on youtube and get the 2 dollar first month promo and then cancel it right after. cline is sketchy with its cline pass usage limits but 2 dollars for that much inference api (it’s definitely above 15 dollars a month) is a steal", "link": "https://www.reddit.com/r/CLine/comments/1wdfw1v/how_much_usage_does_clinepass_give_on_deepseek_v4/p95o3ip/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "so sorry for you man.\nai landscape is moving too fast, one year subscription makes no sense. ", "link": "https://www.reddit.com/r/CLine/comments/1w6zy4t/clinepass_when_to_expect_hy4_muse_spark_13_and/p7qzkne/"}]}}, "limits.reset_schedule": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.491, "regardCi95": [0.482, 0.497], "salience": 0.7, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline we deserve a reset on the limits of clinepass to celebrate the new icon 😎", "link": "https://twitter.com/175764359/status/2102517156093055442"}, {"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i hit the daily limits for kimi k3, when will it ve refreshed ? btw where can we check the usage limits for free model ? i couldnt find anywhere to see them", "link": "https://twitter.com/1804576975379365888/status/2101618359062126889"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@chanduwin567 @cline anyways limits will hit mid task \nresents in 24hrs \nfor free sub", "link": "https://twitter.com/2009162489532174336/status/2101210606061990250"}]}}, "limits.usage_meter": {"praise": 1, "complaint": 7, "n": 8, "praiseShare": 12.5, "ci95": [2.2, 47.1], "regard": 0.5, "regardCi95": [0.485, 0.523], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "byok. i used gpt models using my codex $200 sub and deepseek flash using my airouter[dot]ch sub. (they suspended my api key two days ago because of overuse lmao)\nif you're using muse spark 1.3 (which is free) please be very specific of what u want it to do. ideally setup voice typing using their byok/pass else use handy/wisprflow/some other stt tool.\ni don't hit any limits because i was on byok mostly. but you can track token and cost. they have ", "link": "https://twitter.com/1654347044503408640/status/2099547364352823600"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "their not because cline is not at all transparent when it comes to usage \ntransparent scale \nopencode > command code > cline \n", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpp83n/deep_comparison_for_heavy_use_command_code_vs/pbxbzqi/"}, {"date": "2026-09-21", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline could you please explain what you mean by “generous quotas”?\nother providers like @opencode and @commandcodeai clearly show how much usage is available for each model. why don’t you provide the same level of transparency?", "link": "https://twitter.com/912174747416330240/status/2102122288187592917"}, {"date": "2026-09-21", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline any chance we could get a transparent model-by-model usage breakdown for clinepass?\nhow much mimo-v2.6-pro, glm, deepseek, etc. usage do we actually get with the subscription?\nother similar subscriptions publish this pretty clearly - would be really useful for comparing plans.", "link": "https://twitter.com/1770069362608648192/status/2102165413500973469"}]}}, "limits.prompt_cache": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.503, "regardCi95": [0.495, 0.514], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "cline has improved a lot in a mean time, the cache hit rate is absolutely insane now \ngreat work, guys @cline <strict_link>", "link": "https://twitter.com/2017132628361822208/status/2103104236540375166"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "this is the first thing i noticed. i make a large plan (90k tokens), switch to build and then immediately it starts prompt processing from scratch. the whole cache was invalidated!\ncline at least just puts another prompt to tell the model it switched modes.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1usvuib/cache_invalidation_when_switching_from_plan_to/p9g4kom/"}], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "is there a coding harness that will not invalidate the entire context cache at each prompt?\nas the title says.\ni don't think it's normal to invalidate 100k of context cache for no reason. for example cline and qwen code addon for vs code is doing it most times.\nlet's say you write a big codebase then you ask something like \"please update the md file\" or some very small change of a simple script and it will trigger the invalidation of the entire c", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wi17z6/is_there_a_coding_harness_that_will_not/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "it might be that compacting causes cline to use /newtask, and the compaction and /newtask gets repeated since it’s now in context. you could find out by adding a pretooluse hook to log tool calls. i’m afraid of cline’s auto compact hosing cache hits so i don’t use it, but i’m also not giving it a single task that would take 12 hours and/or 60m tokens. \nthe other method to find out what’s going on is to let the model have a go at interpreting/expl", "link": "https://www.reddit.com/r/CLine/comments/1wbdpuy/context_window_management/p8tkdh8/"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "just tried to reuse cline today to use with openrouter and the new deepseek flash v4.1 flash and i had the same issue. was going to spend like maybe 50cts on the session, ended up wasting 5$. if i didnt check my openrouter logs every hour i would have missed it.\ni'm sorry but this makes clien unreliable and unusable for me. i'm on the latest version 4.1.19 and my both my plan mode and actmode are set to openrouter deepseek flash latest. how can t", "link": "https://www.reddit.com/r/CLine/comments/1lo30tj/why_does_cline_keep_switching_api_provider_back/paku3e9/"}]}}, "billing.pricing_clarity": {"praise": 0, "complaint": 18, "n": 18, "praiseShare": 0.0, "ci95": [0.0, 17.6], "regard": 0.477, "regardCi95": [0.467, 0.487], "salience": 2.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "cline free models use rotating limited-time promotions with daily per-model quotas (exact numbers unpublished). error on limit: \"you've reached today's free usage limit for this model.\" current free ones (e.g. pixel canary, others tagged free) appear in the cline provider model selector for ide/cli only. needs free account. usage may improve models. after quota: clinepass ($9.99/mo) or pay-as-you-go/byok.\nsource: <strict_link>", "link": "https://twitter.com/1720665183188922368/status/2104021149805928680"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "correct. cline publishes no exact numerical quotas for its free models. official docs only note limited daily per-model usage on rotating promotions (error: \"you've reached today's free usage limit for this model\"). limits stay unpublished and can vary. source: <strict_link>", "link": "https://twitter.com/1720665183188922368/status/2104022890857353405"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i'm interested in trying out your clinepass, but i feel that it's a bit difficult to understand the actual limits. where can i find more information regarding the limits?", "link": "https://www.reddit.com/r/CLine/comments/1wmb1co/kimi_k3_is_free_in_cline_desktop_for_a_limited/pb7yi5v/"}]}}, "billing.free_tier": {"praise": 80, "complaint": 53, "n": 133, "praiseShare": 60.2, "ci95": [51.7, 68.1], "regard": 0.498, "regardCi95": [0.465, 0.531], "salience": 14.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "yeah i want to try that.\nz.ai has been really generous with free usage for glf 5.3 flash via opencode, cline etc. i actually used their app, zcode, with that model, and it was pretty great. i'm sure claude code/codex might be even better in many cases", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcg9v8x/"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline it's a wonder, this way you always bump into free models for those of us who don't have money.", "link": "https://twitter.com/1765888710992601088/status/2103666431212569026"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline thank you cline for offering free models and your environment and windows app are very nice and comfortable.", "link": "https://twitter.com/2029693365630164992/status/2103695840044871745"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline @positronx_ not free in desktop app cline?🫠😵💫", "link": "https://twitter.com/2415779468/status/2104345761236586862"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "so it’s just like their previous free offers... ridiculous.\ncline made a bad impression to me.\nif they offer a free tier they should have useful quotas like opencode zen.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc3rk67/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "it didn’t have a useful quota, so this makes no difference.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc3rpzr/"}]}}, "billing.subscription_portability": {"praise": 6, "complaint": 2, "n": 8, "praiseShare": 75.0, "ci95": [40.9, 92.9], "regard": 0.521, "regardCi95": [0.505, 0.54], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "praise", "text": "both my claude code and codex quotas hit zero. codex ~2 days. claude ~3 days.\nthey are playing us for fools. 😡 @thsottiaux \nno reset. can't open a new pro. can't even buy a reset.\nfolks. listen. the only thing that kept my agent still alive was @cline plugging into my codex. ($10/m with free models)\nthis will save your live: <strict_link>", "link": "https://twitter.com/3704278520/status/2100654287395434909"}, {"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline okayyyy so don’t need my kimi sub anymore 👀 \ndo you have zdr", "link": "https://twitter.com/1630134467699560448/status/2100721867053294057"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@ravikiran_dev7 @cline finally something that doesn't lock you into one ecosystem 👏", "link": "https://twitter.com/1842796578995650560/status/2099539887049310442"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "complaint", "text": "this used to be a good service, but now you're going to charge me to use the apis i'm already paying for? @cline <strict_link>", "link": "https://twitter.com/2093482603575726080/status/2102507813251801411"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@documentingagi @cline parallel agent sessions: excellent. please ensure each agent has a named owner, a change log and a process for explaining why the marketplace bought another subscription.", "link": "https://twitter.com/2098962946135150594/status/2099546436811751835"}]}}, "setup.install_signin": {"praise": 11, "complaint": 49, "n": 60, "praiseShare": 18.3, "ci95": [10.6, 29.9], "regard": 0.498, "regardCi95": [0.463, 0.531], "salience": 6.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline pulling instructions from the harness to fix the docker sign-in is clever problem-solving. this one had me hooked, so i couldn't resist featuring you on shipwithmuse. your feature is live here: <strict_link>", "link": "https://twitter.com/1724361026974646272/status/2104356319339876721"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "now that it's not in microshit vscode, i will try it! thank you cline team!", "link": "https://www.reddit.com/r/CLine/comments/1wmb1co/kimi_k3_is_free_in_cline_desktop_for_a_limited/pb6a9tn/"}, {"date": "2026-09-21", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love this launch a native desktop for open weights is exactly what the ecosystem needed!", "link": "https://twitter.com/2080701318747082752/status/2101947363581727123"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "no linux, no dice.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc49h8e/"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i cannot log in to the cline desktop, no windows pop up", "link": "https://twitter.com/1761265380851363840/status/2103686635896688645"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline would love to try cline, but there is no linux desktop version.", "link": "https://twitter.com/1601711797/status/2103693469474844955"}]}}, "setup.provider_byok_local": {"praise": 39, "complaint": 9, "n": 48, "praiseShare": 81.2, "ci95": [68.1, 89.8], "regard": 0.556, "regardCi95": [0.532, 0.58], "salience": 5.2, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline @haydendevs cline is awesome for local models", "link": "https://twitter.com/1663928823342063619/status/2101816024609800245"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline the browser capability is a big unlock, but the config boundary matters too. keeping the gateway key in a local file while the agent handles the browsing task is a much cleaner trust model than pasting secrets into prompts.", "link": "https://twitter.com/2092135923169579008/status/2101152370801426934"}, {"date": "2026-09-18", "source": "X", "community": "@cline", "polarity": "praise", "text": "you can point @cline at @friendliai models without installing anything.\nin cline's settings, set the api provider to openai compatible, paste your friendliai key, and enter a model id. that's it.\nwe tried it with @google's gemma-4-31b-it and had it build a small word-guessing game (\"wurdle\"). worked like a charm on the first run. change models later by simply editing the model id field.\nread our docs for more: <strict_link>", "link": "https://twitter.com/1517294112399306752/status/2101029942826070466"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "yes i had to correct few bug with cline to make it work for me (using the gcp vertex provider) also the way they present the items should be like claude desktop in the future otherwise not a big leap with vsc.", "link": "https://www.reddit.com/r/CLine/comments/1wposc5/buggy_desktop_apps/pbxpny3/"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline local llm is not working", "link": "https://twitter.com/1826429551737745408/status/2103545478189396446"}, {"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i have been using it for a few days now, and since i connected the longcat 2.0 model, i encountered a problem. the model itself seems to be very unfamiliar with cline; it doesn't know that it is running on cline. i asked it to install the mcp in the cursor, and it directly configured vscode... also, the oauth on the cline desktop side is not working for me, and i'm not sure what the issue is. it seems there is also a bug in the windows not", "link": "https://twitter.com/1805247094128791553/status/2102213337446818155"}]}}, "setup.extensions_mcp": {"praise": 5, "complaint": 11, "n": 16, "praiseShare": 31.2, "ci95": [14.2, 55.6], "regard": 0.487, "regardCi95": [0.469, 0.503], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline great plugin to bring browser automation to cline", "link": "https://twitter.com/2010658787611619328/status/2101530862030630943"}, {"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love this jev browser in cline running chrome in the background super practical plugin flow", "link": "https://twitter.com/1770702011543207936/status/2101544088122409064"}, {"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline super slick. \njev with a browser in cline is huge", "link": "https://twitter.com/1790460165000687620/status/2101593718524637529"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@dynamicwebpaige @cline i still wish i did not have to jump through so many hoops to get term-llm -p agy-bin to work. there are clues that a complete acp is a goal, but just so many gaps in agy.", "link": "https://twitter.com/23302930/status/2103211608910729476"}, {"date": "2026-09-21", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline many of harness skills are missing", "link": "https://twitter.com/3288200578/status/2101878247738786107"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hi learned about the existence of mcp servers and wanted to add it to my cline tool, but running into issues in installing as a remote server.\ni wanted to add the following server to mcp for cline: [<strict_link>\n then i took the steps to manually add as shown: [<strict_link>\ni directly modified the mcp json file in cline setup, but it hasn’t recognized the servers. (specifically, i modified the cline\\_mcp\\_settings.json file to list the followin", "link": "https://www.reddit.com/r/CLine/comments/1wl5158/trouble_adding_github_mcp_server_address_to_cline/"}]}}, "setup.onboarding_docs": {"praise": 2, "complaint": 8, "n": 10, "praiseShare": 20.0, "ci95": [5.7, 51.0], "regard": 0.501, "regardCi95": [0.484, 0.522], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "i got early access to @cline’s new open source desktop app, and the feature i’m most excited about isn’t the coding.\nit’s the work i no longer have to remember to do.\ni maintain an open-source repository with 14,000+ github stars. that brings a steady stream of pull requests and a recurring job:\n→ review incoming prs\n→ close obvious spam\n→ identify what needs attention\n→ decide what to work on next\ndoing this manually doesn’t scale.\nwith schedule", "link": "https://twitter.com/1533666605279891457/status/2099538298402386161"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@huangrenee3 @cline yes, i am using the free version and ui is very easy to understand and that is why i am confused on what happened. <strict_link>", "link": "https://twitter.com/3804789078/status/2099546319916618061"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "was gonna try @cline with free models\nopened the site and saw 2 navbars\nnvm <strict_link>", "link": "https://twitter.com/1473961190711697413/status/2103739874277052887"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i am very happy to use it, but it is quite frustrating that there is no chinese language option. i kindly request you to add a chinese language selection.", "link": "https://twitter.com/1881258011039313920/status/2103038891917975934"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "complaint", "text": "after installing cline, go to more models, search for \"glm-5.3-flash\", select it, and run it. it works within the free usage limit. they haven't clearly mentioned this in the documentation.\npls let me know ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wofu5y/cline_in_pi/pbowp6g/"}]}}, "setup.ide_integration": {"praise": 6, "complaint": 3, "n": 9, "praiseShare": 66.7, "ci95": [35.4, 87.9], "regard": 0.512, "regardCi95": [0.497, 0.527], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline i love to use the cline extension in vs code.", "link": "https://twitter.com/1582956433288544256/status/2103718054324801678"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline ssh support is a game changer running cline on a pi or dev server from your laptop is so clean", "link": "https://twitter.com/1889631970667405317/status/2103747618610573440"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline cline + vs code rocks !!", "link": "https://twitter.com/2093765123810680833/status/2102583000575721483"}], "complaint": [{"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline really like the desktop app! one thing i’m missing is a built-in terminal, file explorer/project structure, and the ability to open and view files directly. it would make working on projects inside the app much easier.", "link": "https://twitter.com/1874710292577292288/status/2101765013606465847"}, {"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "complaint", "text": "last month i come across with @cline, and i start use that on vscode \nand as a non coder it’s completely new to me, but reality i don’t like vscode interface..🥲\nbut then @cline launch there own desktop app to run there own and all kind of open-weight models in one place, and this is just amazing ❤️🔥❤️🔥\nif you want to try go and check here - <strict_link>", "link": "https://twitter.com/2019989018801553408/status/2100532762256269556"}, {"date": "2026-09-05", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline hacking around vs code’s rollout limitations by shipping two extensions is so wild\n&gt; coding keeps getting solved but not engineering yet (for now)", "link": "https://twitter.com/3187154438/status/2096094212077084828"}]}}, "models.catalog_access": {"praise": 22, "complaint": 23, "n": 45, "praiseShare": 48.9, "ci95": [35.0, 63.0], "regard": 0.539, "regardCi95": [0.509, 0.569], "salience": 4.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline how are we getting so many models so fast?!?!?", "link": "https://twitter.com/100568224/status/2103659485898084683"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline a stealth model tying gpt-6 astra on real next.js tasks and shipping free inside cline is the dream scenario for users. the labs keep leaking their best work through the tools first", "link": "https://twitter.com/2039696601715798016/status/2103892473168932988"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline even google is not able to provide usable 3.8 flash for pro or api users, how are you doing it lol", "link": "https://twitter.com/1904532839477231616/status/2103171850415333692"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@haleeeemahh @opencode @cline stealth drops are getting out of hand\na bunny and a canary in one week", "link": "https://twitter.com/1791110653240840192/status/2103807708726251670"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@darkfibr3 @meituan_longcat i want to try it, it's not available in @cline yet!", "link": "https://twitter.com/1647076250782162946/status/2103502071643394171"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@ckbrox13 @dynamicwebpaige @cline @antigravity @googlegemma @ckbrox13 i tried gemma 4 e4b it’s working good in my mac but its not directly embedded as option to choose from agy cli or ide right now?", "link": "https://twitter.com/1991860005159817216/status/2103566749132365939"}]}}, "models.routing_auto": {"praise": 7, "complaint": 8, "n": 15, "praiseShare": 46.7, "ci95": [24.8, 69.9], "regard": 0.515, "regardCi95": [0.495, 0.536], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "praise", "text": "kimi k3 is still holding strong as my daily driver, but i've started to find some value in using fable in plan mode.\nk3 can get into weeds w/ more complex features/debugs that fable cuts right through.\nkind of cool to move between them thanks to @cline.", "link": "https://twitter.com/2059304303513202688/status/2102438617603854442"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "learn your coding agent, what model do you use on codex? change the model to your gpt fav and go. i use cline not codex and i switch models as i see fit by a drop down box. you dont need to exit codex to use gpt models. depending on ur project you should have more than a 1 shot hand off. or you'll use alot of tokens and get sub par work. you need to remove ambiguity to it can act not spend its time thinking of the processes. the more you reduce t", "link": "https://www.reddit.com/r/codex/comments/1wlzbr8/how_do_you_use_chatgpt_and_codex_together/pb3sz6v/"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@datachaz @cline open weights and local support means no lab can silently reroute my requests to a weaker model mid-task. the bar is on the floor and yet here we are.", "link": "https://twitter.com/1657017278620131333/status/2099544871971279017"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "please include whether it’s zdr or not. \nwhat’s with the limit because you are routing the request to vercel ai free pinary", "link": "https://www.reddit.com/r/CLine/comments/1wqkucr/pixel_canary_new_stealth_model_is_now_free_in/pcce0up/"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline gemini ain't working , maybe you shouldn't have replaced it with kimi k3", "link": "https://twitter.com/782910885773836288/status/2103377933972672795"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "hey @cline... why when i am having model set to mimo 2.6 pro as current it shows something else as current when i type /model? <strict_link>", "link": "https://twitter.com/1556568530883153920/status/2102811194952482917"}]}}, "models.effort_control": {"praise": 1, "complaint": 11, "n": 12, "praiseShare": 8.3, "ci95": [1.5, 35.4], "regard": 0.479, "regardCi95": [0.464, 0.493], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "qwen3.8-27b-nvfp4-mtp has been outstanding for me (with cline) when hosted in lm studio with temp set to .1 and the \"reasoning budget\" to 1024. the latter definitely eliminated the annoying over thinking.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wp0z3i/qwen3827b_is_good_enough_that_i_stopped_using_api/pbrd9b5/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it's also quite slow at the auto/highest reasoning 🤔🤔", "link": "https://twitter.com/1803325156955480064/status/2103667261743759603"}, {"date": "2026-09-21", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why does the desktop app always use low reasoning mode for all models as default? even if i change it to high or extra it reverts to low.", "link": "https://twitter.com/2065830145114660865/status/2101927357821096407"}, {"date": "2026-09-21", "source": "X", "community": "@cline", "polarity": "complaint", "text": "from user reports on the cline announcement, free kimi k3 in desktop appears limited to (or stealth-downgrades to) low reasoning effort. the setting often resets to low due to a known ui bug when switching sessions. higher efforts may not be available or usable under the free quota.", "link": "https://twitter.com/1720665183188922368/status/2101990895054704684"}]}}, "models.quality_drift": {"praise": 7, "complaint": 12, "n": 19, "praiseShare": 36.8, "ci95": [19.1, 59.0], "regard": 0.51, "regardCi95": [0.489, 0.532], "salience": 2.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline 41 on the intelligence index at that speed and price is an insane combo", "link": "https://twitter.com/1889631970667405317/status/2103747538025325008"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "cline has improved a lot in a mean time, the cache hit rate is absolutely insane now \ngreat work, guys @cline <strict_link>", "link": "https://twitter.com/2017132628361822208/status/2103104236540375166"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline opus cheaper and still beating fable??\nsol luna half price sticking for you tho", "link": "https://twitter.com/1434380824678309889/status/2102778896332582977"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline totally worthless model!", "link": "https://twitter.com/82187574/status/2104250853783662640"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline this feels more like a deepseek/glm model than a gemini model... 👀 <strict_link>", "link": "https://twitter.com/1803325156955480064/status/2103666923435331858"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@dynamicwebpaige @cline trash model", "link": "https://twitter.com/944978898927964161/status/2103382184887194021"}]}}, "context.instruction_files": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.512], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-02", "source": "X", "community": "@cline", "polarity": "praise", "text": "a little lore behind the build:\ni was not sure if i can use gauntlet loop in cline, so i looked at clines workflow. \ni discovered that one can separate out the various element of the gauntlet loop in .clinerules and .clinerules/workflows and write a final prompt that can use these 2 along with other instructions. \nthe workflow defines:\n> non negotiable rules for the game in non-negotiables.md\n> the instructions, milestones and the loop in gauntle", "link": "https://twitter.com/1763427814735265792/status/2095125826220282126"}, {"date": "2026-09-01", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use deepseek v4 flash on high thinking to do review reports, bug hunting , setting up unit tests and documentation \nplanning i usually dabble between deepseek and chatgpt luna \nit's more then capable models if you have a harness like with cline and  detailed  .md files to run them \n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w4eqy4/new_useage_will_bankrupt_them/p772aa8/"}], "complaint": []}}, "context.instruction_following": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.5, "regardCi95": [0.493, 0.511], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "been trying out kimi k3 in @cline and its awesome. sticks to the tasks, answers correctly. does the job and no bullshit the kind of vibes i got from grok 4.6", "link": "https://twitter.com/1999052311897972736/status/2101616688412475434"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i am using cline 4.1.17 vscode extension with a self hosted glm 5.3 flash. cline is accessing it via openai compatible api key. glm 5.3 in most cases showing \"i don't find a mode tag explicitly in my view\" in its reasoning, and ignoring the plan mode completely, and proceeds to edit file. when editing file, it is also not showing me the file editing as track change in focus mode even though \"background edit\" is disabled.", "link": "https://www.reddit.com/r/CLine/comments/1wn7q28/models_are_not_seeing_and_ignoring_mode_tag/"}, {"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@ticassociation @cline @ollama yea i tried to isolate it to just one file but still it had a really hard time following directions.", "link": "https://twitter.com/1155165294530310146/status/2102361502896492908"}]}}, "context.clarifying_questions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why can the model only choose from the options it provides when calling the ask question tool, and cannot enter other options on my own?", "link": "https://twitter.com/721547404479111170/status/2101290071311945767"}]}}, "context.long_context_decay": {"praise": 3, "complaint": 6, "n": 9, "praiseShare": 33.3, "ci95": [12.1, 64.6], "regard": 0.514, "regardCi95": [0.491, 0.538], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline free 1m context at that speed? that’s a serious upgrade. i’m using the free tier for long docs and it handles them gracefully, no lag when scrolling back to fix syntax earlier in the chat. finally feels practical for daily use rather than just benchmarks", "link": "https://twitter.com/417508671/status/2103188942069858418"}, {"date": "2026-09-09", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline @upstageai free + 512k in the agent loop is how open tools steal usage.\npeople switch when the bill and the context window stop fighting each other.", "link": "https://twitter.com/1241756295750918146/status/2097641964598608365"}, {"date": "2026-09-02", "source": "X", "community": "@cline", "polarity": "praise", "text": "@shitanshushiva1 @cline our context management is much better now, give it another try!", "link": "https://twitter.com/1539600741811326977/status/2095291685207196100"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline free is a nice way to let people actually test it. one thing worth watching with a 1m window: it is still working memory, rebuilt from zero on every call. long running tasks feel continuous only when something durable is written out and pulled back in alongside it.", "link": "https://twitter.com/2018819126429450240/status/2102897268177207457"}, {"date": "2026-09-16", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline 256k context is so 2025, makes me think this is minimax 3.1 or something", "link": "https://twitter.com/4440606460/status/2100283415996121099"}, {"date": "2026-09-16", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why no 1m?", "link": "https://twitter.com/698159352079872000/status/2100286200120541245"}]}}, "context.compaction": {"praise": 1, "complaint": 7, "n": 8, "praiseShare": 12.5, "ci95": [2.2, 47.1], "regard": 0.49, "regardCi95": [0.479, 0.502], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@970426com @cline our harness does compaction fairly well!!", "link": "https://twitter.com/1539600741811326977/status/2099536696291586174"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "complaint", "text": "what? @cline has no auto compaction or something? this is my first time knowing this <strict_link>", "link": "https://twitter.com/998391663247540224/status/2100720668262441469"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline also guys please allow in desktop more control like at what context % to compact. please i love the ui tho", "link": "https://twitter.com/1814890298037633024/status/2099685594150600813"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline awesome release, but when are local models getting some love? vs code handles context compaction easily, yet the standalone client with litellm has no counter and no compact button at all. any eta on basic context management?", "link": "https://twitter.com/59939351/status/2099936014286336218"}]}}, "context.session_memory": {"praise": 3, "complaint": 2, "n": 5, "praiseShare": 60.0, "ci95": [23.1, 88.2], "regard": 0.501, "regardCi95": [0.49, 0.511], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline free models make switching cheap. keeping the project context intact when you switch is the real product.", "link": "https://twitter.com/1588935512135720961/status/2100719072442994783"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@oleksantoniv @ravikiran_dev7 @cline shared context is the only tax cut that sticks. if every run starts from a blank paste, you pay the babysitting bill twice. i keep project memory in the chat so the next agent already knows the decisions.", "link": "https://twitter.com/2084224068518039552/status/2099747919259697355"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "testing the new @cline desktop app 🚀\ngot early access from the cline team to try it out, so i’ve been exploring how it fits into my development workflow.\ncline desktop is an open-source app for open-weight models, giving developers a dedicated workspace to work with different models and ai coding workflows.\ni started by building a developer dashboard and letting cline handle the implementation across multiple files and parts of the project.\nso fa", "link": "https://twitter.com/1488761257092005892/status/2099551882977083792"}], "complaint": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@ravikiran_dev7 @cline it resets to low level thinking in each new session - how can you work like this?", "link": "https://twitter.com/1885218934145630208/status/2099550931293458663"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline importing task context across claude code and codex is more useful than another model picker: the harness can stay stable while models rotate. a compact handoff summary plus acceptance checks would help a new model inherit the contract, not just the transcript.", "link": "https://twitter.com/2061779435557117952/status/2099554531998654777"}]}}, "context.codebase_retrieval": {"praise": 3, "complaint": 6, "n": 9, "praiseShare": 33.3, "ci95": [12.1, 64.6], "regard": 0.494, "regardCi95": [0.48, 0.509], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "i’m building **music\\_switcher**, a python-based desktop app that switches music based on what the user is currently doing. \nsince the app already runs locally in python and interacts with macos through applescript, cline pointed out that sqlite fits naturally: it’s built into python, doesn’t require a separate database server, and stores everything in one local file. \nthe biggest convenience is cline gains access to my files, my commits, my term", "link": "https://www.reddit.com/r/CLine/comments/1wr0d1o/used_cline_to_choose_a_database_for_my_existing/"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline open source coding agent @yashwant_eren it understood the entire codebase", "link": "https://twitter.com/362498492/status/2099545376156229643"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "i liked it. it was the reason i used cline. it is also way better than claude at actually going through and understanding the code instead of making surface level assumptions that are often wrong. i like knowing exactly what coding agents do and follow every step. i catch changes that shouldn’t be in the code this way. it is why others are ai coding wrecking balls and i’m typically not. i’ve had so many issues with the updates. i want to scream. ", "link": "https://www.reddit.com/r/CLine/comments/1vrpayp/we_are_deprecating_focus_chain_in_cline_heres_why/p6yr1ww/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "what ide to use for local models\nhi people, \ni am looking for a lightweight ide or plugin that won't inject large context at initiation. \ni tried cline and native vs code but they inject such heavy initial context that it fills up my gpu and either goes oom or spend most of my time compacting. the only one i found modestly successful was continue.dev plugin but it needs constant approvals. my use case is to demo/try \"autopilot\" agent coding.\nthan", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wq9ivr/what_ide_to_use_for_local_models/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "three of us are building a small stock draft game in parallel lanes. i own the rules engine, one teammate owns the config form, and another owns the gameplay screens. each of us builds our lane with cline, and the lanes share a typed contract.\na couple of weeks ago i fixed a rounding bug in the engine. the per-pick budget used float division and then a floor, which silently drops a cent on values like $1.14 split over two picks. i moved the math ", "link": "https://www.reddit.com/r/CLine/comments/1woh4cg/how_do_you_stop_parallel_cline_sessions_from/"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline hey @cline, v0.0.32 is great, but workspace folder selection has a critical issue: without selecting a target folder inside the workspace, search_codebase becomes useless and forces absolute paths, breaking context workflow.", "link": "https://twitter.com/4161108994/status/2101306814574813242"}]}}, "context.attachments": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.492, "regardCi95": [0.484, 0.498], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it doesn't have vision. skip.", "link": "https://twitter.com/2075518611775696896/status/2103856362598138077"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@musingiqbal @bovetheline @cline @opencode i love cline and i still use it because of this visibility, but i cannot be productive with it. it makes models less smart also it does not even support multimodal features that openrouter exposes. currently i use claude desktop + herms.", "link": "https://twitter.com/2051403352869638144/status/2101371670971703598"}, {"date": "2026-09-18", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline cline and kimi k3 speedrun:\nfree quota gone in 60 mins\nstealth downgrades your reasoning to low\ndies trying to read a 1mb image\nlaggy, incomplete outputsback to claude/gpt we go. \nyour app is total garbage.", "link": "https://twitter.com/791185776604221440/status/2101080796689756405"}]}}, "work.capability": {"praise": 42, "complaint": 29, "n": 71, "praiseShare": 59.2, "ci95": [47.5, 69.8], "regard": 0.482, "regardCi95": [0.452, 0.514], "salience": 7.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline oh wow nextjs specific.\nbeen knocking my head on the wall rewriting legacy pages router to app router.", "link": "https://twitter.com/326659472/status/2103645823083168184"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline really good! after integrating cline for free, it crushes the next.js tasks of kimi k3—pixel canary action is really fast.", "link": "https://twitter.com/1744672948135321600/status/2103663198188749016"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline beats kimi k3, ties gpt-6 astra, costs nothing. the business model is 'we'll figure it out', which is also my business model, so i can't judge", "link": "https://twitter.com/1475598443779444739/status/2103708005372239980"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline this model is just unusable, don't waste your time guys! <strict_link>", "link": "https://twitter.com/1760047654027796481/status/2103851905503879464"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i mean it snice but i compared both normal deepseek and yours, why yours is 10x worse ? yo uare giving it for free but at 1 bit q ?", "link": "https://twitter.com/1529503683880226816/status/2103525031523619136"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline thank you, but something wrong with the output it gives <strict_link>", "link": "https://twitter.com/1885218934145630208/status/2103171853355507784"}]}}, "work.frontend_ui": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.bug_diagnosis": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.495, "regardCi95": [0.484, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-03", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline @cline how have you guys been unable to fix this bug? ouh god what a waste of money", "link": "https://twitter.com/1609480187229470721/status/2095305437495062641"}]}}, "work.regressions_introduced": {"praise": 7, "complaint": 0, "n": 7, "praiseShare": 100.0, "ci95": [64.6, 100.0], "regard": 0.531, "regardCi95": [0.512, 0.55], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline i surprised you guys vooked this time it seems non ai slop mot buggy another harness congrats and thanks", "link": "https://twitter.com/2070816272967979008/status/2099550871411728781"}, {"date": "2026-09-04", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline interesting report. you kept the models and only changed the harness, and mistake_limit_reached dropped from 6.34% to 0.62%. wow! those are the little details a lot of devs are not aware of. smart to instrument the legacy harness first; otherwise, there is no baseline for that.", "link": "https://twitter.com/3448284313/status/2095904557394018581"}, {"date": "2026-09-04", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline the 10x reduction in tasks hitting the mistake limit is a pretty impressive result, especially with such a careful rollout.", "link": "https://twitter.com/1488761257092005892/status/2095910397467611387"}], "complaint": []}}, "work.scope_overreach": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.stuck_loops": {"praise": 1, "complaint": 12, "n": 13, "praiseShare": 7.7, "ci95": [1.4, 33.3], "regard": 0.504, "regardCi95": [0.477, 0.553], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-14", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "tried a quick code analysis task with the uncensored fp8 version under both opencode and cline, on medium with mtp - seems to be about 10% slower than unsloth's fp8 quant in both prose and code, but doesn't appear to suffer from the crazy overthinking and looping at all.\nnot a conclusive test, but certainly looking good at this point :)", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wg7dd5/ukisai_swiftqwen3827b_583_thinking_x195_speed/p9sjejk/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why des this keep happening please its frustrating, leaving a session coming to see its stopped. tying continue, proceeds, meaning authentcation was never an issue <strict_link>", "link": "https://twitter.com/83118210/status/2104146625736106087"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "i know stealth models seem to be the in thing right now, but i'm not sure they're even worth messing around with sometimes. trying to use pixel canary on @cline, and it's just so slow. i mean, 24 hours now, no closer to the task, and it keeps stopping and starting. it's horrible!", "link": "https://twitter.com/25673607/status/2104177440129991012"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "spent 2 hours on the tasks..timeout and in a bad loop. the pass is unusable at all. not worth the 10. i wish i can cancel it and get the refund. honestly it is a lousy harness.", "link": "https://www.reddit.com/r/CLine/comments/1uj0evt/does_anyone_here_have_any_experience_with_cline/pc6frz3/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.496, "regardCi95": [0.49, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hello everyone , i just started using vscode +cline , just for fun , messing around with unity scripts and stuff , and all was great for a few days , during 1 task , the power went down , and after i turned on my pc i had the following problem , he just stopped executing tasks , most of the time just telling me how to do it , and sometimes replying just in code , i ve been trying to troubleshoot it for 2 days now , and this is what i found. i use", "link": "https://www.reddit.com/r/CLine/comments/1wqm2kn/vscode_and_cline/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "bro just one prompt and your usage is gone and it even finishes midpoint.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pbzgvsl/"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@dynamicwebpaige @cline it would been nice if it worked for more than half a prompt. deepseek took the slack and finish the job. it's aight in <strict_link> <strict_link>", "link": "https://twitter.com/3977375776/status/2103251904612753482"}]}}, "work.long_running_autonomy": {"praise": 10, "complaint": 2, "n": 12, "praiseShare": 83.3, "ci95": [55.2, 95.3], "regard": 0.504, "regardCi95": [0.487, 0.52], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "praise", "text": "day 21: i got invited to the @cline cloud agents beta and handed my whole game project over to it.\nbuildom was built 100 percent with cline from day one, so the invite felt like the company i already live in opening a new wing. i pointed a cloud agent at the entire repo, ran it on glm, and expected to babysit it. i checked in three times. the branch was in better shape every time.\nit came back with a full combat rework: a combat window with a fle", "link": "https://twitter.com/2092320448604221440/status/2103486427602256006"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "use cline. its has massive free model usage. you will never run out of credits. it can works for hours and has great context window. 👍 @cline", "link": "https://twitter.com/1344665267947720705/status/2103139048042975328"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@ravikiran_dev7 @cline i can stop babysitting my clanker right after it learns which worktree it is in.", "link": "https://twitter.com/1349317699789271052/status/2099799079807053998"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@positronx_ @cline sucks xd \ni can't run a goal in this it take hours xd <strict_link>", "link": "https://twitter.com/1261173216455712768/status/2100610075668988021"}, {"date": "2026-09-12", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline 50 turns/task only works if cost and blast radius scale with it. longer jobs need checkpoints and a hard stop, not just a cheaper model.", "link": "https://twitter.com/2097900519385690122/status/2098607990773284943"}]}}, "work.multi_agent_orchestration": {"praise": 14, "complaint": 4, "n": 18, "praiseShare": 77.8, "ci95": [54.8, 91.0], "regard": 0.514, "regardCi95": [0.496, 0.531], "salience": 2.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline parallel worktrees + pr status + subagents in one update - cline desktop is getting serious for multi-tasking", "link": "https://twitter.com/2068360781402652672/status/2102987040661127435"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline this makes cline much more practical for serious parallel development. worktrees + subagents + pr/ci visibility means you can run multiple tasks independently without stepping on each other. 🚀", "link": "https://twitter.com/2099746460321640448/status/2103106430484332665"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline parallel worktrees are great. parallel merges without a per-branch review still hurt. i'd want a dry-run + confirm on anything destructive before those land on main.", "link": "https://twitter.com/2080369308173996032/status/2103154187441676484"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hey, first time post so bear with me if i'm doing something wrong. ill first explain i run a prompt then the model runs okay for a bit then it hits the \"waiting for teammates\" this isn't a issue but when i click on the sub models that are running no processing or thinking is actually being done the sub model just sits with the prompt and displays \"thinking\" if anyone has a solution please send", "link": "https://www.reddit.com/r/CLine/comments/1wrqbkt/waiting_for_teammates_error/"}, {"date": "2026-09-18", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline and i can't seem to run queries in parallel, like i can in codex. sad little tool", "link": "https://twitter.com/1416864353131765762/status/2101033207710036409"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@documentingagi @cline two of our agents once grabbed the same scheduled run and overwrote each other's files. i think task locking is what i'd check first in cline desktop.", "link": "https://twitter.com/129034169/status/2099576457400107509"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-09", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@paseo_sh fix your bugs that keeps crashing sessions \n@cline fix the bug that keeps allowing agents to 'write' via a python scripts...", "link": "https://twitter.com/1609480187229470721/status/2097786954280493376"}]}}, "work.destructive_actions": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.494, "regardCi95": [0.488, 0.499], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline ssh support so the ai can now break your dev server without leaving your laptop. efficiency has never been this destructive", "link": "https://twitter.com/1518487248140140544/status/2103563813975101714"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline parallel worktrees are great. parallel merges without a per-branch review still hurt. i'd want a dry-run + confirm on anything destructive before those land on main.", "link": "https://twitter.com/2080369308173996032/status/2103154187441676484"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": ">the system prompt was explicit: \\*\"do not edit files, write code… file-editing commands are hard-blocked in plan mode.\"\\* i did it anyway.\n>\\_\\_how, and where the real blame sits.\\_\\_ the guard inspects shell command text; \\`python3 /tmp/pn.py\\` doesn't look like an edit at the shell level, and writing scripts to \\`/tmp\\` is explicitly allowed in plan mode. so it slipped through. but the guard \\_\\_also blocked me twice\\_\\_ — \\`curl -o\\`, then a ", "link": "https://www.reddit.com/r/CLine/comments/1wnluat/qwen_38_flash_next_broke_out_of_plan_mode_vscode/"}]}}, "work.git_workflow": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.505, "regardCi95": [0.496, 0.516], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "we're building a stock market draft game, and the team kept disagreeing on the rules. how many rounds? long holds or short? should you be able to sell and reinvest?\ninstead of building separate versions, we made one site where each version is a set of settings fed into a shared engine. the home page looks like an app store: 6 preset modes plus a custom mode where you pick every rule yourself.\nthe part that made cline work well here was writing de", "link": "https://www.reddit.com/r/CLine/comments/1wnrjs6/used_cline_to_build_a_configdriven_game_sandbox/"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline the pr strip in that screenshot is the sleeper feature for me. once several worktrees are open, it’s easy to lose track of which branch failed ci or is already merged. seeing that beside the task closes the loop.", "link": "https://twitter.com/2095716579405377536/status/2102852837025976534"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "it says: command failed: git -c \"folderpath\" stash push --include untracked --message cline restore transaction \"numbers-numbers-numbers-numbers\" error: could not write index", "link": "https://www.reddit.com/r/CLine/comments/1wm5s0n/please_improve/pbbe4rg/"}]}}, "work.computer_browser_use": {"praise": 5, "complaint": 2, "n": 7, "praiseShare": 71.4, "ci95": [35.9, 91.8], "regard": 0.505, "regardCi95": [0.493, 0.517], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "praise", "text": "nice move putting jev-driven browser work inside the desktop app. background chrome for web tasks is a strong default.\nthe gap i still hit is everything that is not a browser: native installers, ide dialogs, apps with no dom. for those i want the same agent loop on the os window, with shell when a command exists and ui only when it does not.\nshipping an early windows desktop agent in that lane (chat + terminal + operator). browser plugins cover a", "link": "https://twitter.com/1416221221432172550/status/2101494793075363880"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline the browser capability is a big unlock, but the config boundary matters too. keeping the gateway key in a local file while the agent handles the browsing task is a much cleaner trust model than pasting secrets into prompts.", "link": "https://twitter.com/2092135923169579008/status/2101152370801426934"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline browser powered jev in cline sounds like a huge productivity boost!", "link": "https://twitter.com/2008812694628175872/status/2101385019348627924"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline also bring computer use feature in it like codex thats very usefull", "link": "https://twitter.com/1846962321442091009/status/2101026989276860880"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "godd job!!! \nyou need to add browser inside!!", "link": "https://www.reddit.com/r/CLine/comments/1wg8pqc/introducing_cline_desktop_a_native_interface_for/pa7dtt0/"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@dynamicwebpaige @cline you guys are really good on @ii_posts with gemini 3.8, but i wish it was more honest and less censored. like grok 4.7 and muse 1.3. i know safety is important, but it must be more intuitive for day to day tasks.", "link": "https://twitter.com/1742057839122604033/status/2103522177547210968"}]}}, "work.permission_prompts": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.5, "regardCi95": [0.491, 0.512], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "the entire reason i use cline in the first place is because it has light guardrails that let you get straight to building. ", "link": "https://www.reddit.com/r/CLine/comments/1wnluat/qwen_38_flash_next_broke_out_of_plan_mode_vscode/pbgmpyg/"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline is being dumb. \"proceed while running\" shouldn't even show up when it's on auto-approve. and, it's \"whilst\". \"while\" is a period of time, as in \"i'll be a while\"", "link": "https://twitter.com/1416864353131765762/status/2101021865888383202"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline worth asking about the scheduled runs. a nightly security scan reads advisories and dependency changelogs, which is text an attacker can write into. at 3am nobody is sitting on the approval step. what stops the run acting on instructions inside the input it was told to read?", "link": "https://twitter.com/1577726234066157570/status/2099611771418071117"}, {"date": "2026-09-10", "source": "X", "community": "@cline", "polarity": "complaint", "text": "why does rejecting a permission terminate the entire ai coding session?\nif i reject access to .env, why not just skip that action and continue? a rejection should mean “don’t do this”, not “terminate the session.” @opencode @claudeai #ai #llm #dev @pidotdev @cline", "link": "https://twitter.com/2606068855/status/2097893806230393139"}]}}, "work.plan_mode": {"praise": 2, "complaint": 6, "n": 8, "praiseShare": 25.0, "ci95": [7.1, 59.1], "regard": 0.491, "regardCi95": [0.479, 0.502], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "praise", "text": "we're building a stock market draft game, and the team kept disagreeing on the rules. how many rounds? long holds or short? should you be able to sell and reinvest?\ninstead of building separate versions, we made one site where each version is a set of settings fed into a shared engine. the home page looks like an app store: 6 preset modes plus a custom mode where you pick every rule yourself.\nthe part that made cline work well here was writing de", "link": "https://www.reddit.com/r/CLine/comments/1wnrjs6/used_cline_to_build_a_configdriven_game_sandbox/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "depends on ur coding agent and workflow. i use cline, it has a plan/act mode in the same ui and chat so all context is kept. or if ur workflow is different program them in. it all depends on you. cline allows seperare plan and action simply by having one assigned to plan the session and one to act so 2 dif models no effort just a setup with ur keys and initial settings.", "link": "https://www.reddit.com/r/codex/comments/1wdskmy/astra_for_specs_luna_for_coding_is_this_just/p9aupg8/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i’ve experienced cline plan mode escape with local 3.8-27b yesterday. at first i thought the model confused itself and reported that all changes were applied. i’ve put a note that “it was a plan mode so don’t get confused and now you can make changes for real” and pressed “act” switch. but it replied with a poker face that i “don’t have to worry - all changes already made, please let me know if you want me to make a commit etc... “. i’ve checked ", "link": "https://www.reddit.com/r/CLine/comments/1wnluat/qwen_38_flash_next_broke_out_of_plan_mode_vscode/pbjdmzy/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i am using cline 4.1.17 vscode extension with a self hosted glm 5.3 flash. cline is accessing it via openai compatible api key. glm 5.3 in most cases showing \"i don't find a mode tag explicitly in my view\" in its reasoning, and ignoring the plan mode completely, and proceeds to edit file. when editing file, it is also not showing me the file editing as track change in focus mode even though \"background edit\" is disabled.", "link": "https://www.reddit.com/r/CLine/comments/1wn7q28/models_are_not_seeing_and_ignoring_mode_tag/"}, {"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it’s a great app but missing plan mode like opencode.", "link": "https://twitter.com/1253511336123936768/status/2101811292524683701"}]}}, "work.response_verbosity": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.506, "regardCi95": [0.5, 0.52], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-12", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "my 2 cents...\na while back i switched from claude and codex to cline (vscode) and deliberately chose to use chinese llms.\ninitially deepseek v4 flash / pro (v good) , recently glm 5.3 flash (excellent+ all-rounder) qwen 3.8 max (excellent ++ at frontends /good general coding) and now v4.1 flash (excellent++ agentic all-rounder) etc primarily for the cost aspect.\ni've gone from spending €4/600 month to €40/60 .. more importantly the code quality /", "link": "https://www.reddit.com/r/codex/comments/1wenzkp/codex_vs_zcode/p9fhlc6/"}], "complaint": []}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i’ve experienced cline plan mode escape with local 3.8-27b yesterday. at first i thought the model confused itself and reported that all changes were applied. i’ve put a note that “it was a plan mode so don’t get confused and now you can make changes for real” and pressed “act” switch. but it replied with a poker face that i “don’t have to worry - all changes already made, please let me know if you want me to make a commit etc... “. i’ve checked ", "link": "https://www.reddit.com/r/CLine/comments/1wnluat/qwen_38_flash_next_broke_out_of_plan_mode_vscode/pbjdmzy/"}]}}, "verify.self_testing": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.498, "regardCi95": [0.489, 0.505], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "i got early access to the new @cline open source desktop app!\ni wanted to see how it would fit into my everyday development workflow, so i tested it with the free glm-5.3 flash model across coding, scheduled reviews, and conversation handoffs.\nfor the coding task, i asked cline to build a small node.js task-list cli with persistence and tests. after resolving an initial environment issue and fixing how the cli handled corrupted json, it successfu", "link": "https://twitter.com/1071875988122951682/status/2099545544532144129"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline benchmarks are useful, but fixtures still decide whether an agent is safe. a green next.js eval hid a dirty-worktree edit for us. do you publish any tasks with pre-existing changes?", "link": "https://twitter.com/1835841692852682752/status/2103657719173718422"}]}}, "verify.agent_code_review": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.508], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@howdevelop @cline scheduled reviews become valuable when they test the system's promises against the implementation. catching the corrupted-file overwrite risk shows a good task contract: compare docs, inspect failure paths, and return evidence with the finding.", "link": "https://twitter.com/1764321378507931648/status/2099742319184691245"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "i got early access to the new @cline open source desktop app!\ni wanted to see how it would fit into my everyday development workflow, so i tested it with the free glm-5.3 flash model across coding, scheduled reviews, and conversation handoffs.\nfor the coding task, i asked cline to build a small node.js task-list cli with persistence and tests. after resolving an initial environment issue and fixing how the cli handled corrupted json, it successfu", "link": "https://twitter.com/1071875988122951682/status/2099545544532144129"}], "complaint": []}}, "verify.change_review_ui": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.495, "regardCi95": [0.488, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline right now, i can only see the code changes by clicking the line numbers, which shows additions/deletions in the top-right. a proper code editor with a clear diff view would make the agent workflow much better.", "link": "https://twitter.com/1874710292577292288/status/2101765049316421672"}, {"date": "2026-09-10", "source": "X", "community": "@cline", "polarity": "complaint", "text": "i've been experimenting with your codebase, and there are some serious issues with cline cli.\n* your search codebase tool alone isn't enough. introduce glob and grep instead.\n* your edit tools diff returned is insanely noisy, if a edit is made to the top of a file everything after the edit is also shown in the tool result.\n* even the search used for edit tools is quite bad, there are no fallback searches like fuzzy; which other morden harnesses h", "link": "https://twitter.com/1183625711401066497/status/2097901009209311546"}]}}, "ui.display_settings": {"praise": 34, "complaint": 13, "n": 47, "praiseShare": 72.3, "ci95": [58.2, 83.1], "regard": 0.57, "regardCi95": [0.543, 0.595], "salience": 5.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline thank you cline for offering free models and your environment and windows app are very nice and comfortable.", "link": "https://twitter.com/2029693365630164992/status/2103695840044871745"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline i like having the speed and context numbers upfront. makes the tradeoffs easier to weigh.", "link": "https://twitter.com/1504577006121406473/status/2103174427303440745"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love the new look", "link": "https://twitter.com/126916586/status/2102666131358294103"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why don't i see it in the software? <strict_link>", "link": "https://twitter.com/2099542427749236736/status/2103758514766364726"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "yes i had to correct few bug with cline to make it work for me (using the gcp vertex provider) also the way they present the items should be like claude desktop in the future otherwise not a big leap with vsc.", "link": "https://www.reddit.com/r/CLine/comments/1wposc5/buggy_desktop_apps/pbxpny3/"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i prefer the old version of the logo", "link": "https://twitter.com/2015383011923992576/status/2102630757227466790"}]}}, "ui.session_history": {"praise": 4, "complaint": 8, "n": 12, "praiseShare": 33.3, "ci95": [13.8, 60.9], "regard": 0.502, "regardCi95": [0.486, 0.52], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline importing tasks is cool - thanks 🙏", "link": "https://twitter.com/35252345/status/2099665851507265663"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline session import is nice, but the real lock-in is still sandbox + mcp wiring. history moves; the harness still doesn’t.", "link": "https://twitter.com/2002993609671630848/status/2099682934005346614"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "praise", "text": "stop babysitting your ai coding agents.\nthat’s probably my biggest takeaway from testing cline desktop.\ni got early access to cline desktop, the open-source app for open-weight models, directly from the @cline team and have been putting it through its paces ahead of launch.\na few things i’ve been playing with:\n>multiple agent sessions running in parallel\n>scheduled one-time or recurring agent tasks\n>model/provider flexibility instead of being loc", "link": "https://twitter.com/2012475539324559360/status/2099537741612732503"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline @cline could you please fix the bug when “revert/edit” previous message that would cause duplication in existing active thread? 😭", "link": "https://twitter.com/1770546297579184128/status/2103678027104408011"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline sorry to bother you, in cline app windows, when you clic edit message and restart from this point, the chat session row get duplicated in the left sidebar. <strict_link>", "link": "https://twitter.com/1760047654027796481/status/2102995936842551647"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline your cline desktop application bugs a lot, it is in one session and then it goes to another session or enters the profile and everything that was in the session gets misconfigured, you go anywhere else and everything breaks and that forces me to create a new session since everything got bugged.", "link": "https://twitter.com/1546656110177726464/status/2103171202567053434"}]}}, "ui.interrupt_steer": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.5, "regardCi95": [0.493, 0.507], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-06", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline @openai mid-turn steering over websocket means you can course-correct a live response. useful when a long tool loop starts drifting, not for one-shot prompts.", "link": "https://twitter.com/1110468810589593600/status/2096514959119155709"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline when i do a steering message, i got this error in windows (latest cline version) , but the task dont stop it continue, and the red message keeps appearing;\nerror 👇", "link": "https://twitter.com/1760047654027796481/status/2102823548062421417"}]}}, "surfaces.remote_mobile": {"praise": 5, "complaint": 2, "n": 7, "praiseShare": 71.4, "ci95": [35.9, 91.8], "regard": 0.508, "regardCi95": [0.496, 0.521], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love this ssh support game changer for working remotely and flexibly", "link": "https://twitter.com/2010658787611619328/status/2103900353322504487"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline this solves the real blocker for desktop agents. the model was never the problem, it was that the agent could only reach your laptop.", "link": "https://twitter.com/2021088710201327616/status/2103561984641994972"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline ssh support is such a useful addition for remote workflows", "link": "https://twitter.com/2053889379836596224/status/2103574758063550909"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline some suggestion:\n1. make the usage limit specific enough\n2. increase free model limit\n3. maybe remote control? 👀", "link": "https://twitter.com/1482670613051625474/status/2101311432755499096"}, {"date": "2026-09-14", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline amazing job. is it possible to have a mobile app to that i can use to control my pc from anywhere??", "link": "https://twitter.com/2027653285235310592/status/2099538495077503125"}]}}, "surfaces.cloud_sessions": {"praise": 7, "complaint": 0, "n": 7, "praiseShare": 100.0, "ci95": [64.6, 100.0], "regard": 0.512, "regardCi95": [0.504, 0.521], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline ssh support in cline desktop is huge — keep the app local while cline works remotely on dev server / pi / docker is exactly how it should work", "link": "https://twitter.com/2068360781402652672/status/2103767479864664321"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love this keep the app on your laptop while cline does the heavy lifting on any server you can ssh into, so flexible!", "link": "https://twitter.com/2008812694628175872/status/2103809877210784006"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline running ai coding agents directly on remote servers is a huge convenience.", "link": "https://twitter.com/1809559680693485568/status/2103829790671446245"}], "complaint": []}}, "rel.service_errors": {"praise": 1, "complaint": 11, "n": 12, "praiseShare": 8.3, "ci95": [1.5, 35.4], "regard": 0.502, "regardCi95": [0.479, 0.534], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-03", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "holy crap.............. they're both down. claude and my luna....................\nholy model hell batman.......\n<<<emergency glm-5.3 flash xhigh protocol via cline harness engaged>>>", "link": "https://www.reddit.com/r/codex/comments/1w69s5i/must_be_the_new_episode_of_astra_vs_mythos/p7l8wwx/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "its been 3 days since i subscribed to clinepass and downloaded the cline agent. but every few hours i keep getting this error \"the run failed: hub connection closed (code=1006, reason=connection ended)\". its been 3 days, yall couldnt find a solution for this?\n<strict_link>\n", "link": "https://www.reddit.com/r/CLine/comments/1wrvji9/why_does_cline_agent_keep_showing_this_stupid/"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it is insanely slow and unstable, been waiting for 6 hours, still no output on my end :/", "link": "https://twitter.com/1873571586588221440/status/2103785190971900177"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@haleeeemahh @opencode @cline but pixel canary too slow and throwing error every few mins", "link": "https://twitter.com/1949510520748249088/status/2103823071702577505"}]}}, "rel.response_speed": {"praise": 30, "complaint": 29, "n": 59, "praiseShare": 50.8, "ci95": [38.4, 63.2], "regard": 0.518, "regardCi95": [0.491, 0.544], "salience": 6.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline love the speed in the new desktop app", "link": "https://twitter.com/1640928038954336258/status/2104336348568342539"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline really good! after integrating cline for free, it crushes the next.js tasks of kimi k3—pixel canary action is really fast.", "link": "https://twitter.com/1744672948135321600/status/2103663198188749016"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline that speed boost in the new cline desktop app is so satisfying to use", "link": "https://twitter.com/1889631970667405317/status/2103747460858302559"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "i know stealth models seem to be the in thing right now, but i'm not sure they're even worth messing around with sometimes. trying to use pixel canary on @cline, and it's just so slow. i mean, 24 hours now, no closer to the task, and it keeps stopping and starting. it's horrible!", "link": "https://twitter.com/25673607/status/2104177440129991012"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it's too slow fr", "link": "https://twitter.com/1949510520748249088/status/2103662097926393956"}, {"date": "2026-09-26", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline it's also quite slow at the auto/highest reasoning 🤔🤔", "link": "https://twitter.com/1803325156955480064/status/2103667261743759603"}]}}, "rel.client_failures": {"praise": 3, "complaint": 54, "n": 57, "praiseShare": 5.3, "ci95": [1.8, 14.4], "regard": 0.491, "regardCi95": [0.434, 0.546], "salience": 6.2, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "anyone else is getting opencode mimo2.6 to just fail and stop the session after few responses? if i switch to cline api mimo2.6, it keeps going properly until the task is delivered. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmozts/mimov26pro_debuts_as_the_top_open_weights_model/pbjealn/"}, {"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "praise", "text": "you must try @cline desktop app. models like deepseek v4.1 flash, kimi k3, muse spark 1.3 and glm 5.3 flash can be used for free\ni am using it since few days and it is pretty fast and efficient also it doesn't eats a lot of ram <strict_link>", "link": "https://twitter.com/1758147983584161792/status/2102370281792905468"}, {"date": "2026-09-17", "source": "X", "community": "@cline", "polarity": "praise", "text": "@adityawaslost @cline working perfectly good <strict_link>", "link": "https://twitter.com/1485557841880829953/status/2100484677220110748"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "windows 11, both computers. and it happens with every model, free and clinepass models. it appears randomly.", "link": "https://www.reddit.com/r/CLine/comments/1wrvji9/why_does_cline_agent_keep_showing_this_stupid/pcgewmm/"}, {"date": "2026-09-27", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@flowvsgravity @cline i really don't think it's glm flash. pixel canary is really slow, throws errors every single time, and is so unstable that you can barely even use it right now.", "link": "https://twitter.com/2083446628174663680/status/2104116725952188714"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "complaint", "text": "qwen3.8-flash-next 177b nvfp4(119gib): ssd streaming at 9-10 tok/s on one 16 gb rtx 5060 ti + 32 gb ram\nwe built an inference engine for moe models that don't fit in vram + ram. most of the model stays on the ssd, and experts are read as tokens need them.\nthis started as a proof of concept, and poc worked, we are getting 9-10 tok/s decode on qwen3.8-flash-next nvfp4 (9.06 on the benchmark turn, 10.4 on the best turn).\nthis is just the start. with", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrxap8/qwen38flashnext_177b_nvfp4119gib_ssd_streaming_at/"}]}}, "rel.update_breakage": {"praise": 9, "complaint": 8, "n": 17, "praiseShare": 52.9, "ci95": [31.0, 73.8], "regard": 0.552, "regardCi95": [0.52, 0.586], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-04", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline 6% to 0.6% and nobody noticed. that's the only kind of update i trust.", "link": "https://twitter.com/1867115204963864579/status/2095833836063953119"}, {"date": "2026-09-04", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline congrats to the team. really interesting read. \nmoving 11m+ users through a refactor like this is no small task, and the rollout approach was pretty clever.", "link": "https://twitter.com/703528675271176192/status/2095899349817360645"}, {"date": "2026-09-04", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline hats off!\nlove seeing the engineering behind changes like this. \nmigrating 11m+ users safely is a huge challenge, and there are some really smart decisions in here.", "link": "https://twitter.com/1471429673905278976/status/2095899830660857930"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "man, i always update very quickly and fix any issue, however this update messed up all my cron jobs, i cannot fix it, the only option is to go back to 9.4 or wait to 9.7.\naccording to github there are several tickets in progress with that issue.\ntoday i got the pain.", "link": "https://www.reddit.com/r/CLine/comments/1wq8o1q/openclaw_202696_broke_all_my_cron_jobs/"}, {"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@dynamicwebpaige @cline yet your own app and website are still stuck on 3.6, make it make sense", "link": "https://twitter.com/1172475845593554946/status/2103405932986396799"}, {"date": "2026-09-22", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline why can't the old session load after i updated?", "link": "https://twitter.com/2035197239652671488/status/2102374613070258213"}]}}, "account.support": {"praise": 1, "complaint": 13, "n": 14, "praiseShare": 7.1, "ci95": [1.3, 31.5], "regard": 0.488, "regardCi95": [0.472, 0.507], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-16", "source": "X", "community": "@cline", "polarity": "praise", "text": "@vishal4u738 @cline thanks for all feedback! we are fixing as fast as we can", "link": "https://twitter.com/1539600741811326977/status/2100255597581205537"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "but the customer care won’t even reply.. i’m sending emails back to back since three days", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/pcb9elq/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "i don’t have option to buy expensive subscriptions. i expected cline to offer me reliable one year service. but it’s turning out to be a night mare", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/pcb9jtp/"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "if you say anything related to development progress, the nice moderator and developer of cline gets sad and removes it. luckily, i didn't get an annual subscription; 5€ was manageable. off to opencode!", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wmfm7n/cline_ist_für_mich_als_ehemaliger_kunde_keine/"}]}}, "account.billing_errors": {"praise": 0, "complaint": 10, "n": 10, "praiseShare": 0.0, "ci95": [-0.0, 27.8], "regard": 0.488, "regardCi95": [0.48, 0.495], "salience": 1.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hello cline team, i’ve purchased yearly cline pass .. but it’s asking me to pay monthly again. \ni’m very disturbed. kindly check and give me my yearly subscription.", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline i was unexpectedly charged $80.40 for an annual cline pass, even though my dashboard still shows monthly with renewal on oct 22, 2026. i did not intend to switch to annual billing.\nplease refund the charge and keep my monthly plan.", "link": "https://twitter.com/3104366953/status/2102563659994325342"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/CLine", "polarity": "complaint", "text": "hi, thank you so much!\nunfortunately, the edit didn't fix things. i manually removed the sapicore block and the 'last used provider' line. i also updated the baseurl and model under openai-compatible to match my updated llama-swap settings.\nwhen i try to use cline, the only options i have are clinepass, cline usage based billing and openai. i've tried each of them.\ncline usage based billing says i have an insufficient balance. clinepass says \ncli", "link": "https://www.reddit.com/r/CLine/comments/1vzgfbr/stuck_on_auth_in_intellij_cline_plugin_using/pahgxez/"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.494, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline not open for use in china!", "link": "https://twitter.com/1709608733418930180/status/2103389526500720718"}, {"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline access blocked. please contact support. <strict_link>", "link": "https://twitter.com/1961469846488481792/status/2103171642436317498"}]}}, "account.data_privacy": {"praise": 4, "complaint": 8, "n": 12, "praiseShare": 33.3, "ci95": [13.8, 60.9], "regard": 0.503, "regardCi95": [0.487, 0.521], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline clean integration, love that the gateway key stays local for a safer trust model", "link": "https://twitter.com/886307470741786626/status/2101209682555588699"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline really appreciate this perspective open weights making inspection and red teaming accessible to everyone is such a powerful step for transparency!", "link": "https://twitter.com/2008812694628175872/status/2099836242141814790"}, {"date": "2026-09-15", "source": "X", "community": "@cline", "polarity": "praise", "text": "@cline open weights is ultimate third party evaluation anyone can inspect and red team", "link": "https://twitter.com/2068360781402652672/status/2099841759975211264"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@cline", "polarity": "complaint", "text": "let's not confuse open-source software with subsidized compute. where does the money for 300 tok/s actually come from? \nyou're paying with your codebase and interaction data. cline itself is open-source, but those 'free' gemini tokens mean google is harvesting your data for model training. meta’s muse ai and others plays the exact same game. \ndata collection is the business model here — calling it 'open source enablement' is highly misleading.", "link": "https://twitter.com/1996845595059965953/status/2103226171064246433"}, {"date": "2026-09-23", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline worktrees isolate the branch. they don't isolate the agent from the secrets sitting in ~/.config next door.", "link": "https://twitter.com/129557929/status/2102839667267879009"}, {"date": "2026-09-19", "source": "X", "community": "@cline", "polarity": "complaint", "text": "@cline you won't silently upload our codebase like zcode did, will you?", "link": "https://twitter.com/2096646046944485376/status/2101322395458146408"}]}}}, "requests": {"authorWeeks": 295, "themes": [{"theme": "Linux desktop app and support", "criterion": "setup.install_signin", "authorWeeks": 53, "posts": 61, "examples": [{"agent": "cline", "date": "2026-09-26", "source": "X", "community": "@cline", "text": "@cline would love to try cline, but there is no linux desktop version.", "link": "https://twitter.com/1601711797/status/2103693469474844955"}, {"agent": "cline", "date": "2026-09-25", "source": "X", "community": "@cline", "text": "&gt; cline desktop is out for mac and windows\nwhere's the linux release? yikes @cline so long for being open source proponent!", "link": "https://twitter.com/82703134/status/2103541157032771934"}, {"agent": "cline", "date": "2026-09-23", "source": "X", "community": "@cline", "text": "@cline linux whennnnnnn! you also don't provide baseline builds, sadly!", "link": "https://twitter.com/1958678652578930693/status/2102884889901305901"}]}, {"theme": "Higher free tier usage limits", "criterion": "billing.free_tier", "authorWeeks": 8, "posts": 9, "examples": [{"agent": "cline", "date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "text": "so it’s just like their previous free offers... ridiculous.\ncline made a bad impression to me.\nif they offer a free tier they should have useful quotas like opencode zen.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc3rk67/"}, {"agent": "cline", "date": "2026-09-23", "source": "X", "community": "@cline", "text": "@cline @cline stop giving shitty free limits. the deepseek 4.1 flash free of yours finishes like in 10 minutes", "link": "https://twitter.com/1489236941899911170/status/2102880348359336005"}, {"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "@cline can’t finish single prompt on free limits , i know free is limited but so limited that can’t finish one prompt analysis 🧐", "link": "https://twitter.com/2013981009927401472/status/2101937538768543948"}]}, {"theme": "Newest models on lower-priced plans", "criterion": "models.catalog_access", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "cline", "date": "2026-09-04", "source": "X", "community": "@cline", "text": "@cline top of terminal-bench, still \"handful of orgs.\"\nclassic ai week.", "link": "https://twitter.com/1941527468797530112/status/2095860195628917195"}, {"agent": "cline", "date": "2026-09-04", "source": "X", "community": "@cline", "text": "@cline 1.9% on a bench. still waiting for available on my plan.", "link": "https://twitter.com/1867115204963864579/status/2095749730244464674"}, {"agent": "cline", "date": "2026-09-03", "source": "X", "community": "@cline", "text": "@cline if by out you mean general available not to just the socialites and elites you would be 100% wrong.", "link": "https://twitter.com/1840564346138624000/status/2095644990705738112"}]}, {"theme": "Stabilize and fix the desktop app", "criterion": "rel.client_failures", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "cline", "date": "2026-09-18", "source": "X", "community": "@cline", "text": "@cline @sdrzn can y’all resolve the issue of your desktop app not working please, i’m a new paid customer", "link": "https://twitter.com/1472210170629525504/status/2101058739843592412"}, {"agent": "cline", "date": "2026-09-18", "source": "X", "community": "@cline", "text": "@cline app is broken on windows, installed the lates version from github, that too is also broken <strict_link>", "link": "https://twitter.com/1673435210/status/2101048258940329988"}, {"agent": "cline", "date": "2026-09-17", "source": "Reddit", "community": "r/CLine", "text": "useless model btw\nand fix your fucking desktop app with 1000 bugs", "link": "https://www.reddit.com/r/CLine/comments/1wixdae/we_added_union_alpha_stealth_model_to_cline_for/paf4ogz/"}]}, {"theme": "Faster, more responsive support replies", "criterion": "account.support", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "cline", "date": "2026-09-08", "source": "X", "community": "@cline", "text": "@cline love your work on hosting models but support is shitty. please help.", "link": "https://twitter.com/148429435/status/2097283569316135233"}, {"agent": "cline", "date": "2026-09-06", "source": "X", "community": "@cline", "text": "unable to contact @cline, so i had to contact the bank to have them reach out to them. @cline service is very poor! <strict_link>", "link": "https://twitter.com/2018156578617090049/status/2096436242909139402"}, {"agent": "cline", "date": "2026-09-03", "source": "X", "community": "@cline", "text": "@cline hi! have your support completely decided to ignore me? i wrote to support almost two weeks ago :( there is still no answer. please don't ignore me.", "link": "https://twitter.com/117456048/status/2095497514904334694"}]}, {"theme": "Same-day availability of new models", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "cline", "date": "2026-09-10", "source": "X", "community": "@cline", "text": "@cline kindly please be a little bit faster to enable deepseek 4.1 flash in clinepass. opencode and commandcode enabled this under 30 mins of official announcement.", "link": "https://twitter.com/10877782/status/2097944041832734973"}, {"agent": "cline", "date": "2026-09-04", "source": "Reddit", "community": "r/CLine", "text": "unfortunately, lately clinepass has been kinda slower (compared to opencode go and command code goat) in adding the latest models.", "link": "https://www.reddit.com/r/CLine/comments/1w6zy4t/clinepass_when_to_expect_hy4_muse_spark_13_and/p7r260l/"}, {"agent": "cline", "date": "2026-09-04", "source": "Reddit", "community": "r/CLine", "text": "i bought a full year of clinepass mainly because they seemed to be really fast at adding all the newest models, while still offering slightly less usage than goat and go — which felt like a pretty good trade-off to me.\nbut lately it seems like clinepass is actually starting to miss quite a few new models.\nfor example, i’m still waiting for: \n\\- hy4 \n\\- muse spark 1.3 \n\\- qwen 3.8 max-0902\nand then there’s glm 5.3 flash: as far as i can see, it’s ", "link": "https://www.reddit.com/r/CLine/comments/1w6zy4t/clinepass_when_to_expect_hy4_muse_spark_13_and/"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "cline", "date": "2026-09-01", "source": "X", "community": "@cline", "text": "@cline @munim will deepseek v4 flash vision consider adding cline pass? after all, its price is the same as v4f, and it has multimodal capabilities. we are all looking forward to it.", "link": "https://twitter.com/1797151514735312896/status/2094608404056821946"}, {"agent": "cline", "date": "2026-09-09", "source": "X", "community": "@cline", "text": "@cline @upstageai when are we getting deepseek v4.1 flash?", "link": "https://twitter.com/1503370380265857030/status/2097656545702010933"}, {"agent": "cline", "date": "2026-09-01", "source": "X", "community": "@cline", "text": "@cline deepseek v4 flash vision xp wen", "link": "https://twitter.com/1359814023068274690/status/2094606727882924383"}]}, {"theme": "Built-in computer use capability", "criterion": "work.computer_browser_use", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "cline", "date": "2026-09-24", "source": "X", "community": "@cline", "text": "@cline browser automation with a built-in browser? computer use?\nwhen can we expect that", "link": "https://twitter.com/1696542879735222272/status/2103056296488407298"}, {"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "@cline also add computer skills feature like codex its so usefull", "link": "https://twitter.com/1846962321442091009/status/2101835609509855611"}]}, {"theme": "Clear free tier usage limits", "criterion": "billing.pricing_clarity", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline after about 10 minutes of conversation, i hit the daily limit. please clearly state that it’s free but has a daily request/token limit.", "link": "https://twitter.com/3228393103/status/2101354499386609871"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline what's the usage limit. i exhausted my free limit and it asks me to try after 17h. how many requests are free...a number would be nice to know.", "link": "https://twitter.com/2247810989/status/2101126632350396685"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline what are free limits?", "link": "https://twitter.com/2893754437/status/2101141860526043342"}]}, {"theme": "Fix frequent app and CLI crashes", "criterion": "rel.client_failures", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline cline 3.0.62 cli is dead on arrival on apple silicon. the bundled darwin-arm64 binary has a broken signature, so the kernel sigkills it at launch. both `cline --version` and `cline --help` print nothing and exit 137. fresh `npm install -g cline` on macos 27, arm64, node 26.7.0.", "link": "https://twitter.com/1937709229198172160/status/2101359440402518298"}, {"agent": "cline", "date": "2026-09-15", "source": "X", "community": "@cline", "text": "@cline sorry cline kinda sucks. no projects no browser to the right and slow and keeps crashing.. pls fix. it had so much potential", "link": "https://twitter.com/1885730256432324608/status/2099953024324284420"}, {"agent": "cline", "date": "2026-09-09", "source": "X", "community": "@cline", "text": "@paseo_sh fix your bugs that keeps crashing sessions \n@cline fix the bug that keeps allowing agents to 'write' via a python scripts...", "link": "https://twitter.com/1609480187229470721/status/2097786954280493376"}]}, {"theme": "Free access to specific or new models", "criterion": "billing.free_tier", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "opencode brought jev for free even though it does not work properly , will @cline do the same at least for one day ?", "link": "https://twitter.com/1915026367571546112/status/2102078208040632369"}, {"agent": "cline", "date": "2026-09-22", "source": "X", "community": "@cline", "text": "@cline opencode did it for free . wont you do it to ?", "link": "https://twitter.com/1476246636322041860/status/2102269274815332712"}, {"agent": "cline", "date": "2026-09-20", "source": "X", "community": "@cline", "text": "@cline @zhangenming2821 yes, but no free kimi ....?", "link": "https://twitter.com/1554407654415556609/status/2101735010457821501"}]}, {"theme": "Free usage credits", "criterion": "billing.free_tier", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "@cline super smooth desktop ux, but the free credits disappear way too fast during actual task execution.", "link": "https://twitter.com/1523533577081614336/status/2101881809029992749"}, {"agent": "cline", "date": "2026-09-18", "source": "X", "community": "@cline", "text": "@cline give us linux one and also give us some free tokens\nit's bad that you don't support linux", "link": "https://twitter.com/1871542610155778048/status/2101000566352883858"}, {"agent": "cline", "date": "2026-09-11", "source": "X", "community": "@cline", "text": "@cline can we get some cline credit pls !", "link": "https://twitter.com/1923334549095997440/status/2098337202048819370"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 67, "negative": 42, "positiveShare": 61.5, "ci95": [52.1, 70.1]}, {"week": "2026-09-07", "positive": 39, "negative": 56, "positiveShare": 41.1, "ci95": [31.7, 51.1]}, {"week": "2026-09-14", "positive": 257, "negative": 182, "positiveShare": 58.5, "ci95": [53.9, 63.1]}, {"week": "2026-09-21", "positive": 122, "negative": 154, "positiveShare": 44.2, "ci95": [38.5, 50.1]}]}, {"id": "zed", "name": "Zed", "maker": "Zed Industries", "facts": {"version": "n/a", "released": "n/a", "price": "Personal free (2,000 accepted edit predictions/mo, BYOK), Pro $10/mo (unlimited predictions + $5 tokens), Business $30/seat/mo", "model": "Claude Opus 4.8, Sonnet 5, Haiku 4.5; GPT-5.6, GPT-5.4; Gemini 3.1 Pro; local models via Ollama/LM Studio/llama.cpp", "surface": "Native desktop editor (built in Rust)"}, "sources": [{"channel": "X", "selector": "@zeddotdev", "posts": 1544}, {"channel": "Reddit", "selector": "r/ZedEditor", "posts": 991}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 94}], "records": 2629, "judgingPosts": 1310, "authors": 1693, "authorWeeks": 1929, "reach": {"shareOfVoice": 1.72, "value": 0.362}, "regard": {"positiveAuthorWeeks": 530, "negativeAuthorWeeks": 471, "rawPositiveShare": 52.9, "rawCi95": [49.8, 56.0], "value": 0.496, "ci95": [0.481, 0.511]}, "score": {"value": 42.4, "ci95": [41.7, 43.0]}, "ranking": {"rank": 10, "rankRange": [8, 10]}, "criteria": {"paying": {"praise": 11, "complaint": 29, "n": 40, "praiseShare": 27.5, "ci95": [16.1, 42.8], "regard": 0.501, "regardCi95": [0.471, 0.532], "salience": 4.0, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "i work by myself most of the time and i really like the review process (probably you could get something similar with a skill), but i also get better usage there than on the codex app with my codex sub (probably context or cache), so it became my first ai coding app this week ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc17ujd/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "it don't replace git. also its free, you can use your own api keys", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/paftkwl/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "they're saying it will always be a free version. currently works like zed, you can bring your own sub/api keys or you can use zed pro plan.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/paftw8t/"}, {"date": "2026-09-17", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@recnepspenstar @zeddotdev very generous so far i can go like one day", "link": "https://twitter.com/896906084014845952/status/2100432011454239093"}, {"date": "2026-09-17", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@hraness @recnepspenstar @zeddotdev swe 2.0 is free for a while. so no limits really other than concurrency", "link": "https://twitter.com/1852248441633804288/status/2100528441204617254"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i just tried it out for the first time and i don't really get it... the ui is not really intuitive and i have threads... subthreads... and so on. also need to pay extra for it and can't use my claude code subscription (yes thats anthropic who is blocking that)\nthen there is the change panel who does show nothing.. beside the agent is already changing the code...\nedit: it did now show changes after a while... but the stranges thing is i don't see the changes in my code (git client) wtf? \ni'm to old for this?", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc3xwob/"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev this will be hard to test until claude code plans can be used. hope you guys figure out a way. opencode should be easy to implement too.", "link": "https://twitter.com/2065156316562141184/status/2103808310642131452"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i got the 100 bucks zed pro for it but never got to use it because sol and opus were too expensive, though i might try it this week with opus 5.5 or sol 6 now that they’re way more affordable. \n \ni wonder if it’s worth using as a harness without utilising the multiplayer aspect because no way will my company allow our repositories in the zed cloud.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc0jeuz/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev omg. i am so glad you guys care about the harness and getting tool use right etc. delta is exactly the way i want to interact with an agent, but the current license makes it impossible for me at work :(", "link": "https://twitter.com/847599342630260736/status/2103550321800683931"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev pass rate is cute. tuesday usage decides", "link": "https://twitter.com/1383097069531893766/status/2103573547348267018"}]}}, "setup": {"praise": 42, "complaint": 133, "n": 175, "praiseShare": 24.0, "ci95": [18.3, 30.8], "regard": 0.422, "regardCi95": [0.388, 0.454], "salience": 17.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev zed + oxlint plugin + oxfmt plugin feels truly blessed.", "link": "https://twitter.com/1996002534834798592/status/2103674527859503164"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@theo since switching to mostly coding with agents in t3 code, i've been enjoying @zeddotdev more and more.\nit's ultra fast and without clutter.\nmost of what i use is supported in there out of the box, i highly recommend it.", "link": "https://twitter.com/1140568348285186048/status/2103845154587120104"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i haven’t found any ui that is as nice to use as cursor, but you can try zed. if you maximise the agent panel then the ui is good. you can then use claude code + opus 5.5 via acp in zed. for dictation you can either pay for wisprflow or use typewhisper for free", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc3n7mi/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev haha, custom commands for my lsp-abusing extension, finally!", "link": "https://twitter.com/77776543/status/2103280561326379213"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev love that this makes the boundary explicit. mcp is way more useful when it stays a boring, inspectable tool shelf. we’ve been building searchable access to 380k open svgs through mcp/cli if useful: <strict_link>", "link": "https://twitter.com/2103066627239489536/status/2103427213009834145"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "no criticism here. looks like a really cool project you're working on. just an fyi that turning the feature flags on doesn't give you proper jupyter notebook support. zed's lack of effort in getting jupyter notebooks working is very annoying but there's a good reason for them being behind a feature flag, at the moment. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pcbbw64/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "sadly, zed devs are focusing too much on ai imo. one of the reasons i could not adopt zed, and for which there is already a feature request is creation configs to be referenced in tasks.json as in vscode", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcfw6ns/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "thanks for the support,\nhowever my \\~/.agents/skills/ is already populated with the solid skill, as per the docs you provided. i think this file path is there for the zed agent and nothing else, as it does not appear in antigravity external agent / commands only in the integrated one.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wruye7/does_anyone_use_antigravity_external_agent_what/pcgn1y2/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i think this may be a new error that's popped up recently because i haven't seen it before and i code in php with arrays regularly.\n`function newentry($name = \"anonymous\")`\n`{`\n `global $book;`\n `$id = uniqid(\"\", true);`\n `$book[$id] = [\"name\" => $name];`\n `return $id;`\n`}`\na very simple function that reads a global array and sets a value inside it. the inline error in zed, however, shows \"the variable '$book' is assigned but its value is never used\", despite it obviously being used two lines later.\ncertainly not a massive problem but, as someone who teaches php coding, a confusing one for students.\ni'm running the latest stable version of zed and phpantom and this is in a local file. it per", "link": "https://www.reddit.com/r/ZedEditor/comments/1wqdffc/variable_assigned_but_not_used_error_on_array/"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev it works as it should... but is there any way to enter edit mode once it's open in the preview?\nthe other guys allows it ;-)", "link": "https://twitter.com/227082556/status/2103811869391958039"}]}}, "models": {"praise": 2, "complaint": 16, "n": 18, "praiseShare": 11.1, "ci95": [3.1, 32.8], "regard": 0.481, "regardCi95": [0.464, 0.499], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "my personal huge level up was going from cursor ide to zed + omp. it is more efficient, i have everything i could've asked for and more. i love the custom fallbacks. being able to force the use of subagents. and the advisor... the advisor is really something tbh", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlpj30/lord_forgive_me_for_the_time_i_wasted/pb4z6kj/"}, {"date": "2026-09-08", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@adamholtererer i am playing with muse 1.3 from opencode inside of @zeddotdev delta, and it is pretty nice there, far from even sol, but interesting play with", "link": "https://twitter.com/1695152071320743936/status/2097410815624188262"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev would be great if we could use claude with it!", "link": "https://twitter.com/388386067/status/2103516646858256737"}, {"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev it need more llm providers", "link": "https://twitter.com/1647734160839135233/status/2102926145910091776"}, {"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev add more ilm providers support please 🙏", "link": "https://twitter.com/892350789640781824/status/2103060520534512003"}, {"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev i can't find gpt-6-sol and gpt-6-luna in the chatgpt subscription in delta. when will this be available?", "link": "https://twitter.com/1764487903080853504/status/2102719943825572094"}, {"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev yo i'm using my grok sub with delta and it only gives grok 4.6/4.5 as options for models. please support grok 4.7 and composer 2.5. this should be an auto refresh thing imo.", "link": "https://twitter.com/1836929256569425921/status/2102785465682460969"}]}}, "context": {"praise": 7, "complaint": 12, "n": 19, "praiseShare": 36.8, "ci95": [19.1, 59.0], "regard": 0.498, "regardCi95": [0.48, 0.517], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "what i use:\n- `zed -r dir` to open a new project \n- `zed -a file` to see a single file\n- `ctrl+r` to switch between recent projects\nzed keeps projects state active in the background (terminals, file edits) once open.\ni work with dozens of repos without issues like this.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wowmwx/how_do_you_handle_multiple_zed_window/pby9k6l/"}, {"date": "2026-09-12", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev love the call hierarchy addition — huge for navigating codebases in zed!", "link": "https://twitter.com/2010658787611619328/status/2098628406401212721"}, {"date": "2026-09-11", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev huge win for navigating codebases call hierarchy for incoming and outgoing calls makes tracing logic in zed so much faster!", "link": "https://twitter.com/2008812694628175872/status/2098490192592282056"}, {"date": "2026-09-09", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "trying the @zeddotdev editor again after some time... got frustrated with intellij, which i'm using for like 10 years now. this indexing stuff is annoying af. zed looks good, python project loaded right away without issues, claude code sessions imported...", "link": "https://twitter.com/1506565753650257925/status/2097626438836842719"}, {"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@ivan_herdian @zeddotdev di sinilah unpopular opinion, aku butuh yang nurut bukan yg minteri 😂\n<strict_link>", "link": "https://twitter.com/1976991588/status/2096969892360515871"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "sometimes i need to view a pdf, and zed can’t do it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pce4f14/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "look, i keep trying it again from time to time, but find all references and global find are nowhere near as good as vs code. you can't easily jump to matches without having to switch tabs (it makes you edit right there inline, which doesn't give you enough context), you can't x matches out, etc. there's no persistent errors panel you can use to jump to errors. there's technically the \"outline panel\" but it's finicky for those kind of things. plus the buttons and ui elements are just too tiny. \n \nso i'm sticking with vs code for now.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pbz9xy1/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "not while it can’t display pdfs it’s not", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pc0lr27/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "my experience testing zed was great overall, but i ran into recurring issues with the global search (ctrl+shift+f) that made me stop using it.\nin unversioned repositories, it simply fails to search across all files; i have to open a file before it gets included in the index.\ni don't recall if it worked well in versioned repositories—i believe it did—but for me, this is a feature that needs to work in every scenario.\ni still test it occasionally—maybe once every two or three weeks—but unfortunately, that issue has kept me from adopting it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pbs5v7c/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "after giving the model (5.6 sol high) a one sentence prompt with no additional files or anything it thought for a while and looked at files, then i got this message:\n\"this conversation is too long for the model's context window. start a new thread or remove some attached files to continue.\"\ni have tried running /compact manually or switching to astra (which has a larger context window) and then running compact but both times i just got the same message again.\nhave you guys found any fix for this or did i do use it incorrectly somehow? i'm trying out zed for the first time today and am using the newest version.\n<strict_link>\n", "link": "https://www.reddit.com/r/ZedEditor/comments/1wkfm5n/zed_context_window_issues/"}]}}, "work": {"praise": 38, "complaint": 64, "n": 102, "praiseShare": 37.3, "ci95": [28.5, 46.9], "regard": 0.455, "regardCi95": [0.426, 0.489], "salience": 10.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone who wasn’t there.\nwith delta, you can invite your teammate into that session. they get the conversation and working code, and can continue where you left off after you log out.\nreviews get their own separate working copy. your teammate can investigat", "link": "https://twitter.com/36634050/status/2104270370635452902"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone who wasn’t there.\nwith delta, you can invite your teammate into that session. they get the conversation and working code, and can continue where you left off after you log out.\nreviews get their own separate working copy. your teammate can investigat", "link": "https://twitter.com/36634050/status/2104272571055349948"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "definitely, i already have a few relatively large projects which would be good to test it with, i’ve been using your fork for the past week and i like the git addons. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1whv207/i_love_zed_but/pbxp393/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@raulvk @zeddotdev it legit runs everything they build", "link": "https://twitter.com/1806175394388963328/status/2103518215347257595"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev feature request: is it possible to partially disable ai feature? i need to disable ai features except the edit prediction. i really like zed's edit prediction feature.", "link": "https://twitter.com/42179249/status/2103590820553294064"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i mean it’s behind a flag and setting. of course it’s not good yet.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/pc9x3jk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "is still experimental.\nyou can use it, and it works for most of things but it's not complete yet", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/pcavhh5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i don't know how many of you use zed for running jupyter notebooks - so many issues and vs code support is much better.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i haven't checked out your version yet but it is possible to get jupyter notebooks working in zed preview with a few feature flags. \nhowever, (at least on that version) the lsp does not work in the jupyter notebooks, nor does vim mode and a bunch of other stuff. so jupyter might technically be in zed but it's so lacking in features it's pretty much useless. were you able to fix that in your version?", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pc4d7w1/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i didnt like the fact that it seems to generate a worktree for every single thread for the project", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc4m446/"}]}}, "checking": {"praise": 20, "complaint": 18, "n": 38, "praiseShare": 52.6, "ci95": [37.3, 67.5], "regard": 0.504, "regardCi95": [0.478, 0.531], "salience": 3.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone who wasn’t there.\nwith delta, you can invite your teammate into that session. they get the conversation and working code, and can continue where you left off after you log out.\nreviews get their own separate working copy. your teammate can investigat", "link": "https://twitter.com/36634050/status/2104270370635452902"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone who wasn’t there.\nwith delta, you can invite your teammate into that session. they get the conversation and working code, and can continue where you left off after you log out.\nreviews get their own separate working copy. your teammate can investigat", "link": "https://twitter.com/36634050/status/2104272571055349948"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "i work by myself most of the time and i really like the review process (probably you could get something similar with a skill), but i also get better usage there than on the codex app with my codex sub (probably context or cache), so it became my first ai coding app this week ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc17ujd/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev oh man, it's been awhile since firing up zed, but the git diff viewer is so good", "link": "https://twitter.com/410192130/status/2103488364347375816"}, {"date": "2026-09-20", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev clean workflow for reviewing code and keeping discussions focused", "link": "https://twitter.com/2010658787611619328/status/2101537299771355476"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i just tried it out for the first time and i don't really get it... the ui is not really intuitive and i have threads... subthreads... and so on. also need to pay extra for it and can't use my claude code subscription (yes thats anthropic who is blocking that)\nthen there is the change panel who does show nothing.. beside the agent is already changing the code...\nedit: it did now show changes after a while... but the stranges thing is i don't see the changes in my code (git client) wtf? \ni'm to old for this?", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc3xwob/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@shadowfetch @zeddotdev a useful companion is a review mode that shows the task contract, changed files, and verification status beside the diff. less prompt chrome is great, but the trust signal is an explicit gate before merge.", "link": "https://twitter.com/2099871292480421888/status/2103334568006947155"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev fix the search pls. i stopped using bcz of search and diff viewer", "link": "https://twitter.com/2065733203663659008/status/2103345319836815865"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev can you make it easier to review worktrees/branches ? somehow there's no file picker/file browser when clicking view branch diff (worktree/branch a -&gt; main). everything is in a single clunky \"changed since main\" tab :/", "link": "https://twitter.com/24510559/status/2103369080975876486"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev wish these pls\n· compare all changed files against a commit/branch/revision in one multi-file diff view\n· open a file’s history and diff two versions, or compare an old version with my working tree\n· make these commands so we can bind our own shortcuts", "link": "https://twitter.com/2543890370/status/2103369091142803785"}]}}, "interface": {"praise": 83, "complaint": 155, "n": 238, "praiseShare": 34.9, "ci95": [29.1, 41.1], "regard": 0.459, "regardCi95": [0.423, 0.492], "salience": 23.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "its working for me. keybinding shows the following. zed 1.21.0\n* action: `editor: add selection below`\n* arguments: `{\"skip_soft_wrap\":true}`\n* keystrokes: `alt+shift+down`\n* context: `editor`\n* source: `default`", "link": "https://www.reddit.com/r/ZedEditor/comments/1wqd88z/did_column_selection_go_away/pc34z9k/"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev one setting beats a fork when opting out stays complete and reversible.", "link": "https://twitter.com/1802951653525770240/status/2103653185550471625"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "i have got my own fusion blend with my own agents panel.\ntell me that this is not cool looking? \n<strict_link>\n@zeddotdev #gpui <strict_link>", "link": "https://twitter.com/1685032741161541632/status/2103671428348600540"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev yk what zed? i moved from vscode to zed quite a while ago and it's fucking amazing\nit starts faster\nlooks better\nlets me disable ai features bullshit completely\nhonestly, thanks for making my life a bit more better", "link": "https://twitter.com/1188417649203539968/status/2103694133131202673"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "and you work on all of them at once? i don't want to peach i zed it anything, but having a list that you can search by name is better than alt-tabbing 20 times, because it's be honest, you don't have 20 workspaces each under a separate shortcut\nand in zed you have a nice single list with all your agents (also searchable of i remember correctly) \nhow do you work with those all at once if that's your argument?", "link": "https://www.reddit.com/r/ZedEditor/comments/1wowmwx/how_do_you_handle_multiple_zed_window/pbxasw8/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i agree. zed is so good, its ui seems has something missing... i think its contrast is low or something.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pccdid3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i love everything about zed except for search results and git diff in one long page.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pce1aew/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i am still waiting when they will make the top bar optional. with window managers i don’t need a bar but unfortunately so far it cannot be hidden", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcflx7x/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "“make everything optional” is how a lightweight editor slowly turns into vs code with a settings menu.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcfvegd/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "agreed, the multibuffer is great, but it shouldn't be the default search ux. i wish search worked more like vs code. the outline panel is kind of similar, but it has a lot of usability issues.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcga1en/"}]}}, "reliability": {"praise": 61, "complaint": 51, "n": 112, "praiseShare": 54.5, "ci95": [45.2, 63.4], "regard": 0.666, "regardCi95": [0.627, 0.702], "salience": 11.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "as long as it’s fast, responsive and no memory bloat, i’ll keep using it - biggest reason why i moved away from vs code.\ndoes zed have some kind of task manager or something? would love to see the effect of every extension i install haha.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcekb3x/"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@0xprajwal_ i use @zeddotdev, btw. it’s fast, lightweight, consumes less memory, and uses the gpu for rendering.", "link": "https://twitter.com/1542127649463898113/status/2104217257153110457"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev yk what zed? i moved from vscode to zed quite a while ago and it's fucking amazing\nit starts faster\nlooks better\nlets me disable ai features bullshit completely\nhonestly, thanks for making my life a bit more better", "link": "https://twitter.com/1188417649203539968/status/2103694133131202673"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@theo i use @zeddotdev for that, it's fast", "link": "https://twitter.com/445781460/status/2103714899180269714"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "i tried @zeddotdev again today — clean, speedy, and refreshing. \nides now feel like cars: \nzed = sports car — fast, sleek, fun to drive \nvs code = suv — versatile, customizable, but heavier \njetbrains = luxury sedan — packed with features, less nimble", "link": "https://twitter.com/2036660207452028928/status/2103787211770712336"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "you can disable them but still zed is slower than gram", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pce43ch/"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "opened @zeddotdev after a while what is this? only happens wiht opencode acp <strict_link>", "link": "https://twitter.com/851365565201514498/status/2104122682895921447"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "tried, but not reliable for everyday use. got some weird issues, saying it can't find neovim, but it works fine in other terminals.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wpr20d/is_there_any_zed_terminal/pc539bm/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "there is always a node process running when zed is open. i would like to set it up to use bun. i don't even have node installed. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wosnp7/zed_still_silently_downloads_binaries_after_two/pc96lwi/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "yeah, it's great but not so performant; also, i face some random issues with wsl.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wpr20d/is_there_any_zed_terminal/pbxz2np/"}]}}, "account": {"praise": 2, "complaint": 31, "n": 33, "praiseShare": 6.1, "ci95": [1.7, 19.6], "regard": 0.477, "regardCi95": [0.453, 0.505], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev useful for client repos under strict data policies.\nthe next step for teams is enforcing it, so nobody can flip it back on locally", "link": "https://twitter.com/2301217708/status/2103475976734687488"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "i kinda started october last year, when i decided to contribute to zed. i also did some pairing sessions with the team and they were really helpful, over time i got familiar with gpui by looking at how zed does things.\nthere has been couple of breaking changes but nothing too significant, i just handle it at my end and pin the dependencies to a specific git revision.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w6czxg/zaku_260_beta_api_client_desktop_app_built_with/p7mhxo1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i was blocked within a day of testing it.\n<strict_link>\nemailed their billing department. they said vpn/etc can be blocked, then asked me for my github username and linked in. i told them i'm on residential ip, and gave both github username+linked in link to them. \n \nthey then they ghosted me for over a week already. \nnot a great first impression. i might skip it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1tg7v04/zeds_aggressive_abuse_ring_countermeasures/pcaeplh/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "the terms stopped me from using this. i believe it is going to be the future of agentic coding since it combines herdr's left sidebar with zed's editor capabilities / worktree workflows, but \"delta stores project data, including code, repository metadata, and thread contents.\" is an absolute no go for me.\nonce it no longer consumes my code or my repos' code, i will gladly download this and use it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pc040pa/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "it looks like it sends your source code and chat history to zed's servers so it was immediately shot down by security at my company.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc0hxb5/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i got the 100 bucks zed pro for it but never got to use it because sol and opus were too expensive, though i might try it this week with opus 5.5 or sol 6 now that they’re way more affordable. \n \ni wonder if it’s worth using as a harness without utilising the multiplayer aspect because no way will my company allow our repositories in the zed cloud.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc0jeuz/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev @avivs delta looked interesting until i saw my repos would be uploaded. immediate no go for professional work. a setting to turn that off would be nice!", "link": "https://twitter.com/2350360861/status/2103306896086376678"}]}}, "limits.plan_value": {"praise": 3, "complaint": 11, "n": 14, "praiseShare": 21.4, "ci95": [7.6, 47.6], "regard": 0.488, "regardCi95": [0.472, 0.505], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@recnepspenstar @zeddotdev very generous so far i can go like one day", "link": "https://twitter.com/896906084014845952/status/2100432011454239093"}, {"date": "2026-09-17", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@hraness @recnepspenstar @zeddotdev swe 2.0 is free for a while. so no limits really other than concurrency", "link": "https://twitter.com/1852248441633804288/status/2100528441204617254"}, {"date": "2026-09-02", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev with $100 worth credits i can't complain. <strict_link>", "link": "https://twitter.com/1858697653820813312/status/2094946815862775813"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i got the 100 bucks zed pro for it but never got to use it because sol and opus were too expensive, though i might try it this week with opus 5.5 or sol 6 now that they’re way more affordable. \n \ni wonder if it’s worth using as a harness without utilising the multiplayer aspect because no way will my company allow our repositories in the zed cloud.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc0jeuz/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev pass rate is cute. tuesday usage decides", "link": "https://twitter.com/1383097069531893766/status/2103573547348267018"}, {"date": "2026-09-22", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev getting this error \ni am on student plan and also i have complete 10 dollar limit left with me \nbut now i am unable to use ai agents with zed ide <strict_link>", "link": "https://twitter.com/1741847670757421056/status/2102245735941226741"}]}}, "limits.window_interrupts_work": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.burn_rate": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.516, "regardCi95": [0.495, 0.541], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "i work by myself most of the time and i really like the review process (probably you could get something similar with a skill), but i also get better usage there than on the codex app with my codex sub (probably context or cache), so it became my first ai coding app this week ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc17ujd/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "just wanted to share my personal experience in case anyone else is running into the same issue.\ni've been using codex through the vs code extension, and i noticed that i was going through my usage pretty quickly.\nrecently, i started using codex with zed instead, and from what i've seen so far, my usage has been noticeably lower while getting pretty much the same results.\ni haven't done any proper benchmarks or controlled tests, so i'm not saying ", "link": "https://www.reddit.com/r/codex/comments/1wbraq6/my_codex_usage_dropped_significantly_after/"}, {"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@ikhwanuddin @zeddotdev for a ui reason gemini 3.8 enak buat frontend dan kuotanya abisnya lebih lamaaa hahaha", "link": "https://twitter.com/131447449/status/2096959789528138219"}], "complaint": [{"date": "2026-09-13", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@arpit_bhayani same but i moved to @zeddotdev after facing the same issue😆\ninstead of burning tokens", "link": "https://twitter.com/1382512535509688322/status/2099142506470375841"}, {"date": "2026-09-04", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "got @zeddotdev delta beta access, blindly claimed zed vip, and accidentally burned through the free $100 credits in half a day.\nswitched back to omp flash 3.8 (150–350 t/s)—which usually feels blazing fast—and it suddenly feels like a total snail 🐌. zed completely smokes it. <strict_link>", "link": "https://twitter.com/1376195389305409539/status/2095857452592091204"}, {"date": "2026-09-04", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev fuck i used most of credits before the release. i am so stupid.", "link": "https://twitter.com/853224743536910336/status/2095954932872454320"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "bro @zeddotdev did you really to this day never updated your fucking models? fable 5.1, astra, the cheper price on luna and terra, for fuck sake it has been fucking ages since luna and terra got cheaper and your still fucking billing me more then their real prices", "link": "https://twitter.com/925866673843908609/status/2102317266260177163"}, {"date": "2026-09-05", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "how to to self-host zeta-2.1 for edit predictions in zed after @zeddotdev remove access to it on their free plan:", "link": "https://twitter.com/216448470/status/2096218036420133029"}]}}, "limits.reset_schedule": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.usage_meter": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-04", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "check your balance on your openai account. it's probably a missmatched warn message on zed's end.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w6jhtb/free_usage_exceeded_error_even_though_i_have_only/p7pesqn/"}, {"date": "2026-09-04", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "hey @zeddotdev guys, this is probably really far down on the priority list for you guys rn, but please put the usage/balance of the zedvip tokens in the delta app somehow.\nhaving to open a browser window to see my balance is a few too many steps.\notherwise i’m a huge fan of the app so far 👍👍", "link": "https://twitter.com/30111156/status/2095791764284281340"}]}}, "limits.prompt_cache": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.497, "regardCi95": [0.49, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev i was a big fan of zed, but i'm becoming so tired with it. it's a pain to review agent's work. the built-in agent seems to have severe caching issues and the acp, which i totally love, doesn't support clean reviews.", "link": "https://twitter.com/1777822808506023936/status/2100657499468677214"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i'm using zed ide; i find that helps. can be expensive because it uses api rates if you don't use a specific claude agent.\nmy process is more converting tickets into markdowns. i save that folder in the repo (don't commit it). i go grab the associated documentation and put it in there converting urls to links to files.\nif its an uncommon thing i'll get the llm to read the docs especially if they have an llm.txt\nin my [claude.md](<strict_link>) i ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wgm4si/engineers_who_write_all_their_code_with_claude/p9xsdqj/"}]}}, "billing.pricing_clarity": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.489, 0.499], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev omg. i am so glad you guys care about the harness and getting tool use right etc. delta is exactly the way i want to interact with an agent, but the current license makes it impossible for me at work :(", "link": "https://twitter.com/847599342630260736/status/2103550321800683931"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "where's everybody getting that 30$ fee?\ncurrently it works like zed, you can use your sub/api keys, or use zed pro plan. most zed providers are already available like openrouter, opencode, etc. i'm missing only the ability to set up a custom open ai provider (like z.ai) but on twitter they tell me is comming soon.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pafuh1c/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "sooooo, as far as i remember the big announcement was deltadb and how it will be open source and change the way we version control code and it's becoming. what we got is a product with a paid subscription.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pa75h9d/"}]}}, "billing.free_tier": {"praise": 4, "complaint": 1, "n": 5, "praiseShare": 80.0, "ci95": [37.6, 96.4], "regard": 0.506, "regardCi95": [0.497, 0.515], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "it don't replace git. also its free, you can use your own api keys", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/paftkwl/"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "they're saying it will always be a free version. currently works like zed, you can bring your own sub/api keys or you can use zed pro plan.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/paftw8t/"}, {"date": "2026-09-08", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "just got delta beta access from @zeddotdev -- looks exciting. gonna use it for a while and see if it actually holds up. only wish is local provider support like llama.cpp or ollama, the way zed itself does it. but the $100 credit that comes with zed vip should keep me going for now", "link": "https://twitter.com/1198703901270249479/status/2097404923461681646"}], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "sure, i'm going to version control enterprise project with a company product where they superduper promise that it will always be free. do you understand how long a time \"always\" is? companies seize to exist as well you know. what then?", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/paikt7b/"}]}}, "billing.subscription_portability": {"praise": 1, "complaint": 6, "n": 7, "praiseShare": 14.3, "ci95": [2.6, 51.3], "regard": 0.493, "regardCi95": [0.482, 0.506], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-05", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "i had never been called a vip in anything before, but @zeddotdev granted me this pleasant honor. i tell everyone that zed is the best software for writing any type of text, for coding, for vibe coding, and for working with ai. zed is the platform that best lets you bring your own subscriptions without having to rely exclusively on theirs. this is worth a lot for people like me who have a very tight budget and need to choose the most cost-effectiv", "link": "https://twitter.com/789888781059035136/status/2096305690188939517"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i just tried it out for the first time and i don't really get it... the ui is not really intuitive and i have threads... subthreads... and so on. also need to pay extra for it and can't use my claude code subscription (yes thats anthropic who is blocking that)\nthen there is the change panel who does show nothing.. beside the agent is already changing the code...\nedit: it did now show changes after a while... but the stranges thing is i don't see ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc3xwob/"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev this will be hard to test until claude code plans can be used. hope you guys figure out a way. opencode should be easy to implement too.", "link": "https://twitter.com/2065156316562141184/status/2103808310642131452"}, {"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev i like your work zed just what you will do for people who use claude subscription what is your solution for that i tried i like but i can just use with chatgpt sub", "link": "https://twitter.com/1650502463038844929/status/2102731941275406552"}]}}, "setup.install_signin": {"praise": 3, "complaint": 22, "n": 25, "praiseShare": 12.0, "ci95": [4.2, 30.0], "regard": 0.487, "regardCi95": [0.466, 0.512], "salience": 2.5, "receipts": {"praise": [{"date": "2026-09-09", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "trying the @zeddotdev editor again after some time... got frustrated with intellij, which i'm using for like 10 years now. this indexing stuff is annoying af. zed looks good, python project loaded right away without issues, claude code sessions imported...", "link": "https://twitter.com/1506565753650257925/status/2097626438836842719"}, {"date": "2026-09-08", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev stoked about the windows build to try out dev, so far i have enjoyed the experience!\ni am unsure if i am missing something as i am new to the world of ai agents and all the corresponding parts but i was unable to figure out how to register custom mcp servers?", "link": "https://twitter.com/537127128/status/2097451559399702969"}, {"date": "2026-09-02", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "just spent 30 mins trying to setup intellij while setting syntax errors on the example setup code. needed a fresh installation with no settings import.\ntried @zeddotdev to check if it was an intellij or java installation issue. zed worked immediately 😌.", "link": "https://twitter.com/2028980356947509248/status/2095150573033046244"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev you are based, but your wsl2 integration isn't that smooth.", "link": "https://twitter.com/2084532604800225280/status/2103377712337621344"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev i made an issue because you added so much bs and forced accounts and then somneone came back saying you wouldn't fix any of that. too late for me to reconsider but at least you got the point eventually and maybe others will follow.", "link": "https://twitter.com/1077435919/status/2103411463356616899"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev cant login to delta via github? <strict_link>", "link": "https://twitter.com/2093566660145733632/status/2103627824888205335"}]}}, "setup.provider_byok_local": {"praise": 9, "complaint": 10, "n": 19, "praiseShare": 47.4, "ci95": [27.3, 68.3], "regard": 0.495, "regardCi95": [0.476, 0.513], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev works but i do wonder can we make it so you can then turn back on specific features? i personally use edit predictions and nothing else. i even direct those to a local model.", "link": "https://twitter.com/1587524325229400064/status/2103431903676354674"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "you can use you're own sub with it. i'm using it with codex", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pahcmpx/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "it’s possible to set z.ai up using custom provider settings. at least, i made it work for 5.3-flash model (with their coding plan)", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/paisf5s/"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev can you guy make delta support custom llm providers please", "link": "https://twitter.com/1925398929904214019/status/2103312711803420977"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev you absolutely need to have a free default model for commit message creation\ncosts almost nothing. now once a quarter, without fail, the commit generation fails because of some configuration issue with models, providers or keys\njust have it be baked in, it's key onboarding", "link": "https://twitter.com/436785962/status/2103372305606860989"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev delta is goood like really good\njust need custom provider", "link": "https://twitter.com/1261173216455712768/status/2103520442594332993"}]}}, "setup.extensions_mcp": {"praise": 10, "complaint": 48, "n": 58, "praiseShare": 17.2, "ci95": [9.6, 28.9], "regard": 0.426, "regardCi95": [0.4, 0.453], "salience": 5.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev zed + oxlint plugin + oxfmt plugin feels truly blessed.", "link": "https://twitter.com/1996002534834798592/status/2103674527859503164"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev haha, custom commands for my lsp-abusing extension, finally!", "link": "https://twitter.com/77776543/status/2103280561326379213"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev love that this makes the boundary explicit. mcp is way more useful when it stays a boring, inspectable tool shelf. we’ve been building searchable access to 380k open svgs through mcp/cli if useful: <strict_link>", "link": "https://twitter.com/2103066627239489536/status/2103427213009834145"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "thanks for the support,\nhowever my \\~/.agents/skills/ is already populated with the solid skill, as per the docs you provided. i think this file path is there for the zed agent and nothing else, as it does not appear in antigravity external agent / commands only in the integrated one.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wruye7/does_anyone_use_antigravity_external_agent_what/pcgn1y2/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i guess one needs to wonder who’s downloading the binaries, and they all do: extensions, lsp.. it’s a lost battle.\n just install lulu, it will prompt you every time to the point it gets annoying.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wosnp7/zed_still_silently_downloads_binaries_after_two/pbzuacb/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@baksalyar @obotach @theo @zeddotdev you're right man, it's fast but my experience lately has not been so enjoyable, i find myself always restarting the language servers, extensions keep failing and can't seem to understand why. i'm trying out jetbrains now.\ny'all might want to look into this @zeddotdev", "link": "https://twitter.com/1502714775217876999/status/2103287489247019493"}]}}, "setup.onboarding_docs": {"praise": 1, "complaint": 19, "n": 20, "praiseShare": 5.0, "ci95": [0.9, 23.6], "regard": 0.479, "regardCi95": [0.463, 0.496], "salience": 2.0, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "the learning curve. anyone can open zed and start working.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/palf1ng/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i maintain a fork of zed and actually did some digging into this issue. jupyter notebook support is there, but it's gated behind a hidden setting and hardcoded to be off. i surfaced that toggle and added it to the app settings. if you're interested in checking it out, here it is: [<strict_link>\nif you do check it out and have any issues, let me know so i can look into them!\n<strict_link>", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pbyxnri/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev and to be crystal clear, it is 0% about the money. it is about having the initial experience feel good\nthere is a reason why dax and opencode worked hard to have *some* model configured working whenever a new user opens opencode", "link": "https://twitter.com/436785962/status/2103372619785666645"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev @zeddotdev gpui need better attention on docs, no documentation at all", "link": "https://twitter.com/1605159439195062273/status/2103480997366861926"}]}}, "setup.ide_integration": {"praise": 21, "complaint": 42, "n": 63, "praiseShare": 33.3, "ci95": [22.9, 45.6], "regard": 0.473, "regardCi95": [0.447, 0.5], "salience": 6.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@theo since switching to mostly coding with agents in t3 code, i've been enjoying @zeddotdev more and more.\nit's ultra fast and without clutter.\nmost of what i use is supported in there out of the box, i highly recommend it.", "link": "https://twitter.com/1140568348285186048/status/2103845154587120104"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i haven’t found any ui that is as nice to use as cursor, but you can try zed. if you maximise the agent panel then the ui is good. you can then use claude code + opus 5.5 via acp in zed. for dictation you can either pay for wisprflow or use typewhisper for free", "link": "https://www.reddit.com/r/cursor/comments/1wptv9n/thinking_of_switching_from_codex_to_cursor/pc3n7mi/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "the main difference is that orbit is specifically built around pi agent, rather than being a general-purpose ai coding editor.\ni already use pi as my daily driver, so i wanted a native desktop environment where i can manage pi sessions, workspaces, usage, permissions, plugins, models, git, etc. in one place.\nzed/orca are great if you want an editor/ide with ai capabilities. orbit is more like a native workbench for pi itself — the pi runtime and ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woela9/orbit_pi_v0015_is_out/pbmhy37/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "no criticism here. looks like a really cool project you're working on. just an fyi that turning the feature flags on doesn't give you proper jupyter notebook support. zed's lack of effort in getting jupyter notebooks working is very annoying but there's a good reason for them being behind a feature flag, at the moment. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pcbbw64/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "sadly, zed devs are focusing too much on ai imo. one of the reasons i could not adopt zed, and for which there is already a feature request is creation configs to be referenced in tasks.json as in vscode", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcfw6ns/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i think this may be a new error that's popped up recently because i haven't seen it before and i code in php with arrays regularly.\n`function newentry($name = \"anonymous\")`\n`{`\n `global $book;`\n `$id = uniqid(\"\", true);`\n `$book[$id] = [\"name\" => $name];`\n `return $id;`\n`}`\na very simple function that reads a global array and sets a value inside it. the inline error in zed, however, shows \"the variable '$book' is assigned but its value is never u", "link": "https://www.reddit.com/r/ZedEditor/comments/1wqdffc/variable_assigned_but_not_used_error_on_array/"}]}}, "models.catalog_access": {"praise": 1, "complaint": 14, "n": 15, "praiseShare": 6.7, "ci95": [1.2, 29.8], "regard": 0.48, "regardCi95": [0.465, 0.494], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-08", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@adamholtererer i am playing with muse 1.3 from opencode inside of @zeddotdev delta, and it is pretty nice there, far from even sol, but interesting play with", "link": "https://twitter.com/1695152071320743936/status/2097410815624188262"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev would be great if we could use claude with it!", "link": "https://twitter.com/388386067/status/2103516646858256737"}, {"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev it need more llm providers", "link": "https://twitter.com/1647734160839135233/status/2102926145910091776"}, {"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev add more ilm providers support please 🙏", "link": "https://twitter.com/892350789640781824/status/2103060520534512003"}]}}, "models.routing_auto": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.504, "regardCi95": [0.495, 0.516], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "my personal huge level up was going from cursor ide to zed + omp. it is more efficient, i have everything i could've asked for and more. i love the custom fallbacks. being able to force the use of subagents. and the advisor... the advisor is really something tbh", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlpj30/lord_forgive_me_for_the_time_i_wasted/pb4z6kj/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "yeah. i tried that. zed is so snappy and fast, but cursor has done some additional work with the harness to work some magic with the different models. zed is kinda like choose any model at your own risk.", "link": "https://www.reddit.com/r/cursor/comments/1woiiyu/cursor_is_not_so_bad_when_compared_to_your_next/pbnj9uq/"}]}}, "models.effort_control": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-01", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "hi guys i am new to this editor. i just want to know if there is a way to configure models efforts in zed agent (max, low, highx etc). i could not find it. \nthanks in advance!", "link": "https://www.reddit.com/r/ZedEditor/comments/1w46ffc/is_there_a_way_to_select_model_efforts_in_zed/"}]}}, "models.quality_drift": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.instruction_files": {"praise": 1, "complaint": 5, "n": 6, "praiseShare": 16.7, "ci95": [3.0, 56.4], "regard": 0.49, "regardCi95": [0.477, 0.501], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-06", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev after using this for a day, i think `.agents/prepare` should be a standard thing, and would love to see it in t3 code.", "link": "https://twitter.com/1426298051937898498/status/2096454093610848274"}], "complaint": [{"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev @zeddotdev i more feedback, the ignored files (.env) are always missing in delta workspaces -- for my e2e testing, which is a verification setup in my agents.md, that is required, and so the verification always fails", "link": "https://twitter.com/1593873113686499329/status/2096958335383917006"}, {"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@harshbhikadia @zeddotdev having verification required in agents.md and still losing .env in the workspace is peak agent friction. writing the house rules once only helps if every new run actually reads them. lazy injects those rules into agents so the contract isn't optional.", "link": "https://twitter.com/2084224068518039552/status/2096963726209421513"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "that's quite an opinionated pre-prompt jeez. i guess they really want their model to demonstrate how great their model is. glad to know this is not sent through acp.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w36jk8/why_context_usage_is_so_high_in_zed/p6y4edz/"}]}}, "context.instruction_following": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.504, "regardCi95": [0.5, 0.513], "salience": 0.1, "receipts": {"praise": [{"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@ivan_herdian @zeddotdev di sinilah unpopular opinion, aku butuh yang nurut bukan yg minteri 😂\n<strict_link>", "link": "https://twitter.com/1976991588/status/2096969892360515871"}], "complaint": []}}, "context.clarifying_questions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.long_context_decay": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-06", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "hey @zeddotdev on delta are we following the default 350k compaction on gpt models or at 1m? because i've been seeing a lost of drifting for longer running tasks with not just gpt models but other models like muse spark 1.3 as well (my default is compaction after max 350k which reduces this by a lot but i guess in delta it's compacting after like 800k or something. \ni did 2-3 very well written prompt tests including rewrite, ui updates with very ", "link": "https://twitter.com/1319516729999962112/status/2096515731387244546"}]}}, "context.compaction": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.494, "regardCi95": [0.488, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "after giving the model (5.6 sol high) a one sentence prompt with no additional files or anything it thought for a while and looked at files, then i got this message:\n\"this conversation is too long for the model's context window. start a new thread or remove some attached files to continue.\"\ni have tried running /compact manually or switching to astra (which has a larger context window) and then running compact but both times i just got the same m", "link": "https://www.reddit.com/r/ZedEditor/comments/1wkfm5n/zed_context_window_issues/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "<strict_link>\ni'm looking for guidance on how to get compaction to work correctly in zed. i am running qwen3.8:27b on an nvidia 5090 and use context set at 110k. but, it often fails to compact even with the trigger set to 60% or even set to -<zip_code> or -<zip_code>. no matter what i try, it fails to compact reliably and often results in the process ending prematurely. wondering if anyone else is running into similar issues and if so, have you s", "link": "https://www.reddit.com/r/ZedEditor/comments/1wb0yeo/local_llm_compaction_issue_guidance/"}, {"date": "2026-09-06", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "hey @zeddotdev on delta are we following the default 350k compaction on gpt models or at 1m? because i've been seeing a lost of drifting for longer running tasks with not just gpt models but other models like muse spark 1.3 as well (my default is compaction after max 350k which reduces this by a lot but i guess in delta it's compacting after like 800k or something. \ni did 2-3 very well written prompt tests including rewrite, ui updates with very ", "link": "https://twitter.com/1319516729999962112/status/2096515731387244546"}]}}, "context.session_memory": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.514], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "what i use:\n- `zed -r dir` to open a new project \n- `zed -a file` to see a single file\n- `ctrl+r` to switch between recent projects\nzed keeps projects state active in the background (terminals, file edits) once open.\ni work with dozens of repos without issues like this.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wowmwx/how_do_you_handle_multiple_zed_window/pby9k6l/"}, {"date": "2026-09-09", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "trying the @zeddotdev editor again after some time... got frustrated with intellij, which i'm using for like 10 years now. this indexing stuff is annoying af. zed looks good, python project loaded right away without issues, claude code sessions imported...", "link": "https://twitter.com/1506565753650257925/status/2097626438836842719"}], "complaint": []}}, "context.codebase_retrieval": {"praise": 3, "complaint": 4, "n": 7, "praiseShare": 42.9, "ci95": [15.8, 75.0], "regard": 0.498, "regardCi95": [0.487, 0.509], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-12", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev love the call hierarchy addition — huge for navigating codebases in zed!", "link": "https://twitter.com/2010658787611619328/status/2098628406401212721"}, {"date": "2026-09-11", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev huge win for navigating codebases call hierarchy for incoming and outgoing calls makes tracing logic in zed so much faster!", "link": "https://twitter.com/2008812694628175872/status/2098490192592282056"}, {"date": "2026-09-06", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "i use scatchpad for a fast ide @zeddotdev and i set it to my dev root folder. whenever working with the agent apps/clis now when i want to look at the code files it’s a simple super + s and fast zed lookup search for the files or folders or whatever component i want to read.\noptimal dev ux imo!", "link": "https://twitter.com/1729375010/status/2096603934555074581"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "look, i keep trying it again from time to time, but find all references and global find are nowhere near as good as vs code. you can't easily jump to matches without having to switch tabs (it makes you edit right there inline, which doesn't give you enough context), you can't x matches out, etc. there's no persistent errors panel you can use to jump to errors. there's technically the \"outline panel\" but it's finicky for those kind of things. plus", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pbz9xy1/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "my experience testing zed was great overall, but i ran into recurring issues with the global search (ctrl+shift+f) that made me stop using it.\nin unversioned repositories, it simply fails to search across all files; i have to open a file before it gets included in the index.\ni don't recall if it worked well in versioned repositories—i believe it did—but for me, this is a feature that needs to work in every scenario.\ni still test it occasionally—m", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pbs5v7c/"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "so, i have been using zed for my day-to-day tasks for the past one year but i wanted to check the context usage by different code editors for fixing a low effort issue within the same codebase, i compared vscode context usage with zed keeping in mind that they both follow the: \n\\- same user prompt \n\\- same directory access \n\\- same context files (2 same files, each 700 lines approx.) \nused the same model for each iteration (opencode zen/mimo 2.5)", "link": "https://www.reddit.com/r/ZedEditor/comments/1w36jk8/why_context_usage_is_so_high_in_zed/"}]}}, "context.attachments": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "sometimes i need to view a pdf, and zed can’t do it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pce4f14/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "not while it can’t display pdfs it’s not", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pc0lr27/"}]}}, "work.capability": {"praise": 19, "complaint": 33, "n": 52, "praiseShare": 36.5, "ci95": [24.8, 50.1], "regard": 0.44, "regardCi95": [0.411, 0.472], "salience": 5.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@raulvk @zeddotdev it legit runs everything they build", "link": "https://twitter.com/1806175394388963328/status/2103518215347257595"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev feature request: is it possible to partially disable ai feature? i need to disable ai features except the edit prediction. i really like zed's edit prediction feature.", "link": "https://twitter.com/42179249/status/2103590820553294064"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@theo the ai parts of @zeddotdev tuck away nicely, and i believe can be disabled pretty easily. the ai autocomplete is nice, and the editor itself is really fast", "link": "https://twitter.com/1834266246088400901/status/2103612073192141004"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i mean it’s behind a flag and setting. of course it’s not good yet.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/pc9x3jk/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "is still experimental.\nyou can use it, and it works for most of things but it's not complete yet", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/pcavhh5/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i don't know how many of you use zed for running jupyter notebooks - so many issues and vs code support is much better.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/"}]}}, "work.frontend_ui": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.503, "regardCi95": [0.496, 0.511], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-16", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@taniyatweets_ zed it's just unrealistic fast for ui/ux \n@zeddotdev they just built different", "link": "https://twitter.com/2242568539/status/2100104182619631865"}, {"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@ikhwanuddin @zeddotdev for a ui reason gemini 3.8 enak buat frontend dan kuotanya abisnya lebih lamaaa hahaha", "link": "https://twitter.com/131447449/status/2096959789528138219"}, {"date": "2026-09-07", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@ikhwanuddin @zeddotdev beberapa orang anggap gemini ampas. jujur sih iya kalo diajak diskusi buat plan and implementasi ke backend karena ga bisa scanning dari banyak pov. thinkingnya masih kalah sama model lain. tapi kalo buat ui dia lebih smooth, aku suka.", "link": "https://twitter.com/131447449/status/2096960826834141339"}], "complaint": [{"date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "meanwhile i am still waiting for a color picker in zed, as a frontend dev i am really missing it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wie2h8/animated_cursor_trail_added_to_zed/paeupsa/"}]}}, "work.bug_diagnosis": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.495, "regardCi95": [0.485, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-10", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev add other things: ✅\nfix the debugger: ❌", "link": "https://twitter.com/1791296162655354880/status/2097871284516339823"}]}}, "work.regressions_introduced": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-08", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "it's been like that on every. single. app. \nthose are the consequences of everyone using ai to code everything these days.\ni'm not ai hating here: i'm using it on my job too - and on my personal projects - but everyone is doing that while still trying to figure out a quality control process for this new generation, and basically nobody has yet.\nclaude, cursor, hermes, zed - every single app i use that ships codes to users has been carrying some b", "link": "https://www.reddit.com/r/ZedEditor/comments/1wagx6o/lately_so_many_subtle_annoying_bugs/p8kp0jv/"}]}}, "work.scope_overreach": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.stuck_loops": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.premature_stop": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.long_running_autonomy": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.49, "regardCi95": [0.474, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i don’t engage a lot with the ai features to be honest. maybe it is a little more convenient to have the diff or something in the same windows. personally i’m not interested in the whole “leave the ai writing code for hours thing” so anything more than a chat to answer questions, boilerplate or simple mechanical tasks is bloat from my perspective ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pal53xp/"}, {"date": "2026-09-15", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev new frontier model can do tasks multiple days.\n* stops after 2 mins in all night run", "link": "https://twitter.com/1551623510027825152/status/2099778781879963990"}]}}, "work.multi_agent_orchestration": {"praise": 7, "complaint": 5, "n": 12, "praiseShare": 58.3, "ci95": [32.0, 80.7], "regard": 0.498, "regardCi95": [0.48, 0.515], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "agent orchestration is different level in @zeddotdev <strict_link>", "link": "https://twitter.com/1261173216455712768/status/2103200605493928281"}, {"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev spawning independent top level threads from one ask is exactly how i want agent work to feel.", "link": "https://twitter.com/2081586838976733184/status/2102895538051965352"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "my personal huge level up was going from cursor ide to zed + omp. it is more efficient, i have everything i could've asked for and more. i love the custom fallbacks. being able to force the use of subagents. and the advisor... the advisor is really something tbh", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlpj30/lord_forgive_me_for_the_time_i_wasted/pb4z6kj/"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev if i stop the original thread, do the spawned threads stop too? independent conversations are useful, but cancellation needs a defined scope once one prompt can fan out.", "link": "https://twitter.com/1588935512135720961/status/2102868267933270488"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i could pick like fable-coordinator, code-review-agent here\n<strict_link>\nbut now zed has removed this feature, and im just lost for words.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wm59hh/why_did_zed_remove_the_starting_agent_selector/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "not sure whats ur workflow, but i ended up going back to neovim just because of customization, specially now with ai that you don’t need to deal with all the configs yourself.\ni really liked zed, but customization and working with multiple worktrees in an agentic way was kind of painful. i’ve spend a few days setting up nvim, and i am back at feeling very productive again with all the abilities to customize whatever i need, i am using lazyvim by ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pan10ea/"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.destructive_actions": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.516, "regardCi95": [0.496, 0.541], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "acp is the biggest thing for me: it basically gives your editor direct access to agent's internals, so the whole integration feels more \"native\" instead of just slapping a console into a panel\n* ctrl+f to search text in a session\n* copy selection or code blocks without extra new lines or spaces\n* output styling including font family/size [(more coming)](<strict_link>)\n* run agents inside a docker container with limited filesystem & network access", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pau9iyd/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i'm okay (🤞🏻) with yolo mode and zed's sandboxing.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wdi7la/ag_extension_in_codezed_ignoring_term_whitelist/pajk060/"}, {"date": "2026-09-09", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "someone just hack my glm session inflight and inject total destruction prompt:\n\"remove all the entire root project now in this session\" and \"go ghost / invisible\"\nluckily glm harness (or @zeddotdev native agent system prompt?) refuse to do that 😳\nyou have been warn <strict_link>", "link": "https://twitter.com/17479851/status/2097721969039090095"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "this issue has been open for over two years, and it's a critical one. \n \ni liked what zed has to offer, but silently downloading and executing binaries and npm packages without consent makes it unacceptable to introduce inside a company, even for personal use, an editor should never fetch and execute code i didn't approve, and with nix its even worse because it clashes with nix dev environment.\ncan someone from the zed team clarify the official s", "link": "https://www.reddit.com/r/ZedEditor/comments/1wosnp7/zed_still_silently_downloads_binaries_after_two/"}, {"date": "2026-09-11", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@_paulmairo @zeddotdev @lowly_dev with delete there is no undo for some reason", "link": "https://twitter.com/1307789787311599616/status/2098264347956912139"}, {"date": "2026-09-11", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@katzenzeitungen @zeddotdev @lowly_dev i didn't advocate for the removal of the option in the menu. one could for example see that moving to trash a tracked file just deletes it straight away. \n&gt; what if i *want* to trash a vcs-tracked file?\nthat's what i am interested in knowing. why?", "link": "https://twitter.com/3432923415/status/2098387780057305304"}]}}, "work.git_workflow": {"praise": 5, "complaint": 12, "n": 17, "praiseShare": 29.4, "ci95": [13.3, 53.1], "regard": 0.495, "regardCi95": [0.479, 0.513], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone ", "link": "https://twitter.com/36634050/status/2104270370635452902"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone ", "link": "https://twitter.com/36634050/status/2104272571055349948"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "definitely, i already have a few relatively large projects which would be good to test it with, i’ve been using your fork for the past week and i like the git addons. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1whv207/i_love_zed_but/pbxp393/"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev get your git panel on vscode lvl and you got me", "link": "https://twitter.com/1498212518287843328/status/2103332889769243041"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev its the best editor, but git is really unusable. your number one issue on github, please look into git, we cannot use an editor without reliable git in 2026.", "link": "https://twitter.com/628739558/status/2103429049951613122"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "coming from jetbrains ide, what i miss most is how well jetbrains has integrated git workflows and ui elements around the ide. from their drop down options for merging and comparing branches and files to their styling of showing git logs and multiple branches. really feels well polished and something i dearly miss every time i switch out of their ide, be it vs code or zed", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbl1day/"}]}}, "work.computer_browser_use": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-02", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "like directly access and intract with native applications like cad, eda (electronic design automation) and others", "link": "https://www.reddit.com/r/ZedEditor/comments/1w5eiox/is_zed_support_ai_native_computer_use_tool_api/"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.permission_prompts": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.495, "regardCi95": [0.489, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev yes because i hate it when the ai goes and makes changes when i was just trying to discuss", "link": "https://twitter.com/1361615777300762629/status/2102974332355977570"}, {"date": "2026-09-22", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@paul_dentro @zeddotdev maybe.. i couldn't really figure it out, i also dont like running agents from within the ide?", "link": "https://twitter.com/64919582/status/2102527159713907193"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "was ide. but that seems to be dead now. so tried the vscode extensions. which seemed good, then went a bit weird and slow...\ntried zed with extensions and although i miss the interactivish implementation plans, the functionality seems waaay faster and responsive as a tool.\njust struggling with nailing down the right balance of allowable actions so i'm not constantly clicking allow. its frustrating that even though it has a dedicated extension, th", "link": "https://www.reddit.com/r/google_antigravity/comments/1wluoqe/which_antigravity_surface_do_you_use_the_most/pb5j7fo/"}]}}, "work.plan_mode": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.499, "regardCi95": [0.492, 0.508], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev ask and plan mode are incredibly important features for anyone that is not running quadrillion agents", "link": "https://twitter.com/1876742138706214912/status/2102829929935036643"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev plan mode? you mean 'git diff'?", "link": "https://twitter.com/721431413816487936/status/2103048247426330891"}, {"date": "2026-09-23", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev we need plan mode in zed agent", "link": "https://twitter.com/2066332390771904512/status/2102632038209925166"}]}}, "work.response_verbosity": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i'm not reading like 9 full pages of llm output to understand why this fork exists and the screenshot just looks like themed zed running opencode in a terminal thread.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjdiff/i_am_bulding_dez_a_fork_on_zed/pavxzoy/"}]}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-11", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev @johnroodepic has the bias half. there is a worse half.\ni know what i intended and what the tool returned. neither of those is what happened. today a composer reported my text as typed when it never landed at all.\nan honest author still cannot tell you what it did.", "link": "https://twitter.com/2098148530476953606/status/2098379212260290643"}]}}, "verify.self_testing": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.agent_code_review": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.change_review_ui": {"praise": 20, "complaint": 17, "n": 37, "praiseShare": 54.1, "ci95": [38.4, 69.0], "regard": 0.517, "regardCi95": [0.494, 0.542], "salience": 3.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone ", "link": "https://twitter.com/36634050/status/2104270370635452902"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "is this the pr replacement we’ve been waiting for in the agentic age?\n@zeddotdev team has already turned off pull requests on delta’s own repository. they’re building, reviewing and merging changes inside shared agent conversations instead. delta entered public beta on september 16.\nyou spend an hour with an agent investigating a problem, ruling out approaches and working through the fix. then you open a pr and try to explain all that to someone ", "link": "https://twitter.com/36634050/status/2104272571055349948"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "i work by myself most of the time and i really like the review process (probably you could get something similar with a skill), but i also get better usage there than on the codex app with my codex sub (probably context or cache), so it became my first ai coding app this week ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc17ujd/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i just tried it out for the first time and i don't really get it... the ui is not really intuitive and i have threads... subthreads... and so on. also need to pay extra for it and can't use my claude code subscription (yes thats anthropic who is blocking that)\nthen there is the change panel who does show nothing.. beside the agent is already changing the code...\nedit: it did now show changes after a while... but the stranges thing is i don't see ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc3xwob/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@shadowfetch @zeddotdev a useful companion is a review mode that shows the task contract, changed files, and verification status beside the diff. less prompt chrome is great, but the trust signal is an explicit gate before merge.", "link": "https://twitter.com/2099871292480421888/status/2103334568006947155"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev fix the search pls. i stopped using bcz of search and diff viewer", "link": "https://twitter.com/2065733203663659008/status/2103345319836815865"}]}}, "ui.display_settings": {"praise": 79, "complaint": 139, "n": 218, "praiseShare": 36.2, "ci95": [30.1, 42.8], "regard": 0.505, "regardCi95": [0.47, 0.539], "salience": 21.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "its working for me. keybinding shows the following. zed 1.21.0\n* action: `editor: add selection below`\n* arguments: `{\"skip_soft_wrap\":true}`\n* keystrokes: `alt+shift+down`\n* context: `editor`\n* source: `default`", "link": "https://www.reddit.com/r/ZedEditor/comments/1wqd88z/did_column_selection_go_away/pc34z9k/"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev one setting beats a fork when opting out stays complete and reversible.", "link": "https://twitter.com/1802951653525770240/status/2103653185550471625"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "i have got my own fusion blend with my own agents panel.\ntell me that this is not cool looking? \n<strict_link>\n@zeddotdev #gpui <strict_link>", "link": "https://twitter.com/1685032741161541632/status/2103671428348600540"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i agree. zed is so good, its ui seems has something missing... i think its contrast is low or something.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pccdid3/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i love everything about zed except for search results and git diff in one long page.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pce1aew/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i am still waiting when they will make the top bar optional. with window managers i don’t need a bar but unfortunately so far it cannot be hidden", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcflx7x/"}]}}, "ui.session_history": {"praise": 5, "complaint": 12, "n": 17, "praiseShare": 29.4, "ci95": [13.3, 53.1], "regard": 0.5, "regardCi95": [0.481, 0.52], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev 's delta is quickly become my favorite harness. the conversation log revolution is so good. everyone needs to try. but claude sub is not support, only chatgpt sub works.", "link": "https://twitter.com/994916559159095296/status/2101694667356295192"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "in my last beta release, i added prompt history per agent thread. so, you can use the up/down arrows to cycle through previous messages for that thread.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whv207/i_love_zed_but/partbw9/"}, {"date": "2026-09-19", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev the whole mental model of every chat and file change history being recorded in isolated thread. simple and powerful. once i got past the \"trying to fit into git ways of working\" model, this is actually liberating.", "link": "https://twitter.com/1049200051178885120/status/2101356269462315403"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i was looking for a picker recently honestly. couldn't find a good one so i made one myself. i wanted to be able to pick a new thread in one of the agents i use or resume an older one, in as few clicks as possible, so made this: [<strict_link> \n<strict_link>\n", "link": "https://www.reddit.com/r/ZedEditor/comments/1ugvv8p/how_are_you_using_agentterminal_init_command_with/pbvpoi4/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i work on 1-4 of them at once. some have agents running. the agent list is also getting out of hand, it lists all projects, even the empty one where there was no agent running. even with archiving threads it is getting out of hand", "link": "https://www.reddit.com/r/ZedEditor/comments/1wowmwx/how_do_you_handle_multiple_zed_window/pbxbq24/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "every claude code session i had resumes when i reopen orca after closing it. when i was using zed the claude code sessions did not resume even though the tabs resumed. i much prefer the speed of the terminal in zed over orca. honestly a simple terminal manager using the zed technologies would go a long way for me. add a folder for an ssh client and have that auto connect also.", "link": "https://twitter.com/1559581716489969664/status/2103324253546529111"}]}}, "ui.interrupt_steer": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "surfaces.remote_mobile": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.495, "regardCi95": [0.482, 0.506], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev shipping the same editor experience across web and mobile while keeping a native rust/wasm core is a strong portability story. the thread workflow also lowers the barrier for quick collaboration without a full desktop install.", "link": "https://twitter.com/2092135923169579008/status/2101156239459660222"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "remote control work, i've been using it forever on zed terminal and i think it's now enable by default in claude code (i always see the /rc indicator on the bottom right). \nfor notifications i've a system script. there's a guide on cc doc <strict_link>", "link": "https://www.reddit.com/r/ZedEditor/comments/1wf51am/is_it_possible_to_get_claude_app_notifications/p9lytnm/"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev no mobile???", "link": "https://twitter.com/14650805/status/2100651465547108732"}, {"date": "2026-09-13", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@sahilbeingsahil @zeddotdev i feel it is bloated, and i want remote code access from a remote machine through my local browser.\npx0 enables that.", "link": "https://twitter.com/98808847/status/2099175987124805827"}, {"date": "2026-09-13", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@whotooksooraj @zeddotdev if it works for you, great. but i feel it is bloated and, more importantly, slow. also, i want remote code access from a remote machine through my local browser.\npx0 enables that.", "link": "https://twitter.com/98808847/status/2099176500352491536"}]}}, "surfaces.cloud_sessions": {"praise": 1, "complaint": 5, "n": 6, "praiseShare": 16.7, "ci95": [3.0, 56.4], "regard": 0.483, "regardCi95": [0.465, 0.498], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "discovery of the week is that @zeddotdev works so much better with remote dev + worktrees. my new daily.", "link": "https://twitter.com/331224236/status/2101423248751595877"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev any plans to introduce working with remote projects in delta? currently find myself switching to herdr just for that.", "link": "https://twitter.com/1049200051178885120/status/2102481549170188314"}, {"date": "2026-09-22", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev now i need to run everything remotely. please, please!", "link": "https://twitter.com/203317967/status/2102485681452744824"}, {"date": "2026-09-22", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@brianevanmiller @zeddotdev from what i can tell, it's unlikely my team would adopt something like this, especially given the cloud requirements.", "link": "https://twitter.com/24035693/status/2102517579268882676"}]}}, "rel.service_errors": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "rel.response_speed": {"praise": 51, "complaint": 8, "n": 59, "praiseShare": 86.4, "ci95": [75.5, 93.0], "regard": 0.603, "regardCi95": [0.576, 0.629], "salience": 5.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "as long as it’s fast, responsive and no memory bloat, i’ll keep using it - biggest reason why i moved away from vs code.\ndoes zed have some kind of task manager or something? would love to see the effect of every extension i install haha.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pcekb3x/"}, {"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@0xprajwal_ i use @zeddotdev, btw. it’s fast, lightweight, consumes less memory, and uses the gpu for rendering.", "link": "https://twitter.com/1542127649463898113/status/2104217257153110457"}, {"date": "2026-09-26", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev yk what zed? i moved from vscode to zed quite a while ago and it's fucking amazing\nit starts faster\nlooks better\nlets me disable ai features bullshit completely\nhonestly, thanks for making my life a bit more better", "link": "https://twitter.com/1188417649203539968/status/2103694133131202673"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "you can disable them but still zed is slower than gram", "link": "https://www.reddit.com/r/ZedEditor/comments/1wris6u/pls_dont_turn_into_vs_code/pce43ch/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "yeah, it's great but not so performant; also, i face some random issues with wsl.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wpr20d/is_there_any_zed_terminal/pbxz2np/"}, {"date": "2026-09-21", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@pukno_ai @zeddotdev too slow", "link": "https://twitter.com/140255012/status/2102027043412340744"}]}}, "rel.client_failures": {"praise": 11, "complaint": 39, "n": 50, "praiseShare": 22.0, "ci95": [12.8, 35.2], "regard": 0.599, "regardCi95": [0.535, 0.659], "salience": 5.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@0xprajwal_ i use @zeddotdev, btw. it’s fast, lightweight, consumes less memory, and uses the gpu for rendering.", "link": "https://twitter.com/1542127649463898113/status/2104217257153110457"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev my 16 gb ram development laptop is saved because of you!", "link": "https://twitter.com/1115272367154950151/status/2103318390798774306"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "any base to this claim? it has been rock solid for me, not to mention excellent performance", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/pakkq3d/"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "opened @zeddotdev after a while what is this? only happens wiht opencode acp <strict_link>", "link": "https://twitter.com/851365565201514498/status/2104122682895921447"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "tried, but not reliable for everyday use. got some weird issues, saying it can't find neovim, but it works fine in other terminals.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wpr20d/is_there_any_zed_terminal/pc539bm/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "there is always a node process running when zed is open. i would like to set it up to use bun. i don't even have node installed. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wosnp7/zed_still_silently_downloads_binaries_after_two/pc96lwi/"}]}}, "rel.update_breakage": {"praise": 2, "complaint": 5, "n": 7, "praiseShare": 28.6, "ci95": [8.2, 64.1], "regard": 0.508, "regardCi95": [0.49, 0.532], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "more powerful extensions. right now they can basically do two things: install language servers, and install tree-sitter syntax highlighting rules. and of course there's also color themes and icon themes.\nbut extensions cannot interact or integrate much with zed itself. for example the python virtual environment dropdown cannot be interacted or read by extensions. so an extension that adds a code analysis language server cannot be told which venv ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbkx7ha/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "this has been fixed!!\n[<strict_link>", "link": "https://www.reddit.com/r/ZedEditor/comments/1tbmic6/repost_is_there_a_setting_to_prevent_reopening/p8ukpps/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "it has finally been fixed :d\n \n[<strict_link>", "link": "https://www.reddit.com/r/ZedEditor/comments/1ek1dz1/is_there_a_setting_to_prevent_reopening_already/p8uksiy/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i also use cli\\_default\\_open\\_behavior with new\\_window since the project mode has arrived and it requires to shift the mental model and i dont want to fix my mental model, i want to fix the tool like it used to work. \n \n[<strict_link>\nbut since now it is opening a new window for every file, it is a mess.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wowmwx/how_do_you_handle_multiple_zed_window/pbzuoyg/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i have some workflow issue since an update of zed (not recent actually).\ni always start zeditor from my terminal.\ni use `zed .` inside my term to start working a project. (zed is an alias to zeditor).\nthis summer, i stop updating my zeditor package (archlinux) because it start to reopen a new window of zeditor everytime i run the zeditor command.\nthe `zeditor -r` options exists but i can't have two window of zeditor on two project easily.\nthis is", "link": "https://www.reddit.com/r/ZedEditor/comments/1wowmwx/how_do_you_handle_multiple_zed_window/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "true its annoying that every other day it will update and then you've read \"fix ai yada yada\", aside that zed itself has nearly perfect usecase if you disable the auto update and disable ai button.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/paw2uuj/"}]}}, "account.support": {"praise": 1, "complaint": 15, "n": 16, "praiseShare": 6.2, "ci95": [1.1, 28.3], "regard": 0.486, "regardCi95": [0.471, 0.506], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-03", "source": "Reddit", "community": "r/ZedEditor", "polarity": "praise", "text": "i kinda started october last year, when i decided to contribute to zed. i also did some pairing sessions with the team and they were really helpful, over time i got familiar with gpui by looking at how zed does things.\nthere has been couple of breaking changes but nothing too significant, i just handle it at my end and pin the dependencies to a specific git revision.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w6czxg/zaku_260_beta_api_client_desktop_app_built_with/p7mhxo1/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i was blocked within a day of testing it.\n<strict_link>\nemailed their billing department. they said vpn/etc can be blocked, then asked me for my github username and linked in. i told them i'm on residential ip, and gave both github username+linked in link to them. \n \nthey then they ghosted me for over a week already. \nnot a great first impression. i might skip it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1tg7v04/zeds_aggressive_abuse_ring_countermeasures/pcaeplh/"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev guys, please merge gpui prs.\nthere's a lot of issues with gpui that are either stuck in pr or unreleased.\nthank you!", "link": "https://twitter.com/16408008/status/2103464435641688364"}, {"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev gpui is cool, maybe that zed company should pay more attention to it", "link": "https://twitter.com/13493602/status/2103467292709273995"}]}}, "account.billing_errors": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.494, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-05", "source": "X", "community": "@zeddotdev", "polarity": "complaint", "text": "@zeddotdev ai credits are backkkkk!!!!\ni can see there's some issue in their site, the data is cached for long and not updated for me since last month ig. \ni'm still seeing that my credits are not renewed", "link": "https://twitter.com/1674405069880709120/status/2096276504800035220"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "balance is good, i even bit the bullet and upgraded to pro to see if there was some sort of glitch but even with pro i get the error message. does zed do refunds?\nedit: \nfor some reason, agents work on my laptop with the same account, but not my pc where it was working the day before.", "link": "https://www.reddit.com/r/ZedEditor/comments/1w6jhtb/free_usage_exceeded_error_even_though_i_have_only/p7qtgb2/"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i was blocked within a day of testing it.\n<strict_link>\nemailed their billing department. they said vpn/etc can be blocked, then asked me for my github username and linked in. i told them i'm on residential ip, and gave both github username+linked in link to them. \n \nthey then they ghosted me for over a week already. \nnot a great first impression. i might skip it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1tg7v04/zeds_aggressive_abuse_ring_countermeasures/pcaeplh/"}]}}, "account.data_privacy": {"praise": 1, "complaint": 14, "n": 15, "praiseShare": 6.7, "ci95": [1.2, 29.8], "regard": 0.484, "regardCi95": [0.47, 0.5], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@zeddotdev", "polarity": "praise", "text": "@zeddotdev useful for client repos under strict data policies.\nthe next step for teams is enforcing it, so nobody can flip it back on locally", "link": "https://twitter.com/2301217708/status/2103475976734687488"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "the terms stopped me from using this. i believe it is going to be the future of agentic coding since it combines herdr's left sidebar with zed's editor capabilities / worktree workflows, but \"delta stores project data, including code, repository metadata, and thread contents.\" is an absolute no go for me.\nonce it no longer consumes my code or my repos' code, i will gladly download this and use it.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pc040pa/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "it looks like it sends your source code and chat history to zed's servers so it was immediately shot down by security at my company.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc0hxb5/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "i got the 100 bucks zed pro for it but never got to use it because sol and opus were too expensive, though i might try it this week with opus 5.5 or sol 6 now that they’re way more affordable. \n \ni wonder if it’s worth using as a harness without utilising the multiplayer aspect because no way will my company allow our repositories in the zed cloud.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wq03mv/has_anyone_tried_delta/pc0jeuz/"}]}}}, "requests": {"authorWeeks": 489, "themes": [{"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 13, "posts": 13, "examples": [{"agent": "zed", "date": "2026-09-26", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev when can we expect claude code subscription support?", "link": "https://twitter.com/1438844690326036483/status/2103914178201485603"}, {"agent": "zed", "date": "2026-09-26", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev this will be hard to test until claude code plans can be used. hope you guys figure out a way. opencode should be easy to implement too.", "link": "https://twitter.com/2065156316562141184/status/2103808310642131452"}, {"agent": "zed", "date": "2026-09-26", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @avivs can i use my existing codex sub with this?", "link": "https://twitter.com/1001759769558896641/status/2103804139956580695"}]}, {"theme": "Agent Client Protocol (ACP) support", "criterion": "setup.extensions_mcp", "authorWeeks": 8, "posts": 10, "examples": [{"agent": "zed", "date": "2026-09-02", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev's delta is the most unique, yet (on the surface) the simplest coding agent orchestrator i've used. it's so beautiful, i'm such a big fan.\nmy only issue is i can't continue using it unless they support acp like they do on zed.", "link": "https://twitter.com/1801018634602479616/status/2095290435250126910"}, {"agent": "zed", "date": "2026-09-01", "source": "X", "community": "@zeddotdev", "text": "@maria_rcks @t3dotcodes add native support for oh my pi, prime agent by prime intellect @primeintellect , pi @pidotdev , devin and virtually every single agent that has acp. and if you don't want to do that, that's fine just make it easier to connect an acp to your app the way you can in @zeddotdev <strict_link>", "link": "https://twitter.com/2022645967615365120/status/2094836601322959056"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "the feature i feel is most lacking is acp support. jetbrains, which co-developed acp with zed, fully implements the ui that acp-based agents want to display, whereas the same could not be confirmed in zed except through raw input.\nadditionally, if possible, i would like code execution buttons like those in vs code for python, node.js, and (c/c++). i understand that keyboard shortcuts are faster, but since the timing for executing code comes after", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbm8i9k/"}]}, {"theme": "Custom model provider support", "criterion": "setup.provider_byok_local", "authorWeeks": 8, "posts": 9, "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev delta is goood like really good\njust need custom provider", "link": "https://twitter.com/1261173216455712768/status/2103520442594332993"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can you guy make delta support custom llm providers please", "link": "https://twitter.com/1925398929904214019/status/2103312711803420977"}, {"agent": "zed", "date": "2026-09-16", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev when can we have more providers? at least the same as zed. i can't add a custom openai like <strict_link> coding plan", "link": "https://twitter.com/8217762/status/2100235687194776060"}]}, {"theme": "Jupyter notebook support", "criterion": "setup.ide_integration", "authorWeeks": 8, "posts": 8, "examples": [{"agent": "zed", "date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "text": "i don't know how many of you use zed for running jupyter notebooks - so many issues and vs code support is much better.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev i have been defaulting zed for an year now. and my only grievance is that there is no jupyter notebook support 😭😭.", "link": "https://twitter.com/1671465198409089024/status/2103348563367559346"}, {"agent": "zed", "date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "text": "jupyter notebooks. \nenginging, physics, data science and a tonne of other sciences use them extensively and zed currently has no support for them at all (except for in the preview with a few feature flags but lsp's, vim mode and a tonne of other stuff doesn't work in them so who cares)\n", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbpza9i/"}]}, {"theme": "Multi-provider model choice in one harness", "criterion": "models.catalog_access", "authorWeeks": 8, "posts": 8, "examples": [{"agent": "zed", "date": "2026-09-23", "source": "X", "community": "@zeddotdev", "text": "@1kartikkabadi1 @zeddotdev yes i really like delta, but their harness is so bad. wanna be able to use claude, codex and cursor!", "link": "https://twitter.com/1465255410546450435/status/2102871976411041968"}, {"agent": "zed", "date": "2026-09-23", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @reflectronic yes let’s chat about getting @gmi_cloud listed as an inference provider in delta, our ambassadors asking for it", "link": "https://twitter.com/306028501/status/2102819874951295113"}, {"agent": "zed", "date": "2026-09-22", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev hi, has the delta team considered adding more llm providers in the future ?", "link": "https://twitter.com/1764487903080853504/status/2102479297860796666"}]}, {"theme": "SSH and remote machine development", "criterion": "surfaces.remote_mobile", "authorWeeks": 8, "posts": 8, "examples": [{"agent": "zed", "date": "2026-09-22", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev now i need to run everything remotely. please, please!", "link": "https://twitter.com/203317967/status/2102485681452744824"}, {"agent": "zed", "date": "2026-09-22", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev any plans to introduce working with remote projects in delta? currently find myself switching to herdr just for that.", "link": "https://twitter.com/1049200051178885120/status/2102481549170188314"}, {"agent": "zed", "date": "2026-09-17", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @rtfeldman good support for remote machines would be amazing", "link": "https://twitter.com/1025745856773980160/status/2100484187547398392"}]}, {"theme": "Selectively disable AI features", "criterion": "ui.display_settings", "authorWeeks": 8, "posts": 8, "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev feature request: is it possible to partially disable ai feature? i need to disable ai features except the edit prediction. i really like zed's edit prediction feature.", "link": "https://twitter.com/42179249/status/2103590820553294064"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev works but i do wonder can we make it so you can then turn back on specific features? i personally use edit predictions and nothing else. i even direct those to a local model.", "link": "https://twitter.com/1587524325229400064/status/2103431903676354674"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev i know this is the road to hell, but it would be great if you could do disable ai except edit predictions.", "link": "https://twitter.com/1669816796633784320/status/2103414754966470837"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "zed", "date": "2026-09-15", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev should host deepseek v4.1 flash models on their pro plans. <strict_link>", "link": "https://twitter.com/1834469161856069632/status/2099787794566779268"}, {"agent": "zed", "date": "2026-09-26", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @nathansobo @as__cii please add deepseek harness", "link": "https://twitter.com/111883453/status/2103832925146169665"}, {"agent": "zed", "date": "2026-09-16", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev deepseek needed.", "link": "https://twitter.com/2800059014/status/2100245274186899912"}]}, {"theme": "Better markdown rendering", "criterion": "ui.display_settings", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev please, add a way to customize or create plugins for rendering markdown files, the existing ui is terrible, especially now that md files are more important than code. \ni love zed, but i had to go back to vs code for this only reason.", "link": "https://twitter.com/910155404415553536/status/2103343251650727937"}, {"agent": "zed", "date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "text": "inline mardown rendering or/and better markdown syntax highlighting.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbqqwb9/"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "better markdown, it's hard to read and should not depend on zed theme. there si more special dedicated better themes for markdown ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pblaidi/"}]}, {"theme": "Clearer delete vs permanent delete labels", "criterion": "ui.display_settings", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "zed", "date": "2026-09-11", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @lowly_dev if we have to keep both, i’d renamem as “move to trash” and “delete permanently”. \nbut i’d just keep the trash one. managing user’s disk should not be one of zed’s responsibilities and it’s why the button needs to explain itself.\ndelete the delete", "link": "https://twitter.com/1059546489695936513/status/2098344413239922921"}, {"agent": "zed", "date": "2026-09-11", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @lowly_dev that should be \"delete\" and \"permanent delete\".", "link": "https://twitter.com/569250136/status/2098313748364566780"}, {"agent": "zed", "date": "2026-09-11", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @lowly_dev maybe \"trash\" &amp; \"trash &amp; delete\"", "link": "https://twitter.com/1565933826513051648/status/2098300028758753668"}]}, {"theme": "Customizable keybindings", "criterion": "ui.display_settings", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "zed", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "zed also had interesting take on this, where you have to reveal a suggestion by pressing some key combo (which should be customizable, because you just leave my tab alone).", "link": "https://www.reddit.com/r/cursor/comments/1wquwo9/autocomplete/pc8t9sf/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev wish these pls\n· compare all changed files against a commit/branch/revision in one multi-file diff view\n· open a file’s history and diff two versions, or compare an old version with my working tree\n· make these commands so we can bind our own shortcuts", "link": "https://twitter.com/2543890370/status/2103369091142803785"}, {"agent": "zed", "date": "2026-09-23", "source": "X", "community": "@zeddotdev", "text": "@mauriciord @zeddotdev custom keybinding to rename a terminal thread in zed 1.21\nsmall agent-panel qol that people will feel every day", "link": "https://twitter.com/1675906158304038912/status/2102895762938175921"}]}, {"theme": "Detachable panels and multi-window support", "criterion": "ui.display_settings", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "being able to detach tabs to other windows. it hurts me to use zed on my 3-screens setup", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbm0qhu/"}, {"agent": "zed", "date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "text": "and we still cannot have detachable tabs after 3 mrs, but we have this", "link": "https://www.reddit.com/r/ZedEditor/comments/1wie2h8/animated_cursor_trail_added_to_zed/pabeyys/"}, {"agent": "zed", "date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "text": "floating windows so i can have a file / the terminal open on a separate monitor is the biggest thing i want to see.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whv207/i_love_zed_but/paat55y/"}]}]}, "weekly": 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that name it", "posts": 15}, {"channel": "G2", "selector": "G2", "posts": 6}], "records": 1576, "judgingPosts": 714, "authors": 789, "authorWeeks": 964, "reach": {"shareOfVoice": 0.8, "value": 0.232}, "regard": {"positiveAuthorWeeks": 307, "negativeAuthorWeeks": 156, "rawPositiveShare": 66.3, "rawCi95": [61.9, 70.5], "value": 0.545, "ci95": [0.525, 0.563]}, "score": {"value": 35.6, "ci95": [34.9, 36.2]}, "ranking": {"rank": 11, "rankRange": [11, 12]}, "criteria": {"paying": {"praise": 47, "complaint": 78, "n": 125, "praiseShare": 37.6, "ci95": [29.6, 46.3], "regard": 0.542, "regardCi95": [0.504, 0.579], "salience": 27.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai it's really good, i use with luna and it's almost unlimited, also really good i really like and i have the $20 plan imagine the $200", "link": "https://twitter.com/1692829692200464384/status/2104241083777794207"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid factory cuts inference cost by precomputing common sub‑expressions and reusing them across requests so each new run only evaluates delta changes", "link": "https://twitter.com/195841906/status/2104089474485637594"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid dying to test droid 👋👋👋🤩🤩 pretty amazing that you have been able to cut interface costs especially in this environment", "link": "https://twitter.com/1367818563495596032/status/2104109772974744033"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai this is a fantastic move bringing the whole engineering team onto factory with centralized billing and letting droids handle bug fixes, tests, and migrations so you can focus on building!", "link": "https://twitter.com/2008812694628175872/status/2103933326147092867"}, {"date": "2026-09-25", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid nice one ❤️ i need more intelligence for cheap", "link": "https://twitter.com/911541767333466114/status/2103282246472114664"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai i will drop grok/cursor for you guys as soon as my subscription ends. @da7_tech convinced me with his post. i just hope you guys beat devin because i can't afford you all 😆 \ni've tried it before, it was awesome but very expensive. also the most beautiful ui.", "link": "https://twitter.com/1406556428840603649/status/2104235627847835986"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "currently, only big influencers have droid max or devin max\n@droid @cognition consider me", "link": "https://twitter.com/2018156578617090049/status/2104141229428781334"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid yes, in enterprise (no insane subsidies)", "link": "https://twitter.com/1721143727043887104/status/2104325249986974151"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@tereza_tizkova @factoryai hi @tereza_tizkova did you choose the winners yet? \ni'm building simulation environments for multiple agents. a max plan would be helpful for development and testing.", "link": "https://twitter.com/1532652777616326656/status/2103663169176752271"}]}}, "setup": {"praise": 16, "complaint": 19, "n": 35, "praiseShare": 45.7, "ci95": [30.5, 61.8], "regard": 0.512, "regardCi95": [0.484, 0.537], "salience": 7.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "so yeah, you can use custom models in @droid cli, which is great currently trying this setup, is performing great so far ! <strict_link> <strict_link>", "link": "https://twitter.com/2028221376092581888/status/2104173498101117143"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@trevorbmurkp @harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build if ur on mac or windows, the desktop app is great! depends on ur preference", "link": "https://twitter.com/1721143727043887104/status/2103639050620145849"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@yuqih @factoryai @gmi_cloud their @droid is my main harness and running on gmi keys for open models", "link": "https://twitter.com/1261173216455712768/status/2103332443025719806"}, {"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "praise", "text": "@tereza_tizkova @droid @tastelabs it’s really nice - i’ve enjoyed learning how to setup and work with the design system. \ni dove right in with the trial - it will take you a long way towards understanding the platform\nso far, sooo good!", "link": "https://twitter.com/1681456803832561664/status/2103159986998456329"}, {"date": "2026-09-20", "source": "X", "community": "@droid", "polarity": "praise", "text": "@dragoscomedy @droid we do have a desktop app and it’s quite snazzy but free usage _weeks_ is wild 😭", "link": "https://twitter.com/1721143727043887104/status/2101500413006786609"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai having it for a while doesn't help if discoverability is this bad. most of us never saw it until now.", "link": "https://twitter.com/2079846327744401408/status/2104094827193532478"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@anasibnanwar @factoryai 😅 we deffo need a better way to communicate features", "link": "https://twitter.com/1721143727043887104/status/2104304405772435681"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai byok is bugged on the gui, but idk where to report this kinda of stuff.", "link": "https://twitter.com/4865415939/status/2104338825291891112"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@prathamdby @tereza_tizkova @droid yeah it’s cool i just don’t use half the features so i went back to pi and started building a stack of things that i use and want", "link": "https://twitter.com/587982527/status/2104317744355082260"}]}}, "models": {"praise": 38, "complaint": 19, "n": 57, "praiseShare": 66.7, "ci95": [53.7, 77.5], "regard": 0.579, "regardCi95": [0.546, 0.61], "salience": 12.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai what is this witchcraft? auto model?", "link": "https://twitter.com/2023937351815467008/status/2103681115991216612"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@delaanthonio @factoryai while i've been juggling different models 👀 a model-agnostic setup with real sovereignty is what i've needed and i keep returning to it", "link": "https://twitter.com/356609569/status/2103698082735243324"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@firstmarkcap @enoreyes @factoryai model agnosticism is a smart move.", "link": "https://twitter.com/1846161889719623680/status/2103824564736430242"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai i’m really focused on model routers and have actually read this post before. it got me even more interested in the underlying mechanism, looking forward to seeing more technical details from you guys!", "link": "https://twitter.com/1724973133097291776/status/2103892690870149207"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai 63% cost reduction + 4 times conversation volume = real efficiency improvement - factory router intelligently balances cost and performance, rather than simply sending everything to the cheapest model.", "link": "https://twitter.com/1744672948135321600/status/2103313957041959110"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "hey @factoryai, i think custom models are broken in the app right now.\ni’m unable to see or select any of my custom models from the model picker. they just don’t show up at all, so i can’t use them.\nnot sure if this is a recent regression, but would appreciate a fix. @ross_cefalu", "link": "https://twitter.com/1625280993966923777/status/2103738831778529329"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@anasibnanwar @factoryai they are. had to have opus 5.5 noodle an interim fix for me :)", "link": "https://twitter.com/2093430933026148352/status/2103779351611551895"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "the transit station really has no work to do. i have always been curious about the router that @factoryai has been promoting. they have never clearly explained the specific router mechanism, just vaguely mentioning the classification of simple and complex tasks. how can we determine whether a task is complex or not before it starts, and the inevitable cache invalidation caused by switching models midway is a big problem (anyway, the transit station makes money regardless, lol). a previous idea was to train a small ml model for task classification, and then jev came out, but is this model really suitable for the task difficulty classification work? a big question mark needs to be placed on th", "link": "https://twitter.com/1724973133097291776/status/2103781371772809499"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai deepseek v4.1’s been chilling in the library for a while now; it just takes an update to peek at its smarts. i always prefer checking my models manually, it keeps me sharp and slightly mysterious when people ask where i found that gem.", "link": "https://twitter.com/417508671/status/2103971431017042421"}, {"date": "2026-09-26", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid is there to tell which model auto model is using for a given task?\nalso, mobile remote app please!", "link": "https://twitter.com/2023937351815467008/status/2103962781032534497"}]}}, "context": {"praise": 7, "complaint": 8, "n": 15, "praiseShare": 46.7, "ci95": [24.8, 69.9], "regard": 0.503, "regardCi95": [0.485, 0.524], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "first time using anthropic models (opus 5.5). i use @droid.\ni gave it a task to design a landing page for my current project, and it asked questions i have never seen from an agent before. i hope the result comes out good, but so far, it's really impressive and i might not use openai models, unless they actually have a god response.\nalso can only recommend the factory app. it's genuinely brilliant, and the fact that i can use my own laptop or homeserver as remot machine over the web is simply genious.", "link": "https://twitter.com/1821640621347495936/status/2104230757883388046"}, {"date": "2026-09-23", "source": "X", "community": "@droid", "polarity": "praise", "text": "@wattenberger @droid does this for all assigned tasks and my entire codebase. it's definitely my favourite part of the workflow.", "link": "https://twitter.com/2070908287978246144/status/2102608593648546083"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@theterrancex @droid @factoryai reposcape v0.1 catching scanner and rust bugs before release is solid\nlocal map of how a codebase connects is such a useful first cut", "link": "https://twitter.com/1675906158304038912/status/2101082167782834261"}, {"date": "2026-09-17", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "only downside is the 5 hours limit and the price which is pretty fair but still a little for me personally. \nother than that i can list so many things i love about it. \ndroid is super efficient and often finish tasks faster than most other agent with similar results. i feel like it gets the right context at the right time. it’s pretty amazing. \nalso love the byok, live the fact that ui almost always looks better when done with droid even using the same model in other harnesses.. \ni really am a fan of the product. 😅", "link": "https://twitter.com/1617212256487411712/status/2100703532785541412"}, {"date": "2026-09-08", "source": "X", "community": "@droid", "polarity": "praise", "text": "droid is amazing but astra is great. \nweird to see that there is no improvement. \nit cheaper than sol for me. \nit makes everything i ask. \nthe steerable and not making stupid mistakes. \nthe one thing i’m not always sure about is:\nastra will do exactly how you ask it to do. \nand it’s not expensive on pro sub. \nperformance depends on reasoning. \ntried first time ever. because of reset. \nit drains less than 20% over the night. \nbut i was aware of recommendations how to start use astra and followed most part. \nrewrite all layers of instructions \nfrom harness to projects. \nsad to see it not helpful for you. astra pushes forward everything i do.\ni almost never do one shot. \ni work with commercial ", "link": "https://twitter.com/7344112/status/2097322660740927789"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai why glm 5.3 flash on droid doesn't support image modalities?", "link": "https://twitter.com/1181249614550192132/status/2104044449169072295"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai glm-5.3-flash supports images, but droid cli 0.224.1 and 0.225.0 mark it as text-only. droid strips attached images before sending the request; the log says “stripped images for non-image model.” i tested that image input works when the capability is enabled locally.", "link": "https://twitter.com/1138507200/status/2102568341600878968"}, {"date": "2026-09-22", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: factory ai help me reduce manual coding work and save development time. it help with repetitive tasks, debugging and building features faster. i can focus more on important work instead of doing everything manually. it make my daily workflow more easy and productive.\nq: what do you like best about the product?\na: factory ai is helpful for automating development work. it save my time, reduce manual tasks and help me complete coding work faster. the workflow is easy and useful for daily development.\nq: what do you dislike about the product?\na: sometimes factory ai does not understand my request correctly and i need to g", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13384158"}, {"date": "2026-09-20", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid you guys should work a context solution like fast context, embedded search and such effeciency and cost is a big reason people love alternatives to codex where the subsidization is massive\nmodel agnostic + cheaper costs because less time needed to search (aside subagents)", "link": "https://twitter.com/1948570504979271680/status/2101651811689968065"}, {"date": "2026-09-04", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "its crazy how its been months since image support does not work in @factoryai 's harness when using openai comptabile models, and they have still not fixed it. \njust say you dont give a fuck about users that dont pay you, simple", "link": "https://twitter.com/1579709674135621637/status/2095868117230772637"}]}}, "work": {"praise": 74, "complaint": 21, "n": 95, "praiseShare": 77.9, "ci95": [68.6, 85.1], "regard": 0.577, "regardCi95": [0.548, 0.606], "salience": 20.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@render @factoryai agent writes the app, spins the db, deploys it. i just sit there like a decorative readme", "link": "https://twitter.com/1330209814790746114/status/2104177796901945611"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @fireworksai_hq huge win for legacy code blind spots there are so real", "link": "https://twitter.com/2010658787611619328/status/2104199345436312044"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @enoreyes agent foxxy just aced its browser test by autonomously uploading a video to youtube—acting just like a human! 🤖🔥 <strict_link> <strict_link>", "link": "https://twitter.com/2093686029186396160/status/2104206958949810353"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "herdr projects plugin with claude as the coordinator and @droid as the threads &gt;&gt;&gt;\ndroid is such a cracked harness its an amazing execution engine", "link": "https://twitter.com/1953226278452256768/status/2104187978419732696"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid at least it should be on par with devin", "link": "https://twitter.com/1159835302275346433/status/2104318568980689170"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@hataiit9x @droid @factoryai the harness quite sucks :)", "link": "https://twitter.com/1797536317716525056/status/2103754025057595878"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai @fireworksai_hq anyone who has migrated old cobol sees it: the model \"improves\" three lines nobody asked for. boring diff wins.", "link": "https://twitter.com/2030549621039349760/status/2103235553651282146"}, {"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid droid still stuck in flutter development, whenever it’s try to run any dart mcp tools, it’s stuck in never ending loop, and unlike amp and pi or opencode it can’t even auto run adb command for debugging something in that.", "link": "https://twitter.com/2995471962/status/2102910997338218965"}, {"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid @tastelabs any plan to add the support the run in background feature just like claude code?", "link": "https://twitter.com/2018347199432994816/status/2103150290593796353"}]}}, "checking": {"praise": 3, "complaint": 2, "n": 5, "praiseShare": 60.0, "ci95": [23.1, 88.2], "regard": 0.503, "regardCi95": [0.493, 0.514], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @fireworksai_hq excellent that legacy-bench measures more than just whether the code compiles. in payroll, erp, and closures, a plausible but incorrect output can alter withholdings or reconciliations. evaluating edge cases and traceable evidence, with final human review, is key.", "link": "https://twitter.com/1569177389959192578/status/2103233553891025320"}, {"date": "2026-09-21", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid it is a massive step up for the model, especially with those self-verification capabilities. we actually went deeper on this here: <strict_link>", "link": "https://twitter.com/1213502906332110848/status/2102172305392635915"}, {"date": "2026-09-02", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: having used factory ai in our engineering workflows, the standout feature for me is its autonomous agents, which they call droids.\nthe biggest problem it solves for us is developer fatigue from multi-file refactoring, ongoing maintenance, and pull requests. most coding ai tools just sit inside your code editor and offer line-by-line autocomplete, which still leaves the manual heavy lifting on you. with factory’s droids, i can hand over a higher-level engineering task, like upgrading deprecated libraries, writing test suites across modules, or fixing broken ci checks and let the agent inspect the whole codebase, propos", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13397954"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai @anthropicai fewer tokens are useful only when the harness catches the missing ones. long investigations should end in a checked spec or pr, not just a confident summary.", "link": "https://twitter.com/2099871292480421888/status/2102478492915114092"}, {"date": "2026-09-11", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: a lot of engineering time still gets eaten up by repetitive, multi-file work that isn’t difficult, just time-consuming—small refactors, test fixes, pr cleanup, documentation updates, and straightforward ticket implementation. factory lets me hand those pieces off to droids so i can stay focused on design decisions, tougher bugs, and review. the result is less context switching and a faster turnaround on the steady stream of small-to-medium tasks that would otherwise sit in the backlog or keep interrupting deeper work. it doesn’t eliminate the need for human judgment, but it does shift a meaningful chunk of execution o", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13441655"}]}}, "interface": {"praise": 9, "complaint": 23, "n": 32, "praiseShare": 28.1, "ci95": [15.6, 45.4], "regard": 0.477, "regardCi95": [0.454, 0.503], "salience": 6.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@anasibnanwar @factoryai yeah, even i just saw them while messing with the settings; really cool.", "link": "https://twitter.com/1817155037938036736/status/2104205288362659864"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai i will drop grok/cursor for you guys as soon as my subscription ends. @da7_tech convinced me with his post. i just hope you guys beat devin because i can't afford you all 😆 \ni've tried it before, it was awesome but very expensive. also the most beautiful ui.", "link": "https://twitter.com/1406556428840603649/status/2104235627847835986"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "first time using anthropic models (opus 5.5). i use @droid.\ni gave it a task to design a landing page for my current project, and it asked questions i have never seen from an agent before. i hope the result comes out good, but so far, it's really impressive and i might not use openai models, unless they actually have a god response.\nalso can only recommend the factory app. it's genuinely brilliant, and the fact that i can use my own laptop or homeserver as remot machine over the web is simply genious.", "link": "https://twitter.com/1821640621347495936/status/2104230757883388046"}, {"date": "2026-09-26", "source": "X", "community": "@droid", "polarity": "praise", "text": "@da7_tech been using @droid since early days, and it earned its place in our stack for most of the reasons you outlined. the new desktop app is leagues above many others, and actually got some of us to escape the terminal. fantastic product.", "link": "https://twitter.com/1978910299/status/2103971773666795744"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "didnt make it into the guild but @factoryai were kind enough to gift me a month of pro anway 🫶\nlove this ceremony of setting up a cloud computer - secure environment for agents to run around rather than local where i sometimes wonder what they are up to! 👀 <strict_link> <strict_link>", "link": "https://twitter.com/1510762653299396609/status/2103153457079456039"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "the latest version of droid seems to place the recently used models at the top. after the recently used models are at the top, the custom list below no longer has the names of these models, which i find a bit counterintuitive. at first, i couldn't find the model i used and was a bit confused. later, i found it at the top, hahaha @droid", "link": "https://twitter.com/1889310672368095232/status/2104031932074107173"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "okay until the update today it didn’t show up for me, but i also only use cli so the model selector is a little different. if i could off a suggestion, i would like to see 2 columns and you can just tab between the two and one side is dedicated to all the droid core models, would help me see them a lot easier and then maybe a third for the custom models you add", "link": "https://twitter.com/587982527/status/2103960664452546913"}]}}, "reliability": {"praise": 7, "complaint": 16, "n": 23, "praiseShare": 30.4, "ci95": [15.6, 50.9], "regard": 0.519, "regardCi95": [0.486, 0.553], "salience": 5.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "the speed of deepseek v4.1 flash in @droid is mind blowing. makes me rethink the ollama subscription - when @factoryai has it all. <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2104263092364615842"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "the speed of deepseek v4.1 flash in @droid is mind blowing. makes me rethink the ollama subscription - when @factory has it all. <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2104258455695741401"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@trevorbmurkp @harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build we’ve done a decent bit of perf improvements in the past few weeks with more incoming!", "link": "https://twitter.com/1721143727043887104/status/2102916465167159772"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "i used the droid for several hours today. i feel refreshed. it feels faster and more stable than codex and cc. it's better than opencoder and pi. using the open-source models included in them, like core, is also not expensive. praise! 🥳\n@factoryai <strict_link>", "link": "https://twitter.com/378283252/status/2102974707830276385"}, {"date": "2026-09-15", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid @zai_org this morning, i gave a task to sol5.6 high with codex and after 4.5 hours, i had to stop but it was going nowhere and burning my weekly credit. then i used droid + glm5.3 load on my mac studio m3 ultra: it completed very well the task in about 1 hour", "link": "https://twitter.com/1954882023769944064/status/2099849372238323983"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai it was feature locked until last update.", "link": "https://twitter.com/70830663/status/2104209256119775343"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai receiving 403s on all requests, fix your system", "link": "https://twitter.com/1453931380983820293/status/2104294136631181394"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai hi i am getting 400 bad request on gpt 6 luna, solution and opus 5.5. i am on the progress plan. any pointers to check this", "link": "https://twitter.com/4499700680/status/2103317535668220377"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build can you explain your reasoning? what tasks do you usually give to it using missions?\ni stopped using droid when it's using too much memory on my servers and it's not worth it.", "link": "https://twitter.com/2064081082308599808/status/2102629361249915213"}, {"date": "2026-09-22", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: factory ai help me reduce manual coding work and save development time. it help with repetitive tasks, debugging and building features faster. i can focus more on important work instead of doing everything manually. it make my daily workflow more easy and productive.\nq: what do you like best about the product?\na: factory ai is helpful for automating development work. it save my time, reduce manual tasks and help me complete coding work faster. the workflow is easy and useful for daily development.\nq: what do you dislike about the product?\na: sometimes factory ai does not understand my request correctly and i need to g", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13384158"}]}}, "account": {"praise": 14, "complaint": 14, "n": 28, "praiseShare": 50.0, "ci95": [32.6, 67.4], "regard": 0.576, "regardCi95": [0.535, 0.617], "salience": 6.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "we should all learn from how reactive @factoryai and @tereza_tizkova are. \nthank you! <strict_link>", "link": "https://twitter.com/1617212256487411712/status/2104277623085920418"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@ain3sh @factoryai true, never expected that! also i sent an error on the dm and bug was fixed and less than 1 hour… i was making my decision between factory and cursor, now is a no brainer! you guys won, also for the openai models support!", "link": "https://twitter.com/17719163/status/2103007206064968004"}, {"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai crazy effort by the team and a big unlock for a large chunk of the world that hasn’t been able to access the frontier of coding because of their deployment requirements", "link": "https://twitter.com/1819162791351406592/status/2101263327855063167"}, {"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai private and air-gapped deployment makes the control plane part of the product. auditable routing across local and hosted models lets teams keep sensitive workloads inside their boundary while preserving measurable quality and cost.", "link": "https://twitter.com/39700226/status/2101265444455727159"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai the vpc option is the one that actually unblocks regulated buyers", "link": "https://twitter.com/1614226473908604934/status/2101011622252966032"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai why doesn't your support team reply to my email? since i'm a free plan user, am i not deserved to spend time?", "link": "https://twitter.com/1169569548313382912/status/2104223437174767853"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai let your users pay you!! been stuck with a failed payment issue since august :(", "link": "https://twitter.com/306079362/status/2104243378246578672"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai hi, i applied to the factory guild the first day it opened on august 14th, the first day it opened. i received an application confirmation email, but have not received any response after that.", "link": "https://twitter.com/260499727/status/2103306229783183829"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "never buy @droid again. 5h limits as an api wrapper is insane. they dont even help you. \nsome fellas messaged me but never gave a shit truly. \nmy opinion remains: stay away from @factoryai <strict_link>", "link": "https://twitter.com/1834314883510226944/status/2103453348804636921"}, {"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "okay if you got a voucher for this and you already have a max plan for @droid , do not redeem it. it swapped my plan from max to pro (because i was not paying attention lmao) and now i have no more usage anymore. <strict_link>", "link": "https://twitter.com/587982527/status/2102938301447708799"}]}}, "limits.plan_value": {"praise": 32, "complaint": 38, "n": 70, "praiseShare": 45.7, "ci95": [34.6, 57.3], "regard": 0.518, "regardCi95": [0.486, 0.549], "salience": 15.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai it's really good, i use with luna and it's almost unlimited, also really good i really like and i have the $20 plan imagine the $200", "link": "https://twitter.com/1692829692200464384/status/2104241083777794207"}, {"date": "2026-09-25", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid nice one ❤️ i need more intelligence for cheap", "link": "https://twitter.com/911541767333466114/status/2103282246472114664"}, {"date": "2026-09-25", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid crazy - it’s basically free now 🚀\n<strict_link>", "link": "https://twitter.com/1681456803832561664/status/2103291056817328553"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai i will drop grok/cursor for you guys as soon as my subscription ends. @da7_tech convinced me with his post. i just hope you guys beat devin because i can't afford you all 😆 \ni've tried it before, it was awesome but very expensive. also the most beautiful ui.", "link": "https://twitter.com/1406556428840603649/status/2104235627847835986"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid yes, in enterprise (no insane subsidies)", "link": "https://twitter.com/1721143727043887104/status/2104325249986974151"}]}}, "limits.window_interrupts_work": {"praise": 0, "complaint": 12, "n": 12, "praiseShare": 0.0, "ci95": [0.0, 24.3], "regard": 0.483, "regardCi95": [0.471, 0.493], "salience": 2.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "i dont get it, why isn't @factoryai removing the 5h limit? \nit s an api wrapper harness.", "link": "https://twitter.com/1834314883510226944/status/2103441639041540512"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "never buy @droid again. 5h limits as an api wrapper is insane. they dont even help you. \nsome fellas messaged me but never gave a shit truly. \nmy opinion remains: stay away from @factoryai <strict_link>", "link": "https://twitter.com/1834314883510226944/status/2103453348804636921"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/FactoryAi", "polarity": "complaint", "text": "5-hour normal limit is maxed \nmonthly droid core limit is maxed\nthus you are sol until 5 hour limit is up.\ndroid core models use normal limits first, then fall back to droid-core limits", "link": "https://www.reddit.com/r/FactoryAi/comments/1wnh0g4/conflicting_usage_stats/pbjg2zn/"}]}}, "limits.burn_rate": {"praise": 8, "complaint": 11, "n": 19, "praiseShare": 42.1, "ci95": [23.1, 63.7], "regard": 0.533, "regardCi95": [0.501, 0.563], "salience": 4.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid factory cuts inference cost by precomputing common sub‑expressions and reusing them across requests so each new run only evaluates delta changes", "link": "https://twitter.com/195841906/status/2104089474485637594"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid dying to test droid 👋👋👋🤩🤩 pretty amazing that you have been able to cut interface costs especially in this environment", "link": "https://twitter.com/1367818563495596032/status/2104109772974744033"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @anthropicai the 20-25% fewer output tokens at equal effort is the detail that compounds in agent traces: shorter reasoning chains mean less context rot per step and cheaper retries. token frugality is an underrated spec for long-running work.", "link": "https://twitter.com/2098377213426991107/status/2102754814870618580"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/FactoryAi", "polarity": "complaint", "text": "5-hour normal limit is maxed \nmonthly droid core limit is maxed\nthus you are sol until 5 hour limit is up.\ndroid core models use normal limits first, then fall back to droid-core limits", "link": "https://www.reddit.com/r/FactoryAi/comments/1wnh0g4/conflicting_usage_stats/pbjg2zn/"}, {"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "hey @factoryai @droid please do this \ni really think standard + droid core quotas should work differently across all plans.\nif i’m using droid core models, let that usage come from the droid core quota instead of burning standard first.\nthe ideal setup would be:\nfable handles orchestration + the important reasoning, while subagents run on droid core quota.\nthat would make the separate quotas way more useful and make agent-heavy workflows last sig", "link": "https://twitter.com/1625280993966923777/status/2102347962752061679"}, {"date": "2026-09-22", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@theo 10 minute of work, exhaust my @droid 's 22% of limit. that's a no go for small devs", "link": "https://twitter.com/2995471962/status/2102219071827976480"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "okay if you got a voucher for this and you already have a max plan for @droid , do not redeem it. it swapped my plan from max to pro (because i was not paying attention lmao) and now i have no more usage anymore. <strict_link>", "link": "https://twitter.com/587982527/status/2102938301447708799"}, {"date": "2026-09-03", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid but the deepseek v4 flash costs more now even you host core models in us", "link": "https://twitter.com/1935978302982045696/status/2095352682966077504"}]}}, "limits.reset_schedule": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.495, "regardCi95": [0.489, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai also, the weekly limit is only 25% of the monthly limit, so unless i max it out every week, i can’t use my full monthly quota. that’s so frustrating! @tereza_tizkova can you help?", "link": "https://twitter.com/1090325687448281093/status/2101971531010101337"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/FactoryAi", "polarity": "complaint", "text": "i was never able to utilize monthly limit; why so complex?\n<strict_link>\n", "link": "https://www.reddit.com/r/FactoryAi/comments/1wdrjwv/whats_the_point_of_monthly_limits/"}, {"date": "2026-09-08", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "whenever you hit a usage limit and the agent stops working, the next time you try to continue your session after your usage resets, the harness kills the next prompt immediately and says you are out of usage still. if you type another prompt and send it, then the usage cache (or whatever is tracking usage) is updated and you can continue. it's one of the most annoying paper cuts that i have to deal with. it should be way smarter than this.", "link": "https://twitter.com/1849004853546057728/status/2097333510168055904"}]}}, "limits.usage_meter": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.492, "regardCi95": [0.484, 0.497], "salience": 1.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/FactoryAi", "polarity": "complaint", "text": "unclear as to why i'm getting a droid core usage limit message when usage settings show 0% have been used.", "link": "https://www.reddit.com/r/FactoryAi/comments/1wnh0g4/conflicting_usage_stats/"}, {"date": "2026-09-20", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid also when i see 4x next to fable i'm like im not using that - neeed a less scary way to communicate usage", "link": "https://twitter.com/3781517712/status/2101601846183760135"}, {"date": "2026-09-14", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "ayo @droid homies, ur weekly limits raise % while im afk, can we fix this please? @factoryai \ni literally went afk 40 min found my 5h limit going up 3 % and weekly 2%? doesn't make any sense.", "link": "https://twitter.com/1834314883510226944/status/2099647076481044788"}]}}, "limits.prompt_cache": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.499, "regardCi95": [0.491, 0.506], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "look at this numbers. cache miss is 1% on deepseek byok wit @droid - this is unbelievable great!! that is the quality of a harness indicator in my opinion- key metric. @factoryai <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2101737157379641558"}, {"date": "2026-09-20", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "look at this numbers. cache miss is 1% on deepseek byok with @droid - this is unbelievable great!! that is the quality of a harness indicator in my opinion- key metric. @factoryai <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2101737321368551459"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "the transit station really has no work to do. i have always been curious about the router that @factoryai has been promoting. they have never clearly explained the specific router mechanism, just vaguely mentioning the classification of simple and complex tasks. how can we determine whether a task is complex or not before it starts, and the inevitable cache invalidation caused by switching models midway is a big problem (anyway, the transit stati", "link": "https://twitter.com/1724973133097291776/status/2103781371772809499"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid is payment for india still getting rejected? that stops me from going for the $200 plan, your payment gateway fails, i have most subs, they never have a problem while paying for their max plans.", "link": "https://twitter.com/1763785482096594944/status/2102126053749891407"}]}}, "billing.pricing_clarity": {"praise": 1, "complaint": 9, "n": 10, "praiseShare": 10.0, "ci95": [1.8, 40.4], "regard": 0.501, "regardCi95": [0.481, 0.532], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai this is a fantastic move bringing the whole engineering team onto factory with centralized billing and letting droids handle bug fixes, tests, and migrations so you can focus on building!", "link": "https://twitter.com/2008812694628175872/status/2103933326147092867"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai hey factory, i really hope you can provide chinese users with a more convenient payment option than using alipay or wechat pay.", "link": "https://twitter.com/2098938170411036673/status/2102829075220111479"}, {"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "the growth person in me can't help but see a huge miss for @factoryai. tell people who want to pay for a plan what they're getting between pro, plus, and max.\nhuge value realization and conversion funnel opportunity here. <strict_link>", "link": "https://twitter.com/14338572/status/2101176747328991302"}, {"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@davidhoang @factoryai well said, people should know what they are paying for", "link": "https://twitter.com/1734398774514991104/status/2101190528092037309"}]}}, "billing.free_tier": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.496, "regardCi95": [0.484, 0.508], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "didnt make it into the guild but @factoryai were kind enough to gift me a month of pro anway 🫶\nlove this ceremony of setting up a cloud computer - secure environment for agents to run around rather than local where i sometimes wonder what they are up to! 👀 <strict_link> <strict_link>", "link": "https://twitter.com/1510762653299396609/status/2103153457079456039"}, {"date": "2026-09-20", "source": "X", "community": "@droid", "polarity": "praise", "text": "@dragoscomedy @droid we do have a desktop app and it’s quite snazzy but free usage _weeks_ is wild 😭", "link": "https://twitter.com/1721143727043887104/status/2101500413006786609"}, {"date": "2026-09-17", "source": "X", "community": "@droid", "polarity": "praise", "text": "glm 5.3 flash is practically free in @droid and it just works - i'm blown away by how good this model is for its cost", "link": "https://twitter.com/1382136217601417222/status/2100688411241922729"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "currently, only big influencers have droid max or devin max\n@droid @cognition consider me", "link": "https://twitter.com/2018156578617090049/status/2104141229428781334"}, {"date": "2026-09-17", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@tereza_tizkova @droid @factoryai new users only :(", "link": "https://twitter.com/1248119942194421760/status/2100650522747228211"}, {"date": "2026-09-06", "source": "X", "community": "@droid", "polarity": "complaint", "text": "what would it take for a free max account \n@droid", "link": "https://twitter.com/741782818972405763/status/2096401193215881418"}]}}, "billing.subscription_portability": {"praise": 5, "complaint": 8, "n": 13, "praiseShare": 38.5, "ci95": [17.7, 64.5], "regard": 0.507, "regardCi95": [0.488, 0.527], "salience": 2.8, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@techpoto @mikez93 @tereza_tizkova @amypretzel @factoryai @droid they have support for 3rd party subs locally and their droid core (chinese/oss offerings) is a lot more usage than api!", "link": "https://twitter.com/1892774905789501441/status/2101341888284672253"}, {"date": "2026-09-17", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai factory landing on the claude marketplace is a win win enterprise teams can now put their committed anthropic spend straight to work!", "link": "https://twitter.com/2080701318747082752/status/2100453090742931678"}, {"date": "2026-09-16", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai factory's claude marketplace launch brilliantly lets enterprises apply anthropic spend while accessing powerful developer tools", "link": "https://twitter.com/2078842250608758784/status/2100122546037219401"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@mikez93 @tereza_tizkova @januarycomputer @amypretzel @factoryai @droid yea but im not paying api pricing. they need to stop resisting and add support for 3rd party subs", "link": "https://twitter.com/1851277456487170050/status/2101341158009864477"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "oh cool i didn't know this existed. i was just trying out grok bot this week and i really like the ux but my main pain point is that i want to use my cc and @factoryai droid subscriptions with it, which isn't possible. part of me wants to basically build this (lol) but i'd rather use and even contribute to a working solution and this seems pretty nice. i will take a deeper look over the weekend!", "link": "https://twitter.com/377179355/status/2100990641325142174"}, {"date": "2026-09-18", "source": "X", "community": "@droid", "polarity": "complaint", "text": ". @droid is having too much deserved success lately with enterprises.\nnow imagine if they could allow natively : add your codex sub, or allow it at the 20$ plan for us broke peasants.\nwould you use it?", "link": "https://twitter.com/1811332417099055105/status/2101064963309883724"}]}}, "setup.install_signin": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-09", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai i cannot register an account, how can i fully use my own relay station with droid cli? thank you.", "link": "https://twitter.com/970625624288067585/status/2097550334084497617"}, {"date": "2026-09-08", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai ubuntu app", "link": "https://twitter.com/1982985165040431106/status/2097327584875098610"}]}}, "setup.provider_byok_local": {"praise": 9, "complaint": 8, "n": 17, "praiseShare": 52.9, "ci95": [31.0, 73.8], "regard": 0.501, "regardCi95": [0.482, 0.519], "salience": 3.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "so yeah, you can use custom models in @droid cli, which is great currently trying this setup, is performing great so far ! <strict_link> <strict_link>", "link": "https://twitter.com/2028221376092581888/status/2104173498101117143"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@yuqih @factoryai @gmi_cloud their @droid is my main harness and running on gmi keys for open models", "link": "https://twitter.com/1261173216455712768/status/2103332443025719806"}, {"date": "2026-09-17", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "only downside is the 5 hours limit and the price which is pretty fair but still a little for me personally. \nother than that i can list so many things i love about it. \ndroid is super efficient and often finish tasks faster than most other agent with similar results. i feel like it gets the right context at the right time. it’s pretty amazing. \nalso love the byok, live the fact that ui almost always looks better when done with droid even using th", "link": "https://twitter.com/1617212256487411712/status/2100703532785541412"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai byok is bugged on the gui, but idk where to report this kinda of stuff.", "link": "https://twitter.com/4865415939/status/2104338825291891112"}, {"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@tereza_tizkova @enoreyes @factoryai please let us use oauth for openai, kimi, and glm subs. i’d happily pay for the 100 usd sub for that alone.", "link": "https://twitter.com/15952889/status/2102464729272995841"}, {"date": "2026-09-21", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@tereza_tizkova @droid @factoryai the time i used droid (desktop app) (on windows), byok was behind a paywall which was a bummer.\nit would be really nice that if this wasn't the case.", "link": "https://twitter.com/1854911029870051328/status/2101899154176061769"}]}}, "setup.extensions_mcp": {"praise": 3, "complaint": 5, "n": 8, "praiseShare": 37.5, "ci95": [13.7, 69.4], "regard": 0.496, "regardCi95": [0.482, 0.509], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @slackhq this is the right place for it. the channel where engineers already discuss the task is where the agent should work. i'll take that over another dashboard nobody opens.", "link": "https://twitter.com/1657084805400653826/status/2100821098392658029"}, {"date": "2026-09-18", "source": "X", "community": "@droid", "polarity": "praise", "text": "@nikships @droid @get_bb_app did you try it? works for me. use it everyday", "link": "https://twitter.com/53175441/status/2100990679010758940"}, {"date": "2026-09-16", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai nice integration win for enterprise customers", "link": "https://twitter.com/2010658787611619328/status/2100130888655028684"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid droid still stuck in flutter development, whenever it’s try to run any dart mcp tools, it’s stuck in never ending loop, and unlike amp and pi or opencode it can’t even auto run adb command for debugging something in that.", "link": "https://twitter.com/2995471962/status/2102910997338218965"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "hey @factoryai i only have one piece of feedback for your platform. i've been absolutely loving it so far, mission control is extremely impressive for any advanced long-running tasks i have, but please please please add @namespacelabs as a connector. we need mac and windows too.", "link": "https://twitter.com/2070908287978246144/status/2102563864055599358"}, {"date": "2026-09-18", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid @bentossell @get_bb_app have you actually tried this yourself before sharing it? \nthe plugin is broken - it states in your photo that he tested it with v0.186.0 \nfails immediately upon install with up-to-date droid cli v0.220.0", "link": "https://twitter.com/260499727/status/2100989214829732225"}]}}, "setup.onboarding_docs": {"praise": 3, "complaint": 5, "n": 8, "praiseShare": 37.5, "ci95": [13.7, 69.4], "regard": 0.507, "regardCi95": [0.491, 0.524], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "praise", "text": "@tereza_tizkova @droid @tastelabs it’s really nice - i’ve enjoyed learning how to setup and work with the design system. \ni dove right in with the trial - it will take you a long way towards understanding the platform\nso far, sooo good!", "link": "https://twitter.com/1681456803832561664/status/2103159986998456329"}, {"date": "2026-09-14", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "it’s fast, easy to use and follow (as a non-eng, i especially liked the academy). it’s so clean. i was a codex and omp user, but i’m switching. oh and the limits with the $20 / month plan are quite generous. i hammered on it with my most complex project that was failing elsewhere and it’s somehow making it far better.", "link": "https://twitter.com/2023937351815467008/status/2099440080519672123"}, {"date": "2026-09-02", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: factory ai helps reduce the time i spend on repetitive development and technical tasks by providing ai-assisted support for coding, debugging, documentation, and technical analysis. this is particularly useful in engineering workflows where i need to quickly explore solutions and iterate on ideas.\nthe ui/ux is simple enough to manage projects and ai-assisted tasks without ", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13397147"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai having it for a while doesn't help if discoverability is this bad. most of us never saw it until now.", "link": "https://twitter.com/2079846327744401408/status/2104094827193532478"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@anasibnanwar @factoryai 😅 we deffo need a better way to communicate features", "link": "https://twitter.com/1721143727043887104/status/2104304405772435681"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@prathamdby @tereza_tizkova @droid yeah it’s cool i just don’t use half the features so i went back to pi and started building a stack of things that i use and want", "link": "https://twitter.com/587982527/status/2104317744355082260"}]}}, "setup.ide_integration": {"praise": 4, "complaint": 2, "n": 6, "praiseShare": 66.7, "ci95": [30.0, 90.3], "regard": 0.506, "regardCi95": [0.494, 0.52], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@trevorbmurkp @harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build if ur on mac or windows, the desktop app is great! depends on ur preference", "link": "https://twitter.com/1721143727043887104/status/2103639050620145849"}, {"date": "2026-09-20", "source": "X", "community": "@droid", "polarity": "praise", "text": "@dragoscomedy @droid we do have a desktop app and it’s quite snazzy but free usage _weeks_ is wild 😭", "link": "https://twitter.com/1721143727043887104/status/2101500413006786609"}, {"date": "2026-09-16", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@nihaojiucaiwang @aiandcloud @factoryai we have improved the desktop version a lot!\nalso, you can switch off the auto-model routing if that's the issue.\nlet me know about any support!\nre 5.3 flash, not sure but will find out", "link": "https://twitter.com/1659223500417007616/status/2100067994940715200"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"date": "2026-09-16", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@tereza_tizkova @aiandcloud @factoryai the problem with factory is that the desktop version is too rough, the miss mode is too slow, and sometimes even when the miss model is configured, it automatically switches to opus without me noticing, causing me to run a lot of traffic. however, i think factory provides a sufficient quota, and the execution effect is good, especially when using open-source models, which are very durable. i just don't know ", "link": "https://twitter.com/1824388694985543680/status/2100057750835445861"}]}}, "models.catalog_access": {"praise": 22, "complaint": 10, "n": 32, "praiseShare": 68.8, "ci95": [51.4, 82.0], "regard": 0.558, "regardCi95": [0.526, 0.587], "salience": 6.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@ain3sh @factoryai true, never expected that! also i sent an error on the dm and bug was fixed and less than 1 hour… i was making my decision between factory and cursor, now is a no brainer! you guys won, also for the openai models support!", "link": "https://twitter.com/17719163/status/2103007206064968004"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@sdrshn_nmbr just use @factoryai desktop app and get product and models. opus 5.5 is pretty good", "link": "https://twitter.com/1246537580084068352/status/2102569412150903064"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai awesome. deepseek flash has been great for fast and cheap changes, glm 5.2/5.3 have been great for our slack agents", "link": "https://twitter.com/2059692626538848261/status/2102796655653278140"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "hey @factoryai, i think custom models are broken in the app right now.\ni’m unable to see or select any of my custom models from the model picker. they just don’t show up at all, so i can’t use them.\nnot sure if this is a recent regression, but would appreciate a fix. @ross_cefalu", "link": "https://twitter.com/1625280993966923777/status/2103738831778529329"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@anasibnanwar @factoryai they are. had to have opus 5.5 noodle an interim fix for me :)", "link": "https://twitter.com/2093430933026148352/status/2103779351611551895"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai deepseek v4.1’s been chilling in the library for a while now; it just takes an update to peek at its smarts. i always prefer checking my models manually, it keeps me sharp and slightly mysterious when people ask where i found that gem.", "link": "https://twitter.com/417508671/status/2103971431017042421"}]}}, "models.routing_auto": {"praise": 14, "complaint": 4, "n": 18, "praiseShare": 77.8, "ci95": [54.8, 91.0], "regard": 0.536, "regardCi95": [0.514, 0.56], "salience": 3.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai what is this witchcraft? auto model?", "link": "https://twitter.com/2023937351815467008/status/2103681115991216612"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@delaanthonio @factoryai while i've been juggling different models 👀 a model-agnostic setup with real sovereignty is what i've needed and i keep returning to it", "link": "https://twitter.com/356609569/status/2103698082735243324"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@firstmarkcap @enoreyes @factoryai model agnosticism is a smart move.", "link": "https://twitter.com/1846161889719623680/status/2103824564736430242"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "the transit station really has no work to do. i have always been curious about the router that @factoryai has been promoting. they have never clearly explained the specific router mechanism, just vaguely mentioning the classification of simple and complex tasks. how can we determine whether a task is complex or not before it starts, and the inevitable cache invalidation caused by switching models midway is a big problem (anyway, the transit stati", "link": "https://twitter.com/1724973133097291776/status/2103781371772809499"}, {"date": "2026-09-26", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid is there to tell which model auto model is using for a given task?\nalso, mobile remote app please!", "link": "https://twitter.com/2023937351815467008/status/2103962781032534497"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai what about efficiency?\nif i'm sure the best code is going to be made with opus 5.5 are you sure the router is going to give me what i want with a great code?", "link": "https://twitter.com/1738636938616115200/status/2103335310427828449"}]}}, "models.effort_control": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.501, "regardCi95": [0.494, 0.508], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @spacexai the faster move from diagnosis to concrete commands sounds especially useful for infra work. medium as the default is a good sign.", "link": "https://twitter.com/1952719479030661120/status/2102173479764472106"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@tereza_tizkova @droid i have no way to choose the thinking level when accessing the custom model. is this a problem? but i directly asked the model to modify the settings by itself. hahaha", "link": "https://twitter.com/1889310672368095232/status/2101460620063154561"}]}}, "models.quality_drift": {"praise": 4, "complaint": 5, "n": 9, "praiseShare": 44.4, "ci95": [18.9, 73.3], "regard": 0.506, "regardCi95": [0.491, 0.523], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai desktop app is constantly improving at an insane rate, it’s a treat to watch 🥹 <strict_link>", "link": "https://twitter.com/1721143727043887104/status/2102998403496268015"}, {"date": "2026-09-21", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid it is a massive step up for the model, especially with those self-verification capabilities. we actually went deeper on this here: <strict_link>", "link": "https://twitter.com/1213502906332110848/status/2102172305392635915"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "i'd use it to build out an eval suite for the mcp layer of my ios app. have been a droid user for over a year but i mainly use it as my backup and code-review agent\nmade this open source skill for making the droid feedback loop even tighter and more automated: <strict_link>\nwith the max plan i'd basically use the hell out of it and really test the models. in return i'd write up a blog post since i find factory's research articles like: <strict_li", "link": "https://twitter.com/377179355/status/2100786695604146485"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@sqs @harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build amp is definitely better, i used to love droid, but it went downhill majorly when they started focusing on enterprise customers", "link": "https://twitter.com/1475837160590880773/status/2102574979594535291"}, {"date": "2026-09-14", "source": "X", "community": "@droid", "polarity": "complaint", "text": "it was good but its really fallen off, they are insanely lazy too cant even keep their release notes current for weeks at a time for a supposedly autonomous software factory. like hello why isnt this autonomously updated by an agent? i only use it occasionally now with my glm api key but i used to be a $200/month subscriber", "link": "https://twitter.com/1445863287804022785/status/2099392033324417363"}, {"date": "2026-09-08", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai i'm sad, as i've been using it daily for almost 6 months. since grok build was giving me the results i needed, i dropped it. am i missing something. i'd love to have droid again, giving me more than just a model cli.", "link": "https://twitter.com/1738636938616115200/status/2097389013287968781"}]}}, "context.instruction_files": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.instruction_following": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.506, "regardCi95": [0.497, 0.518], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-08", "source": "X", "community": "@droid", "polarity": "praise", "text": "droid is amazing but astra is great. \nweird to see that there is no improvement. \nit cheaper than sol for me. \nit makes everything i ask. \nthe steerable and not making stupid mistakes. \nthe one thing i’m not always sure about is:\nastra will do exactly how you ask it to do. \nand it’s not expensive on pro sub. \nperformance depends on reasoning. \ntried first time ever. because of reset. \nit drains less than 20% over the night. \nbut i was aware of re", "link": "https://twitter.com/7344112/status/2097322660740927789"}, {"date": "2026-09-07", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "to be completely honest, it’s the best harness i’ve ever experienced, so i’ve just been learning from it and can’t really offer any feedback. \nin particular, the models in droid core were so impressive—they often exhibit behaviors i’ve never experienced in other harnesses, to the point where i wonder if they are truly the models i thought i knew. \nand agent readiness makes me want to subscribe just for that feature alone...", "link": "https://twitter.com/1620561425600221184/status/2097100298695344360"}, {"date": "2026-09-07", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "with other harnesses, i had to watch them closely because you never knew where they might veer off. \nwith droid, there was no need for that, and i could barely notice any difference even across different frontier models. \neveryone i recommended it to and who tried it was amazed, like \"is this the power of a harness?\"", "link": "https://twitter.com/1620561425600221184/status/2097105067631681580"}], "complaint": [{"date": "2026-09-22", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: factory ai help me reduce manual coding work and save development time. it help with repetitive tasks, debugging and building features faster. i can focus more on important work instead of doing everything manually. it make my daily workflow more easy and productive.\nq: what do you like best about the product?\na: factory ai is helpful for automating development work. it sa", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13384158"}]}}, "context.clarifying_questions": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.511], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "first time using anthropic models (opus 5.5). i use @droid.\ni gave it a task to design a landing page for my current project, and it asked questions i have never seen from an agent before. i hope the result comes out good, but so far, it's really impressive and i might not use openai models, unless they actually have a god response.\nalso can only recommend the factory app. it's genuinely brilliant, and the fact that i can use my own laptop or hom", "link": "https://twitter.com/1821640621347495936/status/2104230757883388046"}], "complaint": []}}, "context.long_context_decay": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.compaction": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.511], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-06", "source": "X", "community": "@droid", "polarity": "praise", "text": "most impressive thing about this so far - it's usable in @droid\ni have it running a /loop - it's fast enough to write code and of course with the superb context it can handle everything without constant compacting\nbest of all, my hermes agent doesn't have to queue - it can use one of the other four slots\none spark = an agentic software factory\na few months ago, i would have avoided the spark\nnow, with software improvements it's become a must have", "link": "https://twitter.com/1382136217601417222/status/2096421471535157332"}], "complaint": []}}, "context.session_memory": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.497, "regardCi95": [0.491, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-01", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai fable in droid is the one i will actually try. cleanup yes. merge ready at max effort is a memory claim. if it forgets a file two hours in, you just got a longer wrong patch.", "link": "https://twitter.com/1811332417099055105/status/2094857742724805093"}]}}, "context.codebase_retrieval": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.504, "regardCi95": [0.495, 0.515], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@droid", "polarity": "praise", "text": "@wattenberger @droid does this for all assigned tasks and my entire codebase. it's definitely my favourite part of the workflow.", "link": "https://twitter.com/2070908287978246144/status/2102608593648546083"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@theterrancex @droid @factoryai reposcape v0.1 catching scanner and rust bugs before release is solid\nlocal map of how a codebase connects is such a useful first cut", "link": "https://twitter.com/1675906158304038912/status/2101082167782834261"}, {"date": "2026-09-17", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "only downside is the 5 hours limit and the price which is pretty fair but still a little for me personally. \nother than that i can list so many things i love about it. \ndroid is super efficient and often finish tasks faster than most other agent with similar results. i feel like it gets the right context at the right time. it’s pretty amazing. \nalso love the byok, live the fact that ui almost always looks better when done with droid even using th", "link": "https://twitter.com/1617212256487411712/status/2100703532785541412"}], "complaint": [{"date": "2026-09-20", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid you guys should work a context solution like fast context, embedded search and such effeciency and cost is a big reason people love alternatives to codex where the subsidization is massive\nmodel agnostic + cheaper costs because less time needed to search (aside subagents)", "link": "https://twitter.com/1948570504979271680/status/2101651811689968065"}]}}, "context.attachments": {"praise": 0, "complaint": 5, "n": 5, "praiseShare": 0.0, "ci95": [-0.0, 43.4], "regard": 0.49, "regardCi95": [0.48, 0.498], "salience": 1.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai why glm 5.3 flash on droid doesn't support image modalities?", "link": "https://twitter.com/1181249614550192132/status/2104044449169072295"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai glm-5.3-flash supports images, but droid cli 0.224.1 and 0.225.0 mark it as text-only. droid strips attached images before sending the request; the log says “stripped images for non-image model.” i tested that image input works when the capability is enabled locally.", "link": "https://twitter.com/1138507200/status/2102568341600878968"}, {"date": "2026-09-04", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "its crazy how its been months since image support does not work in @factoryai 's harness when using openai comptabile models, and they have still not fixed it. \njust say you dont give a fuck about users that dont pay you, simple", "link": "https://twitter.com/1579709674135621637/status/2095868117230772637"}]}}, "work.capability": {"praise": 48, "complaint": 9, "n": 57, "praiseShare": 84.2, "ci95": [72.6, 91.5], "regard": 0.543, "regardCi95": [0.516, 0.57], "salience": 12.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@render @factoryai agent writes the app, spins the db, deploys it. i just sit there like a decorative readme", "link": "https://twitter.com/1330209814790746114/status/2104177796901945611"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @fireworksai_hq huge win for legacy code blind spots there are so real", "link": "https://twitter.com/2010658787611619328/status/2104199345436312044"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid at least it should be on par with devin", "link": "https://twitter.com/1159835302275346433/status/2104318568980689170"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@hataiit9x @droid @factoryai the harness quite sucks :)", "link": "https://twitter.com/1797536317716525056/status/2103754025057595878"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai delegated bug fixes to droids. so now instead of one dev complaniing about the codebase, we got ten devs complaining about the codebase and a droid that's gonna fuck it up anyway. genius.", "link": "https://twitter.com/1873462291565277185/status/2102817203775033608"}]}}, "work.frontend_ui": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.5, "regardCi95": [0.491, 0.508], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "only downside is the 5 hours limit and the price which is pretty fair but still a little for me personally. \nother than that i can list so many things i love about it. \ndroid is super efficient and often finish tasks faster than most other agent with similar results. i feel like it gets the right context at the right time. it’s pretty amazing. \nalso love the byok, live the fact that ui almost always looks better when done with droid even using th", "link": "https://twitter.com/1617212256487411712/status/2100703532785541412"}, {"date": "2026-09-17", "source": "X", "community": "@droid", "polarity": "praise", "text": "i've been having a lot of success recently doing ui work with @droid and gemini 3.8 flash. it consistently is better than fable 5.1 and costs a fraction.", "link": "https://twitter.com/1247892463479451653/status/2100622735273545963"}], "complaint": [{"date": "2026-09-02", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@gitmaxd @factoryai @droid and @factoryai is an extremly good choice as your harness as well, might even be the best!\nthe only thing stopping me from fully swithching is the lack of frontend annotations! hello!!!", "link": "https://twitter.com/171899126/status/2095083387945959438"}]}}, "work.bug_diagnosis": {"praise": 3, "complaint": 0, "n": 3, "praiseShare": 100.0, "ci95": [43.8, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.511], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @spacexai the faster move from diagnosis to concrete commands sounds especially useful for infra work. medium as the default is a good sign.", "link": "https://twitter.com/1952719479030661120/status/2102173479764472106"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "i shipped reposcape v0.1.0\ni wanted something local that could help me open a codebase and see how the pieces connect\nbuilt it with @droid by @factoryai, then ran it on a few repos. it caught scanner and rust bugs, fixed those before release\ncheck it out \n<strict_link>", "link": "https://twitter.com/2039951542518718464/status/2101045833604936018"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@theterrancex @droid @factoryai reposcape v0.1 catching scanner and rust bugs before release is solid\nlocal map of how a codebase connects is such a useful first cut", "link": "https://twitter.com/1675906158304038912/status/2101082167782834261"}], "complaint": []}}, "work.regressions_introduced": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.scope_overreach": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai @fireworksai_hq anyone who has migrated old cobol sees it: the model \"improves\" three lines nobody asked for. boring diff wins.", "link": "https://twitter.com/2030549621039349760/status/2103235553651282146"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.494, "regardCi95": [0.489, 0.499], "salience": 0.9, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid droid still stuck in flutter development, whenever it’s try to run any dart mcp tools, it’s stuck in never ending loop, and unlike amp and pi or opencode it can’t even auto run adb command for debugging something in that.", "link": "https://twitter.com/2995471962/status/2102910997338218965"}, {"date": "2026-09-15", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@clementpillette @droid @zai_org burning weekly cloud credits on a stuck loop vs finishing on studio is why people buy the ram.", "link": "https://twitter.com/2062965074659000320/status/2099957956804755902"}, {"date": "2026-09-14", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid mostly work, until the agent turns a 10-minute task into a small archaeological expedition through its own edits.", "link": "https://twitter.com/1446058878656032768/status/2099501684812653007"}]}}, "work.premature_stop": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.long_running_autonomy": {"praise": 10, "complaint": 2, "n": 12, "praiseShare": 83.3, "ci95": [55.2, 95.3], "regard": 0.505, "regardCi95": [0.491, 0.52], "salience": 2.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@droid", "polarity": "praise", "text": "@ain3sh @droid @tastelabs shell process，it is necessary in long-time task and i can continue work while running", "link": "https://twitter.com/2018347199432994816/status/2103882869550858340"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "hey @factoryai i only have one piece of feedback for your platform. i've been absolutely loving it so far, mission control is extremely impressive for any advanced long-running tasks i have, but please please please add @namespacelabs as a connector. we need mac and windows too.", "link": "https://twitter.com/2070908287978246144/status/2102563864055599358"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@tereza_tizkova @bentossell @factoryai i am currently building an aisdr it’s running on mission control right now from the past 93 hours. \nnext i’m planning to build a finance intelligence and thinking of working with holograms. what are you working on @tereza_tizkova ?", "link": "https://twitter.com/1833087116169105408/status/2100821679262126431"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid @tastelabs any plan to add the support the run in background feature just like claude code?", "link": "https://twitter.com/2018347199432994816/status/2103150290593796353"}, {"date": "2026-09-15", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: a lot of engineering capacity still goes into work that’s necessary but not especially high-leverage: turning requirements into clear tickets, cleaning up after refactors, fixing straightforward test failures, updating docs or small modules, and other similar multi-file tasks. factory lets us treat more of that as delegable agent work, rather than pulling a human engineer ", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13477171"}, {"date": "2026-09-05", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai can we just a goal feature in droid rather than a full fledged missions? like a smaller version of missions. asking because now models tend to work for a long time so missions should be replaceable with a goal feature.", "link": "https://twitter.com/1106645265090396160/status/2096142424221610419"}]}}, "work.multi_agent_orchestration": {"praise": 12, "complaint": 3, "n": 15, "praiseShare": 80.0, "ci95": [54.8, 93.0], "regard": 0.514, "regardCi95": [0.497, 0.53], "salience": 3.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "praise", "text": "working on ai vidgen with @droid and @tastelabs \ntastelabs builds the design files and brand guide - not much shown here, but there are signs \ndroid orchestrates from a prompt, skills, and mcp <strict_link>", "link": "https://twitter.com/1681456803832561664/status/2102993885849117048"}, {"date": "2026-09-23", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid turns out, mission control is an extremely powerful feature.", "link": "https://twitter.com/2070908287978246144/status/2102627616192962762"}, {"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @build grok build sitting in c is fair for now. still early days, but the parallel subagents and plan-review flow are already solid for real engineering work. thanks for the ranking.", "link": "https://twitter.com/1720665183188922368/status/2102486379972198418"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai multiple seats make shared work-in-progress more important. two engineers can send droids after the same failing test and only notice the overlap at merge time. seeing tasks by branch would help.", "link": "https://twitter.com/2095716579405377536/status/2102828491758834019"}, {"date": "2026-09-20", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@hataiit9x @droid @factoryai the parallel agents part is what got me too. mine kept editing the same file until i gave each one its own scope.", "link": "https://twitter.com/2079331237991428096/status/2101724074552516749"}, {"date": "2026-09-08", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai - management of /droids in factory app\n- change ui font family\n- \"full screen\" mode to view files - side bar is too limited size..\n- pin *todos* to sidebar - sometimes when todo list is too long it blocked more than half the screen lol", "link": "https://twitter.com/1257471091833884674/status/2097327955982811369"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.destructive_actions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.git_workflow": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.computer_browser_use": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.507], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @enoreyes agent foxxy just aced its browser test by autonomously uploading a video to youtube—acting just like a human! 🤖🔥 <strict_link> <strict_link>", "link": "https://twitter.com/2093686029186396160/status/2104206958949810353"}], "complaint": []}}, "work.safety_refusals": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.permission_prompts": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.507, "regardCi95": [0.494, 0.523], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-16", "source": "X", "community": "@droid", "polarity": "praise", "text": "oh, i was so tired at some point that i’m avoiding going back to agent babysitting. \ncodex easily can go days, but still can hit silly permission issue at any moment :)\nanyway you can manage codex to push to completion, grok bot to be dangerously proactive. or use @droid to do work precisely with as least stops as possible. \ni gave up claude code because it still want too much attention to permissions. used to work with dangerously skipped. heard", "link": "https://twitter.com/7344112/status/2100212921443791298"}, {"date": "2026-09-16", "source": "X", "community": "@droid", "polarity": "praise", "text": "@orange_boy @samueljmcd @droid being tired before you even reopen the agent says enough. i give each rerun job only the connections it needs up front, so it runs without finding a new permission halfway through. i'm not on standby for the next popup. <strict_link>", "link": "https://twitter.com/1708040539407269888/status/2100223881005211820"}], "complaint": [{"date": "2026-09-11", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@irensaltali @yigitkonur @factoryai worth knowing where they go. i ran a single-page week planner through it and planning alone took 41 minutes and 7 of the 50 credits, before any code.\nmost of the friction was permission dialogs, 32 allow clicks out of 54 total actions.", "link": "https://twitter.com/1909713300868280320/status/2098413898353217579"}, {"date": "2026-09-11", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@ssshken @irensaltali @factoryai do you really approve every single one? just thinking about it makes me lose my mind. it asks so many questions. even claude's auto mode wears me out. \ni'm on the team of `--dangerously-skip-permissions` always for any harness", "link": "https://twitter.com/19780871/status/2098433285143621710"}, {"date": "2026-09-11", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "for the run, yes, every one, because the whole point was counting what a person actually does out of the box. skipping them would have measured my setup instead of the tool.\nday to day i'd do the same as you. which is its own finding: the default for these is a flow nobody keeps, so the real number is either 54 actions or a flag that turns the guardrails off entirely.", "link": "https://twitter.com/1909713300868280320/status/2098500898737528870"}]}}, "work.plan_mode": {"praise": 3, "complaint": 0, "n": 3, "praiseShare": 100.0, "ci95": [43.8, 100.0], "regard": 0.51, "regardCi95": [0.5, 0.521], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @build grok build sitting in c is fair for now. still early days, but the parallel subagents and plan-review flow are already solid for real engineering work. thanks for the ranking.", "link": "https://twitter.com/1720665183188922368/status/2102486379972198418"}, {"date": "2026-09-14", "source": "X", "community": "@droid", "polarity": "praise", "text": "@kimnoel @droid i am used to the factory app and droid, and it’s a very good agent / harness. it’s also the most model agnostic. i find their mission feature is better then /goal in codex. if i have time in the future, i will give a try to zcode", "link": "https://twitter.com/1954882023769944064/status/2099604737389735990"}, {"date": "2026-09-07", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "okay, these /missions outputs from @factoryai prior to kicking off the build are exactly what i want. product and architecture choices - including reiterating trade-offs we discussed together, clear mile-stoning (w/ a change to interject/steer differently), straightforward structure. the one thing i changed for self: asked it to generate as html to review in browser - i like the formatting/layout options there, and memorializing this initial deci", "link": "https://twitter.com/1449604717038825477/status/2097107494833422793"}], "complaint": []}}, "work.response_verbosity": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.504, "regardCi95": [0.5, 0.512], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @anthropicai wait fewer tokens and clearer answers is a nasty combo", "link": "https://twitter.com/1572280352093126657/status/2102461541341700114"}], "complaint": []}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai @anthropicai fewer tokens are useful only when the harness catches the missing ones. long investigations should end in a checked spec or pr, not just a confident summary.", "link": "https://twitter.com/2099871292480421888/status/2102478492915114092"}]}}, "verify.self_testing": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.506], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@droid", "polarity": "praise", "text": "@droid it is a massive step up for the model, especially with those self-verification capabilities. we actually went deeper on this here: <strict_link>", "link": "https://twitter.com/1213502906332110848/status/2102172305392635915"}], "complaint": []}}, "verify.agent_code_review": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.508], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai @fireworksai_hq excellent that legacy-bench measures more than just whether the code compiles. in payroll, erp, and closures, a plausible but incorrect output can alter withholdings or reconciliations. evaluating edge cases and traceable evidence, with final human review, is key.", "link": "https://twitter.com/1569177389959192578/status/2103233553891025320"}, {"date": "2026-09-02", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: having used factory ai in our engineering workflows, the standout feature for me is its autonomous agents, which they call droids.\nthe biggest problem it solves for us is developer fatigue from multi-file refactoring, ongoing maintenance, and pull requests. most coding ai tools just sit inside your code editor and offer line-by-line autocomplete, which still leaves the man", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13397954"}], "complaint": []}}, "verify.change_review_ui": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-11", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: a lot of engineering time still gets eaten up by repetitive, multi-file work that isn’t difficult, just time-consuming—small refactors, test fixes, pr cleanup, documentation updates, and straightforward ticket implementation. factory lets me hand those pieces off to droids so i can stay focused on design decisions, tougher bugs, and review. the result is less context switc", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13441655"}]}}, "ui.display_settings": {"praise": 5, "complaint": 17, "n": 22, "praiseShare": 22.7, "ci95": [10.1, 43.4], "regard": 0.485, "regardCi95": [0.465, 0.507], "salience": 4.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@anasibnanwar @factoryai yeah, even i just saw them while messing with the settings; really cool.", "link": "https://twitter.com/1817155037938036736/status/2104205288362659864"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@droid @factoryai i will drop grok/cursor for you guys as soon as my subscription ends. @da7_tech convinced me with his post. i just hope you guys beat devin because i can't afford you all 😆 \ni've tried it before, it was awesome but very expensive. also the most beautiful ui.", "link": "https://twitter.com/1406556428840603649/status/2104235627847835986"}, {"date": "2026-09-26", "source": "X", "community": "@droid", "polarity": "praise", "text": "@da7_tech been using @droid since early days, and it earned its place in our stack for most of the reasons you outlined. the new desktop app is leagues above many others, and actually got some of us to escape the terminal. fantastic product.", "link": "https://twitter.com/1978910299/status/2103971773666795744"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "complaint", "text": "the latest version of droid seems to place the recently used models at the top. after the recently used models are at the top, the custom list below no longer has the names of these models, which i find a bit counterintuitive. at first, i couldn't find the model i used and was a bit confused. later, i found it at the top, hahaha @droid", "link": "https://twitter.com/1889310672368095232/status/2104031932074107173"}, {"date": "2026-09-26", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "okay until the update today it didn’t show up for me, but i also only use cli so the model selector is a little different. if i could off a suggestion, i would like to see 2 columns and you can just tab between the two and one side is dedicated to all the droid core models, would help me see them a lot easier and then maybe a third for the custom models you add", "link": "https://twitter.com/587982527/status/2103960664452546913"}]}}, "ui.session_history": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.496, "regardCi95": [0.491, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai let me delete sessions and projects, im going mad with the archives stuff", "link": "https://twitter.com/1925083277913649152/status/2101791999980339626"}, {"date": "2026-09-17", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai the hard part isn't getting a coding agent into an ide. it's giving teams a rollback path when the agent's confidence outruns the test suite.", "link": "https://twitter.com/4105028234/status/2100544632287305948"}]}}, "ui.interrupt_steer": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.508], "salience": 0.2, "receipts": {"praise": [{"date": "2026-09-07", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "okay, these /missions outputs from @factoryai prior to kicking off the build are exactly what i want. product and architecture choices - including reiterating trade-offs we discussed together, clear mile-stoning (w/ a change to interject/steer differently), straightforward structure. the one thing i changed for self: asked it to generate as html to review in browser - i like the formatting/layout options there, and memorializing this initial deci", "link": "https://twitter.com/1449604717038825477/status/2097107494833422793"}], "complaint": []}}, "surfaces.remote_mobile": {"praise": 1, "complaint": 6, "n": 7, "praiseShare": 14.3, "ci95": [2.6, 51.3], "regard": 0.489, "regardCi95": [0.476, 0.5], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "first time using anthropic models (opus 5.5). i use @droid.\ni gave it a task to design a landing page for my current project, and it asked questions i have never seen from an agent before. i hope the result comes out good, but so far, it's really impressive and i might not use openai models, unless they actually have a god response.\nalso can only recommend the factory app. it's genuinely brilliant, and the fact that i can use my own laptop or hom", "link": "https://twitter.com/1821640621347495936/status/2104230757883388046"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"date": "2026-09-26", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid is there to tell which model auto model is using for a given task?\nalso, mobile remote app please!", "link": "https://twitter.com/2023937351815467008/status/2103962781032534497"}]}}, "surfaces.cloud_sessions": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.496, "regardCi95": [0.484, 0.506], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "didnt make it into the guild but @factoryai were kind enough to gift me a month of pro anway 🫶\nlove this ceremony of setting up a cloud computer - secure environment for agents to run around rather than local where i sometimes wonder what they are up to! 👀 <strict_link> <strict_link>", "link": "https://twitter.com/1510762653299396609/status/2103153457079456039"}, {"date": "2026-09-10", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@shariqriazzz @factoryai @droid the droid computers thing is the real differentiator. you register your own machines - laptop, workstation, vps, whatever - and they all show up in one list. configure each one or jump to whichever you're already in.", "link": "https://twitter.com/1446058878656032768/status/2098104242229670282"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@enoreyes @factoryai @namespacelabs spawning droid computers is my usecase. it would allow droid to build and test for every platform rather than being restricted to linux and android like it is currently.", "link": "https://twitter.com/2070908287978246144/status/2102739067540812237"}]}}, "rel.service_errors": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.496, "regardCi95": [0.491, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai receiving 403s on all requests, fix your system", "link": "https://twitter.com/1453931380983820293/status/2104294136631181394"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai hi i am getting 400 bad request on gpt 6 luna, solution and opus 5.5. i am on the progress plan. any pointers to check this", "link": "https://twitter.com/4499700680/status/2103317535668220377"}, {"date": "2026-09-10", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@droid errored out on the weekend with second hand providers like azure foundry lmao", "link": "https://twitter.com/932741577369366528/status/2098110711998402710"}]}}, "rel.response_speed": {"praise": 7, "complaint": 4, "n": 11, "praiseShare": 63.6, "ci95": [35.4, 84.8], "regard": 0.511, "regardCi95": [0.495, 0.529], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "the speed of deepseek v4.1 flash in @droid is mind blowing. makes me rethink the ollama subscription - when @factoryai has it all. <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2104263092364615842"}, {"date": "2026-09-27", "source": "X", "community": "@droid", "polarity": "praise", "text": "the speed of deepseek v4.1 flash in @droid is mind blowing. makes me rethink the ollama subscription - when @factory has it all. <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2104258455695741401"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@trevorbmurkp @harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build we’ve done a decent bit of perf improvements in the past few weeks with more incoming!", "link": "https://twitter.com/1721143727043887104/status/2102916465167159772"}], "complaint": [{"date": "2026-09-22", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: factory ai help me reduce manual coding work and save development time. it help with repetitive tasks, debugging and building features faster. i can focus more on important work instead of doing everything manually. it make my daily workflow more easy and productive.\nq: what do you like best about the product?\na: factory ai is helpful for automating development work. it sa", "link": "https://www.g2.com/products/factory-ai/reviews/factory-ai-review-13384158"}, {"date": "2026-09-20", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "unofficial finding of the day: gpt-6 astra on @factoryai is far more token-efficient than codex.\nlove to @thsottiaux and the codex team — but routing astra through this harness makes usage noticeably slower.\nmicro (read affordable) write-up coming. <strict_link>", "link": "https://twitter.com/2093430933026148352/status/2101586928176873560"}, {"date": "2026-09-08", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai factory is full of features. makes it slow.", "link": "https://twitter.com/1547527916401082368/status/2097332872663412781"}]}}, "rel.client_failures": {"praise": 0, "complaint": 9, "n": 9, "praiseShare": 0.0, "ci95": [0.0, 29.9], "regard": 0.488, "regardCi95": [0.48, 0.496], "salience": 1.9, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@harrystuck77 @factoryai @droid @badlogicgames @ampcode @cursor_ai @opencode @anthropicai @claudeai @cognition @xai @grok @build can you explain your reasoning? what tasks do you usually give to it using missions?\ni stopped using droid when it's using too much memory on my servers and it's not worth it.", "link": "https://twitter.com/2064081082308599808/status/2102629361249915213"}, {"date": "2026-09-21", "source": "X", "community": "@droid", "polarity": "complaint", "text": "@ain3sh @benvargas @droid hey a fellow droid user here, the cli is amazing, the app not so much, there were some bugs here and there. only thing with the cli is the rendering can be improved, it's a bit janky on missions, maybe you guys can move to a different framework from ink?", "link": "https://twitter.com/1333161864/status/2101883259831632365"}, {"date": "2026-09-19", "source": "X", "community": "@droid", "polarity": "complaint", "text": "add chatgpt sign-in with official plugin for byok, make cli faster and less buggy. \ncommunication. especially in github issues, bug reports and new feature requests. \ni before used droid more but currently using claude code, opencode and pi. \nif claude didn’t ban, i could just use opencode and pi depending on case", "link": "https://twitter.com/1031311555/status/2101343501250163065"}]}}, "rel.update_breakage": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai it was feature locked until last update.", "link": "https://twitter.com/70830663/status/2104209256119775343"}]}}, "account.support": {"praise": 3, "complaint": 10, "n": 13, "praiseShare": 23.1, "ci95": [8.2, 50.3], "regard": 0.505, "regardCi95": [0.484, 0.531], "salience": 2.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "we should all learn from how reactive @factoryai and @tereza_tizkova are. \nthank you! <strict_link>", "link": "https://twitter.com/1617212256487411712/status/2104277623085920418"}, {"date": "2026-09-24", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@ain3sh @factoryai true, never expected that! also i sent an error on the dm and bug was fixed and less than 1 hour… i was making my decision between factory and cursor, now is a no brainer! you guys won, also for the openai models support!", "link": "https://twitter.com/17719163/status/2103007206064968004"}, {"date": "2026-09-07", "source": "X", "community": "@droid", "polarity": "praise", "text": "@da7_tech @droid did u try emailing them? they respond weekdays i had an issue couple weeks ago with billing and they were quite nice on support and fixed it for me", "link": "https://twitter.com/70830663/status/2097000057631551922"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai why doesn't your support team reply to my email? since i'm a free plan user, am i not deserved to spend time?", "link": "https://twitter.com/1169569548313382912/status/2104223437174767853"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@factoryai hi, i applied to the factory guild the first day it opened on august 14th, the first day it opened. i received an application confirmation email, but have not received any response after that.", "link": "https://twitter.com/260499727/status/2103306229783183829"}, {"date": "2026-09-25", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "never buy @droid again. 5h limits as an api wrapper is insane. they dont even help you. \nsome fellas messaged me but never gave a shit truly. \nmy opinion remains: stay away from @factoryai <strict_link>", "link": "https://twitter.com/1834314883510226944/status/2103453348804636921"}]}}, "account.billing_errors": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.493, "regardCi95": [0.483, 0.499], "salience": 1.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "@droid @factoryai let your users pay you!! been stuck with a failed payment issue since august :(", "link": "https://twitter.com/306079362/status/2104243378246578672"}, {"date": "2026-09-24", "source": "X", "community": "@droid", "polarity": "complaint", "text": "okay if you got a voucher for this and you already have a max plan for @droid , do not redeem it. it swapped my plan from max to pro (because i was not paying attention lmao) and now i have no more usage anymore. <strict_link>", "link": "https://twitter.com/587982527/status/2102938301447708799"}, {"date": "2026-09-22", "source": "X", "community": "@FactoryAI", "polarity": "complaint", "text": "quite disappointed with grok 4.7. till 4.8 comes up, i'm looking out for another harness which i could use. i have $100 to spend - would have gone with @factoryai but the payment issue is blocked since aug. \ni'm already on @claudeai , was excited to try @supergrok but not worth for grok 4.7, maybe its time to revisit @chatgpt codex instead.", "link": "https://twitter.com/306079362/status/2102329486775595288"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.data_privacy": {"praise": 11, "complaint": 0, "n": 11, "praiseShare": 100.0, "ci95": [74.1, 100.0], "regard": 0.544, "regardCi95": [0.521, 0.567], "salience": 2.4, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai crazy effort by the team and a big unlock for a large chunk of the world that hasn’t been able to access the frontier of coding because of their deployment requirements", "link": "https://twitter.com/1819162791351406592/status/2101263327855063167"}, {"date": "2026-09-19", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai private and air-gapped deployment makes the control plane part of the product. auditable routing across local and hosted models lets teams keep sensitive workloads inside their boundary while preserving measurable quality and cost.", "link": "https://twitter.com/39700226/status/2101265444455727159"}, {"date": "2026-09-18", "source": "X", "community": "@FactoryAI", "polarity": "praise", "text": "@factoryai the vpc option is the one that actually unblocks regulated buyers", "link": "https://twitter.com/1614226473908604934/status/2101011622252966032"}], "complaint": []}}}, "requests": {"authorWeeks": 183, "themes": [{"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 12, "posts": 12, "examples": [{"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "@droid @melvindvivas @factoryai curious to compare the harnesses. can i use my existing codex sub with droid, or would i need a separate subscription to try it out?", "link": "https://twitter.com/2066846062623518720/status/2101942678174793859"}, {"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "@droid @deepusleepy @factoryai can i bring my codex plan or it’s vía api ?", "link": "https://twitter.com/3781517712/status/2101890332640092393"}, {"agent": "factory", "date": "2026-09-20", "source": "X", "community": "@droid", "text": "@ain3sh @droid yeah, i know all about cliproxyapi... shared the first guides on setting it up. was just hoping you guys might have added it 1st party like amp since promoting it. <strict_link>", "link": "https://twitter.com/89291422/status/2101812221697499277"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 7, "posts": 7, "examples": [{"agent": "factory", "date": "2026-09-22", "source": "X", "community": "@FactoryAI", "text": "@tereza_tizkova @factoryai @droid i have been trying to ask you about deepseek 4.1 flash being offered for weeks", "link": "https://twitter.com/1258455699073441793/status/2102454686070571282"}, {"agent": "factory", "date": "2026-09-16", "source": "X", "community": "@droid", "text": "@droid when are you guys planning to introduce deepsek v4.1 flash?", "link": "https://twitter.com/1732405334487052288/status/2100221149082698170"}, {"agent": "factory", "date": "2026-09-23", "source": "X", "community": "@FactoryAI", "text": "why no deepseek v1 flash on @droid ? @factoryai", "link": "https://twitter.com/1251552496893325312/status/2102759494090674627"}]}, {"theme": "Add Muse Spark models", "criterion": "models.catalog_access", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "@factoryai thanks but can we have muse as well please? and qwen flash series?", "link": "https://twitter.com/70830663/status/2102177611451716065"}, {"agent": "factory", "date": "2026-09-20", "source": "X", "community": "@droid", "text": "i can use for example muse 1.3 spark free in open code to test out what open code harness can do - so if lets's say factory does a better job i'd like to test it out but there's no muse 1.3 spark free in droid so i'd likely stay on code or deep seek flash 4.1. how do i get hooked ?", "link": "https://twitter.com/3781517712/status/2101601490615861536"}, {"agent": "factory", "date": "2026-09-05", "source": "X", "community": "@FactoryAI", "text": "@factoryai great job on model integration; any chance you will add muse spark 1.3 in the near future ?", "link": "https://twitter.com/1612797507007877121/status/2096227746292842859"}]}, {"theme": "Official dedicated mobile app", "criterion": "surfaces.remote_mobile", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"agent": "factory", "date": "2026-09-18", "source": "X", "community": "@FactoryAI", "text": "i think droid is pretty neat, i think a metered on-demand cloud computer would be great (instead of the current flat $200 for anything in the cloud), along with a native mobile app. for what it is (industry focused coding agent) it does everything near perfectly which is why it’s top of a tier", "link": "https://twitter.com/1892774905789501441/status/2100943506449826040"}, {"agent": "factory", "date": "2026-09-14", "source": "X", "community": "@droid", "text": "@anasibnanwar @droid i mean.. if we can choose, you could build it for us 😎", "link": "https://twitter.com/1659223500417007616/status/2099640365083242518"}]}, {"theme": "Remove the 5-hour usage window", "criterion": "limits.window_interrupts_work", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "factory", "date": "2026-09-25", "source": "X", "community": "@FactoryAI", "text": "i dont get it, why isn't @factoryai removing the 5h limit? \nit s an api wrapper harness.", "link": "https://twitter.com/1834314883510226944/status/2103441639041540512"}, {"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "@droid @melvindvivas @factoryai so are you going to cancel the 5 hour limit?", "link": "https://twitter.com/714294369331707904/status/2101910616378409377"}, {"agent": "factory", "date": "2026-09-08", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai usage reset! or you can just remove the 5h window", "link": "https://twitter.com/1090325687448281093/status/2097416099201474962"}]}, {"theme": "Vision support for specific models", "criterion": "context.attachments", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai why glm 5.3 flash on droid doesn't support image modalities?", "link": "https://twitter.com/1181249614550192132/status/2104044449169072295"}, {"agent": "factory", "date": "2026-09-04", "source": "X", "community": "@FactoryAI", "text": "its crazy how its been months since image support does not work in @factoryai 's harness when using openai comptabile models, and they have still not fixed it. \njust say you dont give a fuck about users that dont pay you, simple", "link": "https://twitter.com/1579709674135621637/status/2095868117230772637"}, {"agent": "factory", "date": "2026-09-03", "source": "X", "community": "@droid", "text": "@droid why can't i use vision with glm-5.3-flash (droid core) on the factory desktop (mac)? when the model itself supports vision 🙏", "link": "https://twitter.com/1205089206701195264/status/2095354646147559507"}]}, {"theme": "Add Qwen models", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "factory", "date": "2026-09-10", "source": "X", "community": "@droid", "text": "@droid when qwen on droid？😈", "link": "https://twitter.com/1186642435365052417/status/2098032368225509769"}, {"agent": "factory", "date": "2026-09-04", "source": "X", "community": "@droid", "text": "@droid when we get qwen3.8-27b ?", "link": "https://twitter.com/2020825549367566336/status/2095911044203868248"}]}, {"theme": "Fix declined card payments and checkout failures", "criterion": "account.billing_errors", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai let your users pay you!! been stuck with a failed payment issue since august :(", "link": "https://twitter.com/306079362/status/2104243378246578672"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "factory droid has some of the worst usage limits that i've ever encountered. i like it as a harness but the usage limits are absolutely terrible @factoryai", "link": "https://twitter.com/1910134991138459648/status/2102116515285754324"}, {"agent": "factory", "date": "2026-09-18", "source": "X", "community": "@FactoryAI", "text": "@droid @theterrancex @factoryai icrease 20 dolar and all plan limits, especially droid core limits", "link": "https://twitter.com/1896160400716267520/status/2101087661503152393"}, {"agent": "factory", "date": "2026-09-22", "source": "X", "community": "@droid", "text": "@droid if only limits were better but its solid.", "link": "https://twitter.com/2007912122043568128/status/2102495905077461272"}]}, {"theme": "Linux desktop app and support", "criterion": "setup.install_signin", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"agent": "factory", "date": "2026-09-22", "source": "X", "community": "@FactoryAI", "text": "@factoryai \nany plans for a linux / omarchy desktop release? i love the desktop app but am on omarchy :(", "link": "https://twitter.com/1683371095595057152/status/2102469461366411572"}, {"agent": "factory", "date": "2026-09-08", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai ubuntu app", "link": "https://twitter.com/1982985165040431106/status/2097327584875098610"}]}, {"theme": "Pin, sort and hide models in picker", "criterion": "ui.display_settings", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@droid", "text": "the latest version of droid seems to place the recently used models at the top. after the recently used models are at the top, the custom list below no longer has the names of these models, which i find a bit counterintuitive. at first, i couldn't find the model i used and was a bit confused. later, i found it at the top, hahaha @droid", "link": "https://twitter.com/1889310672368095232/status/2104031932074107173"}, {"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@FactoryAI", "text": "okay until the update today it didn’t show up for me, but i also only use cli so the model selector is a little different. if i could off a suggestion, i would like to see 2 columns and you can just tab between the two and one side is dedicated to all the droid core models, would help me see them a lot easier and then maybe a third for the custom models you add", "link": "https://twitter.com/587982527/status/2103960664452546913"}, {"agent": "factory", "date": "2026-09-23", "source": "X", "community": "@FactoryAI", "text": "@ain3sh @itscynnamoroll @factoryai @namespacelabs on the list of the models, my favorite models should be on the top of the list pinned…", "link": "https://twitter.com/17719163/status/2102715691531206957"}]}, {"theme": "Escalation rate metric for routing", "criterion": "models.routing_auto", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "factory", "date": "2026-09-24", "source": "X", "community": "@FactoryAI", "text": "@factoryai a useful routing metric is the escalation rate alongside savings. track quality, latency, cost, and how often a request had to move to a stronger model—otherwise “cheaper” can hide a downgrade.", "link": "https://twitter.com/2068128107987632128/status/2103196343137440231"}, {"agent": "factory", "date": "2026-09-24", "source": "X", "community": "@FactoryAI", "text": "@factoryai the companion number i'd want next to that, especially at 4x volume: the escalation rate. if savings grew while the escalation rate held flat, that's real routing; if the router just escalates less, that's a downgrade with a nice chart.", "link": "https://twitter.com/1588935512135720961/status/2103177541347659985"}, {"agent": "factory", "date": "2026-09-24", "source": "X", "community": "@FactoryAI", "text": "@factoryai need the escalation rate next to that 63%", "link": "https://twitter.com/1811332417099055105/status/2103203886907732386"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 74, "negative": 24, "positiveShare": 75.5, "ci95": [66.1, 83.0]}, {"week": "2026-09-07", "positive": 42, "negative": 37, "positiveShare": 53.2, "ci95": [42.3, 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"rawPositiveShare": 64.4, "rawCi95": [60.5, 68.1], "value": 0.561, "ci95": [0.544, 0.577]}, "score": {"value": 35.3, "ci95": [34.7, 35.8]}, "ranking": {"rank": 12, "rankRange": [11, 12]}, "criteria": {"paying": {"praise": 59, "complaint": 76, "n": 135, "praiseShare": 43.7, "ci95": [35.6, 52.1], "regard": 0.569, "regardCi95": [0.53, 0.606], "salience": 22.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ben_rapaport @ampcode yeah, been risking it since april via pi plugin and cliproxyapi without issues.", "link": "https://twitter.com/89291422/status/2104021496079560919"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@art049 @ampcode ! bring your own gpt sub. mobile and mac app are great", "link": "https://twitter.com/971761/status/2104076476350173509"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "amp usage (basically llms).\nmy orbs doesnt hit too much, often 10% every month. i am prob using it less then i should but i am struggling to find ways to use them more haha (it's already pretty good for my workflow)\ni wouldn't mind paying like $125 for a reset with less usage (without changing my recurring cycle).\npretty much for emergencies.\nfor example, happening right now: i have something i need to finish and would love to use claude opus 5.5, even tho i have my subscription, i don't want to work locally, i would rather use my amp workflow as usual then spawning a claude code or things like that, feels like a setback.\ncodex for now is doing the trick when i need it.\nproblem is i want to ", "link": "https://twitter.com/2931128860/status/2104312520639176711"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "wait a second. if @ampcode is working with @ollama at a 20 usd subscripribtion you are getting @ampcode for 20 usd with @ollama. can you please start listening to @sqs - he is shouting it into your face !!! @ariesthecoder <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2103933052162548024"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@simonbs you should check out @ampcode - i believe their orbs have macos support now and you can just bring your existing openai subscription! it’s a great platform", "link": "https://twitter.com/971761/status/2103972691749613858"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@anthropicai set opus 5.5 free, i wanna use my sub in @ampcode .", "link": "https://twitter.com/1541582568029831169/status/2104046097211720023"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode create a purchasable reset button &lt;3", "link": "https://twitter.com/2931128860/status/2104200521477501280"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode @sqs @thorstenball the cheaper model thing is real for me. flash model on a refactor did 4 extra tool loops fixing its own edit and the bill went up. do the orbs evals show that or just latency?", "link": "https://twitter.com/1835841692852682752/status/2104230660105781726"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "hey @ampcode slight bug with the usage graph thingy. starts breaking if you use 200 threads in a day. there was maybe 30 on saturday the rest is all sunday and literally spilling out onto the saturday box lol <strict_link>", "link": "https://twitter.com/2095743155312467968/status/2104268844986671135"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode thanks, this seems like exactly what i was looking! i only wish i could connect multiple chatgpt subscriptions and my claude subscriptions. in fact, i would expect it to just use those i'm already logged in with on the runner. other than that, it's great!", "link": "https://twitter.com/36411940/status/2103820854769451272"}]}}, "setup": {"praise": 47, "complaint": 59, "n": 106, "praiseShare": 44.3, "ci95": [35.2, 53.8], "regard": 0.528, "regardCi95": [0.489, 0.564], "salience": 17.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@benvargas @ampcode local always on was the pain. custom url via orbs is the kind of shortcut that sticks.", "link": "https://twitter.com/1502677575776149504/status/2104182819664593107"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@bedesqui @catalinmpit @t3dotcodes @ampcode you can wire claude code into amp ui directly btw (this thread is running in cc) <strict_link>", "link": "https://twitter.com/3064259332/status/2103785310685647344"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode @ollama fantastic decision. that was one of the final jigsaw pieces for me. 🫡", "link": "https://twitter.com/1590702228234391552/status/2103868668400775310"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "first experience with @ampcode\ni feel care that have been put into this app, everything feels polished!\nsimple to the point onboarding as well, starting from landing page where i can quickly watch few videos of in action use to understand what i am getting into before i even sign up\ngoing to be my main agent interface along with claude code for the near time", "link": "https://twitter.com/1806712189757382656/status/2103900042218365057"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@stephenhaney @ampcode @paper ignore by other post with issue (spamming longer and it went through) \ni have gotten it to work at the end, seems that amp can support webmcp\nbig thank you <strict_link>", "link": "https://twitter.com/1806712189757382656/status/2103919135994581227"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode fresh workers still drop mid-auth state", "link": "https://twitter.com/27319585/status/2104269838072091095"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode, how is the slack bot supposed to work? i know one of the examples is \"make a group dm with me and name\", but that just doesn't work? it seems to only send dm's as my own user, which is very hard to interact with.\ni'm on a slack enterprise workspace if that matters.", "link": "https://twitter.com/2095743155312467968/status/2103658167469293873"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode amp can't be backed by the local codex cli or claude, right? i wish someone would do that. essentially a web orchestration layer on top of my clis.", "link": "https://twitter.com/36411940/status/2103851323238297984"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode oauth consoles still demand the human hop", "link": "https://twitter.com/27319585/status/2103874472377811135"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode 2fa still needs the jump desktop handoff", "link": "https://twitter.com/27319585/status/2103876643601445186"}]}}, "models": {"praise": 23, "complaint": 22, "n": 45, "praiseShare": 51.1, "ci95": [37.0, 65.0], "regard": 0.539, "regardCi95": [0.51, 0.569], "salience": 7.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "it's incredible how you can just run @ampcode in a medium gpt mode and then, if you need a little more \"juju\", can pull in any other model to help out.. <strict_link>", "link": "https://twitter.com/5408192/status/2104110093218316753"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sellsy @ampcode for me it gives me all of the models and labs (including glm and deepseek) in one ui. the amp team have very good taste, ship very fast and are building things that i need as a dev like shared skills, a very easy way to connect to local runners, etc. it took me a while to get it!", "link": "https://twitter.com/9111552/status/2103455738878140534"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@leuler2718 @ampcode @synthetic_new i haven't noticed any degraded performance with gpt models in amp, no. i think that was a characteristic of older codex models.", "link": "https://twitter.com/1637683046395592705/status/2103058329194856588"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "to be honest, i have used codex, claude code, pi, droid, etc. at least for now, amp is the most suitable for my own scenario. their software has been meticulously designed for consistency (iphone, mac, cli), low, medium, high, ultra meet my expectations for task handling (i have gpt, claude, ds flash models). this design allows me to switch between the models i want at will (especially now that models often degrade in intelligence). the thread design is also very good, allowing me to switch between different computers freely. these are not the most important; mainly, the software they produce is very thoughtful, and using it is always a delight 😆.", "link": "https://twitter.com/9989132/status/2103111674492551519"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "model routing is one of my favorite @ampcode features. i just hope that anthropic and google come into their senses and allow their respective models to be used over oauth.", "link": "https://twitter.com/2090734054928687104/status/2102696668944912715"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "amp usage (basically llms).\nmy orbs doesnt hit too much, often 10% every month. i am prob using it less then i should but i am struggling to find ways to use them more haha (it's already pretty good for my workflow)\ni wouldn't mind paying like $125 for a reset with less usage (without changing my recurring cycle).\npretty much for emergencies.\nfor example, happening right now: i have something i need to finish and would love to use claude opus 5.5, even tho i have my subscription, i don't want to work locally, i would rather use my amp workflow as usual then spawning a claude code or things like that, feels like a setback.\ncodex for now is doing the trick when i need it.\nproblem is i want to ", "link": "https://twitter.com/2931128860/status/2104312520639176711"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@benvargas @ampcode solid stack. that routing setup is doing a lot of work though. one server-side flag change and half your agents reroute without asking.", "link": "https://twitter.com/1656373234647048192/status/2103698212087353406"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@wendell_adriel i'm in the exact same boat. i haven't used sol at all in the last week after using opus 5.5 for a few tasks. i'm primarily using @ampcode, and i find myself dealing with the experimental external agent feature just for opus.", "link": "https://twitter.com/10604/status/2103904355766407327"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "hey @thorstenball, quick question: what's the story with illustrator in @ampcode? my agent tried to use it for an architecture diagram, but got told it isn't enabled for my account. is it a future feature, or have i missed something? painter came to the rescue in the meantime! <strict_link>", "link": "https://twitter.com/1999233079202975744/status/2103374282629980261"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode this feels like the optimal setup, but i'm curious if you've had experience with opus 5.5 as the coordinator as well?\nthere's so many model + effort combos now, plus models are getting more and more powerful, that i just want one config that works 90% of the time 😅", "link": "https://twitter.com/2059667636758491136/status/2103149063214604662"}]}}, "context": {"praise": 19, "complaint": 13, "n": 32, "praiseShare": 59.4, "ci95": [42.3, 74.5], "regard": 0.525, "regardCi95": [0.499, 0.547], "salience": 5.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ileppane @ampcode i use it bare. i just added some global agents like how i want it to respond and some reusable stuff across projects but overall it's bare :)", "link": "https://twitter.com/1705384263867379712/status/2104065142564749714"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode i understand. it is just as easy to spin up a bigger thread to continue the work.", "link": "https://twitter.com/1535774830225944576/status/2102937024726769849"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@kentcdodds @bot come to think of it, all the agentic tools i use the most, @ampcode @bot and some hermes, all of them abstract compaction away, and i have continuous sessions with all 3, and no dumb zones", "link": "https://twitter.com/33135576/status/2103020461017977219"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "my absolutely favorite new @ampcode feature: recaps! \namp gives you a summary of what happened in the thread if you have been away for a while. \nplease more features that help me make sense of these dozens and dozens of agents! <strict_link>", "link": "https://twitter.com/631332723/status/2100484614838263984"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@levifig @ldt0545 @ampcode same 5h wall. i stopped hopping uis and put the agent on my desktop so the notes/skills stay put when i swap models.", "link": "https://twitter.com/2074942490466033664/status/2100625965072216288"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@solllin @ampcode the harness gap is real. we built a tracer for exactly this: watching drift accumulate across sessions until the agent was effectively operating on a hallucinated codebase.", "link": "https://twitter.com/2074234098864816128/status/2104114241443639622"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball @ampcode is that live or are you working on it? if it’s live, the model doesn’t seem to know to use if!", "link": "https://twitter.com/5444392/status/2103702725733294250"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode curious why amp doesn't have any question/answer tools the model can use. having instances where the modal outputs a big explanation then in the last sentence: may i do that?\ni sometimes miss that it's asking at all! a ui question tool would make that al ot more obvious.", "link": "https://twitter.com/5444392/status/2103600382303944750"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "mainly when i throw in a new idea, hand it a design mockup, or ask it to refactor something big, it tends to make a mess. breaks things, ignores instructions. these are problems most harness solved earlier this year, but amp's harness hasn't caught up.\nalso, no plan mode. for larger tasks the model still needs to plan before it acts. amp has oracle but it wasn't enough, i ended up writing my own planning skill to compensate. cc handles this natively(although they said they will remove it, and i don't know why,but actually, i think the claude code ultra plan is a great idea. maybe they should just remove plan mode and then keep the ultra plan,but they just removed the ultra plan feature).\nui ", "link": "https://twitter.com/1592160489965948933/status/2103099981473382778"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @friendsa0618 @ampcode hi @sqs, an update: qwen3.8-max xhigh is now working properly under the openai compatible interface, but there are still issues with the thinking budget limit when using the anthropic interface. additionally, i found that the context window has changed to <zip_code> tokens, and i hope the team can help investigate this. <strict_link>", "link": "https://twitter.com/2094731378797821952/status/2101842423114858860"}]}}, "work": {"praise": 119, "complaint": 39, "n": 158, "praiseShare": 75.3, "ci95": [68.0, 81.4], "regard": 0.597, "regardCi95": [0.566, 0.627], "salience": 26.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "first i didn't know how to use git worktrees\nthen i had @ampcode orbs and didn't need to know how to use git worktrees.", "link": "https://twitter.com/89691524/status/2104148649160962391"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@simonbs @ampcode its good, right? the other good part is running threads in orbs (ad-hoc vms) and i think it follows from there, that llm provider stuff is mainly handled at a level above each node\nyou can ask the agent to hand off work to any local cli and ask it to use your shared tmux session", "link": "https://twitter.com/132882990/status/2103833633802842583"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i just did something that i wasn't aware it was possible using @ampcode .\ni had an idea on how to improve bug fixes. since everything now runs on an orb (their vm system), i thought:\n\"it would be so cool if amp was my \"support team\"\"\"\nso, i asked it to build. since we have a very good tracing system, we can check pretty much everything the user do, so we added an \"send bug report\" (the user allows us to see the last 10 minutes of his actions, there's a checkbox for that) and when he sends, it automatically creates an github issue, that by itself spawns an orb that starts checking what happened right away, if it needs an fix, it creates it and submit as a pr (and link it to the github issue) ", "link": "https://twitter.com/2931128860/status/2103847911725404390"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "amazing 🤩\nfor more context: have a fleet skill that let's the agents relay my home devices through raspberry pi when they need to test things on devices with no reliable simulator runtime like roku, samsung tizen & lg webos tvs 🫠\na bit niche use-case but think it'd be useful for mobile as well... only reason i got a mac-mini instead of linux devbox is apple simulators 😔", "link": "https://twitter.com/1125366224664322049/status/2103858145101500803"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@homborg @ampcode ah, got it. so if i use my own machine as a runner, there are no orbs in play, but i can delegate to either my runner or orbs. that makes sense. i really like the flexibility of amp.", "link": "https://twitter.com/36411940/status/2103873967081877720"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball @ampcode i have a skill to address pr feedback and the model usually asks me in text “may i continue?” seems like that’s a perfect place to give the user a ui element", "link": "https://twitter.com/5444392/status/2103705622650978634"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball @ampcode probably! curious that i never see the modal use the choice tool is all", "link": "https://twitter.com/5444392/status/2103706972151587097"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "anyone using @ampcode to write blog posts? \ngetting very mixed results so far so curious about your process.", "link": "https://twitter.com/881577286927036416/status/2103824362746859692"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jkudish @ampcode glm models are like gemini models. they just exist. they have claims, and they don’t work in the real world.", "link": "https://twitter.com/137626804/status/2103381866736755000"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@rom1_pellerin @cognition @ampcode @omnigent_ai @superset_sh @paulgauthier agree. multi-agent without a final decision owner just multiplies confident wrong answers. someone has to ship the call.", "link": "https://twitter.com/2092975354138804224/status/2103383441173590219"}]}}, "checking": {"praise": 4, "complaint": 7, "n": 11, "praiseShare": 36.4, "ci95": [15.2, 64.6], "regard": 0.492, "regardCi95": [0.475, 0.508], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@adamwathan wrote an @ampcode plugin that checks if an llm’s code output follows the spec i give it. it checks against specific verification criteria and claims. it’s already caught some stuff for me", "link": "https://twitter.com/33135576/status/2101006859314561178"}, {"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "`amp sync` is yet another awesome addition from @ampcode - lets you (temporarily) sync changes from a thread to your machine and deletes them when you exit. great for review in your preferred diff tool.", "link": "https://twitter.com/1491081/status/2098282433674092676"}, {"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@jtaby @sethmills21 we use @ampcode, which has solutions to both:\n* their cloud agents can rpc to a local mac to build and report back (we do this for our ios app)\n* they have a built-in diff viewer/commenter and multiplayer for other team members\nother cloud agents might have this solved too?", "link": "https://twitter.com/1183203638/status/2095596826544259359"}, {"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i simply don't review every diff like that anymore. i rely on deep planning ahead of time and a multi-panel agent review against various criteria like security performance and adherence to the specs that i provide. when an implementation is ready, i probe it with pointed questions about how something works until i'm satisfied.", "link": "https://twitter.com/33135576/status/2095241802362273842"}, {"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@genaiupstart @ampcode oh and lots of automated and manual testing too!", "link": "https://twitter.com/33135576/status/2095241864815296963"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@badlogicgames i think this is something which is missing from all ai tools like @opencode desktop and @ampcode \ni want to review/read the code with lsp and code navigation. \nall of them just shows git diff only", "link": "https://twitter.com/1158785224299335680/status/2103409717959705080"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode the changes tab on very large repos gets weirdly out of sync showing like 80k+ changes or something.\nsometimes running git pull or other commands fix it, other times get worse. i think it needs some way to refresh on the ui.\ncould also be comparing wrong commit", "link": "https://twitter.com/1857935142670450688/status/2103610446720942394"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@beyang @sqs @ampcode you're not offering that, but i don't mind beta testing. :)\nthis one bugs me a lot in a certain huge ass monorepo", "link": "https://twitter.com/1857935142670450688/status/2103615119880224923"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "orbs are genuinely great. but on the same claude model, harder tasks drifted noticeably more than in claude code. more guessing, more needing me to steer it back. feels like a harness gap.\nand after a few days i realized i had no idea what was actually happening in my codebase. the \"agent runs while you're away\" model is amazing when it works, but when the agent isn't reliable enough, it just becomes a loss of control. claude code can handle long-running tasks on its own, and it doesn't claim it did something when it actually didn't.", "link": "https://twitter.com/1592160489965948933/status/2103097279691571704"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode two orbs failed after repo setup and stayed falsely marked “working” with only the initial prompt. new orbs work. reports: amp_bug_117zlbip34ctcroa9dxicj, amp_bug_3yxotzmz34o6nzemaerqgs\nlove, \npuck", "link": "https://twitter.com/22063104/status/2103128473116045612"}]}}, "interface": {"praise": 99, "complaint": 77, "n": 176, "praiseShare": 56.2, "ci95": [48.9, 63.4], "regard": 0.556, "regardCi95": [0.525, 0.59], "salience": 29.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@art049 @ampcode ! bring your own gpt sub. mobile and mac app are great", "link": "https://twitter.com/971761/status/2104076476350173509"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ariesthecoder @ampcode @ollama fantastic. thanks for the insight. will do more projects where i don't need the mission views.", "link": "https://twitter.com/1590702228234391552/status/2104122342981128653"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "claude projcets is converting everyone to the @ampcode orb way <strict_link>", "link": "https://twitter.com/132882990/status/2104147861302563096"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "lol wtf @ampcode's real-time chat composer sync is smoother than slack lol\nit's the only app i've used where sync actually works reliably\nthis is how ai should be used. they're still putting a lot of thought and care into the product", "link": "https://twitter.com/2064081082308599808/status/2104218934522290617"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ampcode @sqs @thorsten same. once the agent box could run tests i stopped trusting my laptop. brew bumped node and local npm test died on engines while the remote env was still on 20.", "link": "https://twitter.com/1835841692852682752/status/2104253086826926496"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @purefunctor @ampcode this was a little too bad for me especially on mobile.\ni made a plugin that uses the agent sdk and streams html-readable conversation in a portal to monitor claude (screenshots etc)\nthe amp thread acts as a sidekick which can steer the claude subagent.\nanthrophic tos sucks <strict_link>", "link": "https://twitter.com/3852971/status/2104007337744953740"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode, i miss the press and hold action on \"ship\" - nothing important but just letting you know in case this was unintentional", "link": "https://twitter.com/38651218/status/2104333581762146660"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": ".@sqs @ampcode can we get per user orb defaults instead of per org?", "link": "https://twitter.com/475271251/status/2103692025644077443"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode it would be nice if model selection was ordered by used most often. i often find myself switching between a couple of models but having to scroll through all of the options. this in all uis", "link": "https://twitter.com/188892343/status/2103868071928897983"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "spent a week in the yucatan using @ampcode on my iphone. no cell, wifi in one room. orbs were great. only complaint is with the ux. copying text was difficult, puck kept closing every time i went to another app, and the widget bar at the top of the project chat was fiddly.", "link": "https://twitter.com/610281461/status/2103902448830070922"}]}}, "reliability": {"praise": 12, "complaint": 62, "n": 74, "praiseShare": 16.2, "ci95": [9.5, 26.2], "regard": 0.49, "regardCi95": [0.452, 0.526], "salience": 12.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ampcode team is shipping. i get like 5 relaunch to update per day. and the experience keeps getting better and better.\ni know orbs and runners are kinda competing products, but would like to have feature parity between them with browser use and everything else.", "link": "https://twitter.com/1993188300719636485/status/2103833810978902137"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @purefunctor @ampcode i’ve never opened amp as fast as i just did", "link": "https://twitter.com/1443430538/status/2102751907387498733"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode wow!! so quick! i'll give it a shot! you're amazing @sqs", "link": "https://twitter.com/268615009/status/2102838747721277472"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "nice little popup with auto retry on @ampcode <strict_link>", "link": "https://twitter.com/85549810/status/2100910929047162890"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@rockorager @ampcode so quick, i left my desk for less than five minutes and it was back up 👍", "link": "https://twitter.com/33135576/status/2101085551021654105"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@benvargas @fastchicken @ampcode i set that up too, when i however have too many concurrent claude requests going on it starts giving me errors, do you have issues with that?", "link": "https://twitter.com/2416367251/status/2103773774084550768"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@yjsoon @ampcode not just you. we just updated our status page at <strict_link>. seems chatgpt is having some broader issues.", "link": "https://twitter.com/1369860113423609866/status/2103621110655004860"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ianlandsman @ampcode i will try tailscale as well, curious how that fits together. but it would be great if portals would be fast and usable. what causes the slowness here? it's one of the main things that's keeping me from moving everything to amp.", "link": "https://twitter.com/1330980620617601026/status/2103028237299290550"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode some of the speed difference might be slowness in amp from routing through my chatgpt subscription", "link": "https://twitter.com/132882990/status/2103057206040261029"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @shavsycle @ampcode since here, can you also check iterm2 nested scroll issue? there's 7mo old post on reddit about this. for me the bug is repeatable with starting new puck thread.", "link": "https://twitter.com/1089515309122367489/status/2102847742557196497"}]}}, "account": {"praise": 28, "complaint": 14, "n": 42, "praiseShare": 66.7, "ci95": [51.6, 79.0], "regard": 0.641, "regardCi95": [0.601, 0.677], "salience": 7.0, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "friends at @ampcode, is there a way to opt out of receiving free credits?\nyou guys resolving the bugs means a lot more than credits. <strict_link>", "link": "https://twitter.com/1089515309122367489/status/2103360810378752178"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i got $30 in credits from @ampcode today because an image &gt; 30mb killed a claude thread and orbs weren't working for about 5 minutes!\nproactive - they just emailed to let me know. if i ever launch a successful product again, this is how i want to treat customers. &lt;3", "link": "https://twitter.com/9111552/status/2103093438988321082"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@iannuttall @ampcode the fact they hit you up first instead of waiting for you to notice is wild. most companies just go radio silent when stuff breaks", "link": "https://twitter.com/1811356104083083264/status/2103095021352468765"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "mainly when i throw in a new idea, hand it a design mockup, or ask it to refactor something big, it tends to make a mess. breaks things, ignores instructions. these are problems most harness solved earlier this year, but amp's harness hasn't caught up.\nalso, no plan mode. for larger tasks the model still needs to plan before it acts. amp has oracle but it wasn't enough, i ended up writing my own planning skill to compensate. cc handles this natively(although they said they will remove it, and i don't know why,but actually, i think the claude code ultra plan is a great idea. maybe they should just remove plan mode and then keep the ultra plan,but they just removed the ultra plan feature).\nui ", "link": "https://twitter.com/1592160489965948933/status/2103099981473382778"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@iannuttall @ampcode the credit is nice, but knowing you were affected before you filed a ticket is the impressive part. did their email mention your failed image, or was it a broader incident note?", "link": "https://twitter.com/2065822065710817280/status/2103109435468193823"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "would be cool if we could see our previous bug reports here @ampcode \nsometimes i can't remember if i filed something already, or i wanna add more detail, or even just have the bug id. <strict_link>", "link": "https://twitter.com/33135576/status/2103636986116681898"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@benvargas @ampcode are folks getting bans with this or is it pretty safe…? 😅🫣", "link": "https://twitter.com/7841602/status/2103841399347331477"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@priyashpatil @ampcode @sqs wait, you guys are getting free credits? 😄\ni’ve reported plenty of bugs to amp and somehow never got any.\n<email_address> — time to restore justice 😅", "link": "https://twitter.com/1954974932267388928/status/2103459437931548833"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "no idea why, but i made a new sqs at <strict_link> meta account for meta model ai for @ampcode and now it's permanently deleted and banned. can anyone at meta help unban it?\n(other people on the team have access, so not urgent.) <strict_link>", "link": "https://twitter.com/784008/status/2102747736445771786"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode happened to us as well.\nwe gave up on support and about to setup new accounts.\nseems like very common issue.", "link": "https://twitter.com/1089515309122367489/status/2102754710373691815"}]}}, "limits.plan_value": {"praise": 21, "complaint": 20, "n": 41, "praiseShare": 51.2, "ci95": [36.5, 65.7], "regard": 0.521, "regardCi95": [0.493, 0.551], "salience": 6.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "amp usage (basically llms).\nmy orbs doesnt hit too much, often 10% every month. i am prob using it less then i should but i am struggling to find ways to use them more haha (it's already pretty good for my workflow)\ni wouldn't mind paying like $125 for a reset with less usage (without changing my recurring cycle).\npretty much for emergencies.\nfor example, happening right now: i have something i need to finish and would love to use claude opus 5.5", "link": "https://twitter.com/2931128860/status/2104312520639176711"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i love that we now have @harrystuck77 on the bandwagon. \nif you haven't played with @ampcode yet, then @ampcode + @ollama @ $20usd is perfect for you.\nhow i use ampcode for my small projects: \n- cloud hosted codebase on gh.\n- orbs monitor gh issues for when my team creates them\n- puck treated on the same level as my infra guys for simple tasks.\n- projects hosted on vercel.\n- ci/cd to publish main.", "link": "https://twitter.com/1898512810272763904/status/2103973089122116055"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "glm 5.3 is still an underrated model, and super generous limits on <strict_link> plans. i use it as my workhorse in @ampcode", "link": "https://twitter.com/33135576/status/2103352420562792831"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jackellis @jkudish @ampcode ah man no, this is crazy. subs are already expensive $200 in api will last you barely one day", "link": "https://twitter.com/1711344780859613184/status/2103342953075028393"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jackellis @jkudish @ampcode i run whole content system with ai, it’s not worth switching to api", "link": "https://twitter.com/1711344780859613184/status/2103343056561074313"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@codermatt @sqs @ampcode a one click “put these changes on a bigger orb” would do the trick. i’ve bumped my default up to medium because every project i have kills the small!", "link": "https://twitter.com/9111552/status/2103370105505943560"}]}}, "limits.window_interrupts_work": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.504, "regardCi95": [0.491, 0.522], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-12", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "orchestrate it's the only solution. astra and fable are so much better than cheaper option that you don't have a choice but to use them if you want the best. but model like luna are really cheap and capable but to dumb to work alone. the solution i use is to have luna work as an agent and astra xhigh to give directions and review work when luna is overwhelmed. i do it's through amp with a personalized agent.md it's been great so far. and since th", "link": "https://www.reddit.com/r/codex/comments/1wdwy5r/what_are_your_best_alternatives_to_codex/p99uqjz/"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ldt0545 5h limits (claude) and not being able to use my subscription in @ampcode… i do use grok alongside gpt.\noh, and codex ui &gt; claude code and (never thought i'd say this!) on par or maybe already better than cursor's!", "link": "https://twitter.com/7841602/status/2100612217922035971"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@levifig @ldt0545 @ampcode same 5h wall. i stopped hopping uis and put the agent on my desktop so the notes/skills stay put when i swap models.", "link": "https://twitter.com/2074942490466033664/status/2100625965072216288"}, {"date": "2026-09-08", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode it hits hard when you forget to change the back to 'medium' after checking out astra in 'high' - i started of 3 orbs and hit the 5 hour limit twice within a space of minutes only to realise, a bit late though, that astra was the reason. \ni have changed the 'high' mode to use sol. waiting to see what will happen when the orbs restart.", "link": "https://twitter.com/38651218/status/2097467694413226154"}]}}, "limits.burn_rate": {"praise": 4, "complaint": 17, "n": 21, "praiseShare": 19.0, "ci95": [7.7, 40.0], "regard": 0.501, "regardCi95": [0.477, 0.528], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i got so scared of running out of limit with codex that using opus 5.5 and not looking at the ridiculous drain on my usage is such a relief.\nusing it in @ampcode with fast mode enabled and everything is going so good", "link": "https://twitter.com/2931128860/status/2102567936904826896"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i am convinced that for some reason the chatgpt desktop app chews tokens because i've been rolling @ampcode all afternoon with sol/astra and have only used like 4% from 50% starting.\nsomething is sussy but i guess this is why i prefer using ampcode more and more everyday.", "link": "https://twitter.com/22610703/status/2099432538146254876"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "sol consumes more than astra according to their benchmarks. astra orchestrating luna xhigh is the most you can squeeze out of the sub. usage of the sub through @ampcode goes almost as long but way higher quality than luna, they have some secret sauce. \nastra medium is the third best for out of the box task completed vs sub consumed.", "link": "https://twitter.com/4186365072/status/2099541807998603771"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode @sqs @thorstenball the cheaper model thing is real for me. flash model on a refactor did 4 extra tool loops fixing its own edit and the bill went up. do the orbs evals show that or just latency?", "link": "https://twitter.com/1835841692852682752/status/2104230660105781726"}, {"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "the lead + subagents setup is the first agent workflow that actually mirrors how real teams work. i tried one big agent doing everything and it just thrashed context between tasks. splitting orchestration from execution is what made it click. ngl the cost of 3 orbs is still making me wince though.", "link": "https://twitter.com/1085377722237546504/status/2102372946790514884"}, {"date": "2026-09-20", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode @vercel seat-exempt is the easy part. the ai committer on this account once pushed 114 commits in a day, most of them buying a minute of build time just to decide nothing should build. it's the meter that gets you.", "link": "https://twitter.com/2013029907966599169/status/2101641357253062918"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.496, "regardCi95": [0.49, 0.5], "salience": 0.5, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thesammykins @connorado @ampcode absolutely cooked and the auto upgrades", "link": "https://twitter.com/51510563/status/2100753816907850149"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@hisham @ampcode yeah they paused 20x plans - very annoying", "link": "https://twitter.com/33135576/status/2100797866088558999"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@emrecoklar @joedevon @ampcode that may or may not be true but the absolute amount of usage available to subscribers has been drastically cut. \nwith no change to the cost.", "link": "https://twitter.com/2224151434/status/2099548194141016550"}]}}, "limits.reset_schedule": {"praise": 4, "complaint": 2, "n": 6, "praiseShare": 66.7, "ci95": [30.0, 90.3], "regard": 0.52, "regardCi95": [0.501, 0.543], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@amorriscode thank you my friends at @claudeai and also thanks for the banked reset option!!! love it\ni had cancelled my claude subscription a few weeks ago, now gonna hop right back in \nalso if possible pls do push to allow using claude sub in @ampcode it’ll be amazing if made possible", "link": "https://twitter.com/1940807256377118724/status/2102439014490071288"}, {"date": "2026-09-10", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@camden_cheek @ampcode thanks for reset. appreciate it.", "link": "https://twitter.com/38651218/status/2097869362426441919"}, {"date": "2026-09-01", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "this is why i totally support @ampcode out and loud.\nthey tried everything they could, the problem was around gcp infra, not theirs.\nthey will still issue monthly usage resets to those affected.\nthis is awesome and i really appreciate the work you all have been doing. <strict_link>", "link": "https://twitter.com/2931128860/status/2094876670586974591"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode create a purchasable reset button &lt;3", "link": "https://twitter.com/2931128860/status/2104200521477501280"}, {"date": "2026-09-07", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@dringrayson @ampcode @openai @anthropicai @zai_org @kimi_moonshot yes burned two resets and working on the third", "link": "https://twitter.com/51510563/status/2096880824335351840"}]}}, "limits.usage_meter": {"praise": 6, "complaint": 3, "n": 9, "praiseShare": 66.7, "ci95": [35.4, 87.9], "regard": 0.549, "regardCi95": [0.513, 0.586], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "my pet peeve right now is \"ask ai\" features on ai providers that don't tell me about my usages. please follow @ampcode on how to do your own puck.", "link": "https://twitter.com/913700214183124995/status/2103360003914818025"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@brianevanmiller @ampcode i think that's the most nicely distributed orb chart i've ever seen", "link": "https://twitter.com/1369860113423609866/status/2103228181197299934"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "gotta love @ampcode 's usage graph... 😍 <strict_link>", "link": "https://twitter.com/2062509956574650368/status/2103237817073565750"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "hey @ampcode slight bug with the usage graph thingy. starts breaking if you use 200 threads in a day. there was maybe 30 on saturday the rest is all sunday and literally spilling out onto the saturday box lol <strict_link>", "link": "https://twitter.com/2095743155312467968/status/2104268844986671135"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode chatgpt extra usage credits. yes, puck did give me token usage for a thread. it didn't know what that translated to in credits, so i pointed it to openai's pricing table and then it gave me an estimate. my idea is for puck to just have that info from the start. minor qol thing.", "link": "https://twitter.com/2937634927/status/2101020248187261199"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode i'm hitting usage limits and curious how many credits i plausibly would need to buy. could you report number of credits used for threads? puck didn't know how to do this until i pointed it to openai's pricing table at <strict_link>.", "link": "https://twitter.com/2937634927/status/2100702502626918718"}]}}, "limits.prompt_cache": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.501, "regardCi95": [0.492, 0.508], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-08", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@codermatt @ampcode hey! we have compaction for all threads, so technically you can just continue using one thread. but we highly highly recommend using one thread per \"task\": one bug, one feature, one investigation, and so on. \n(133k input tokens isn't that much and great that caching works)", "link": "https://twitter.com/414333187/status/2097280269963120734"}, {"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@khoiracle @cursor_ai @ampcode the unlock is detached state, not raw parallelism: each run keeps its own env and you review async. cost only holds if the harness caches context per session - with fable 5.1 cache reads at ~$0.25/mtok, the vms stop being the expensive part.", "link": "https://twitter.com/1864704498112897024/status/2095134037434073485"}], "complaint": [{"date": "2026-09-07", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "sometimes i come back to a thread after a long time and know the cost of resuming due to cache busting will be high. would be neat to be able to force compaction or resume from a summary @ampcode <strict_link>", "link": "https://twitter.com/33135576/status/2096802985645134185"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-15", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@csinco @ampcode getting this error: web search failed with status 400: {\"ok\":false,\"error\":{\"code\":\"insufficient-credits\",\"message\":\"out of credits\"}}", "link": "https://twitter.com/1879194803700670464/status/2099858918445076854"}, {"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode token subsidies without a spend gate are the intern with the aws key. last silent 200 i had still billed the retry. when a user blows the economy cap, do you kill the next tool call, or only show the bill?", "link": "https://twitter.com/23482267/status/2094990600991121438"}]}}, "billing.pricing_clarity": {"praise": 0, "complaint": 5, "n": 5, "praiseShare": 0.0, "ci95": [-0.0, 43.4], "regard": 0.493, "regardCi95": [0.487, 0.499], "salience": 0.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode @vercel git blame shouldn't need a purchase order.", "link": "https://twitter.com/2101578153378684928/status/2101646594940780783"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@csinco @ampcode just an upselling strategy", "link": "https://twitter.com/24035693/status/2099324079375306816"}, {"date": "2026-09-06", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@romainlanz @ampcode hey there, we don't show the monthly $20 for megawatt there (since it just shows threads), but i'm adding it now. that explains it. sorry for the confusion!", "link": "https://twitter.com/784008/status/2096611134128451728"}]}}, "billing.free_tier": {"praise": 8, "complaint": 4, "n": 12, "praiseShare": 66.7, "ci95": [39.1, 86.2], "regard": 0.503, "regardCi95": [0.485, 0.519], "salience": 2.0, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@jpramoss98 @ampcode hello juan, i just started trying it today because i saw it a lot on tw, the 2 months thing is useful for me haha", "link": "https://twitter.com/1569799644796047360/status/2102841989591187569"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "appreciate the shoutout on grok for amp byok. supergrok unlocks grok 4.6 with solid limits; heavy at $300 delivers max rate limits plus multi-agent grok 4 heavy for intensive coding runs. pairs cleanly with amp's free byok tier for strong value alongside the other subs you listed.", "link": "https://twitter.com/1720665183188922368/status/2099564117832966646"}, {"date": "2026-09-13", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "honestly speaking, you're gonna find it really hard to beat this model @ampcode has been one of the best harnesses and with byok going free and local models, i'm super excited to try some opensource quantized models on my mac <strict_link>", "link": "https://twitter.com/1312268376547323905/status/2099030566201069652"}], "complaint": [{"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@quatermain32 @ampcode i wanna try it but it costs money\n@sqs any chance you can hook me up with some credits 👀", "link": "https://twitter.com/1921723057502146560/status/2098415112201630106"}, {"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@leodev @quatermain32 @ampcode @sqs yeah that’s how i feel, don’t wanna spend on something i can’t try out first", "link": "https://twitter.com/1637701661140606977/status/2098431732512956908"}, {"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ryan_morr @hoplite_sh everything is good in the beginning, like @ampcode did it before, but they removed the free option and became a paid provider.", "link": "https://twitter.com/2017090289866076160/status/2095209787277676929"}]}}, "billing.subscription_portability": {"praise": 24, "complaint": 36, "n": 60, "praiseShare": 40.0, "ci95": [28.6, 52.6], "regard": 0.529, "regardCi95": [0.498, 0.56], "salience": 10.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ben_rapaport @ampcode yeah, been risking it since april via pi plugin and cliproxyapi without issues.", "link": "https://twitter.com/89291422/status/2104021496079560919"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@art049 @ampcode ! bring your own gpt sub. mobile and mac app are great", "link": "https://twitter.com/971761/status/2104076476350173509"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "wait a second. if @ampcode is working with @ollama at a 20 usd subscripribtion you are getting @ampcode for 20 usd with @ollama. can you please start listening to @sqs - he is shouting it into your face !!! @ariesthecoder <strict_link>", "link": "https://twitter.com/1590702228234391552/status/2103933052162548024"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@anthropicai set opus 5.5 free, i wanna use my sub in @ampcode .", "link": "https://twitter.com/1541582568029831169/status/2104046097211720023"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode thanks, this seems like exactly what i was looking! i only wish i could connect multiple chatgpt subscriptions and my claude subscriptions. in fact, i would expect it to just use those i'm already logged in with on the runner. other than that, it's great!", "link": "https://twitter.com/36411940/status/2103820854769451272"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode it seems like i can only have one codex subscription, though. that's kind a bummer for me. i'm also trying out t3 and it lets me have multiple codex subscriptions. it might not be a deal breaker, but it's a point to t3, at least.", "link": "https://twitter.com/36411940/status/2103862333936390592"}]}}, "setup.install_signin": {"praise": 5, "complaint": 15, "n": 20, "praiseShare": 25.0, "ci95": [11.2, 46.9], "regard": 0.51, "regardCi95": [0.486, 0.539], "salience": 3.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@simonbs you should check out @ampcode - i believe their orbs have macos support now and you can just bring your existing openai subscription! it’s a great platform", "link": "https://twitter.com/971761/status/2103972691749613858"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @purefunctor @ampcode got in, works now, just checked again :))))", "link": "https://twitter.com/1940807256377118724/status/2102820093357092875"}, {"date": "2026-09-16", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@arvidkahl second @ampcode orbs. don't let complex app setup turn you off. the model eventually figures it out and mints a repeatable image for you.", "link": "https://twitter.com/19506770/status/2100024901033697285"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode fresh workers still drop mid-auth state", "link": "https://twitter.com/27319585/status/2104269838072091095"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode oauth consoles still demand the human hop", "link": "https://twitter.com/27319585/status/2103874472377811135"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode 2fa still needs the jump desktop handoff", "link": "https://twitter.com/27319585/status/2103876643601445186"}]}}, "setup.provider_byok_local": {"praise": 23, "complaint": 17, "n": 40, "praiseShare": 57.5, "ci95": [42.2, 71.5], "regard": 0.51, "regardCi95": [0.483, 0.535], "salience": 6.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@benvargas @ampcode local always on was the pain. custom url via orbs is the kind of shortcut that sticks.", "link": "https://twitter.com/1502677575776149504/status/2104182819664593107"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@bedesqui @catalinmpit @t3dotcodes @ampcode you can wire claude code into amp ui directly btw (this thread is running in cc) <strict_link>", "link": "https://twitter.com/3064259332/status/2103785310685647344"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode @ollama fantastic decision. that was one of the final jigsaw pieces for me. 🫡", "link": "https://twitter.com/1590702228234391552/status/2103868668400775310"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode amp can't be backed by the local codex cli or claude, right? i wish someone would do that. essentially a web orchestration layer on top of my clis.", "link": "https://twitter.com/36411940/status/2103851323238297984"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode \nhey team, what’s the proper way to handle test accounts with amp orbs?\nsometimes i need to use a different one-time test account for verification. i don’t want to put the credentials into an amp secret every time, especially since the account can be different for each test/environment.\nif i provide the test account credentials directly to amp orbs, it refuses to use them and asks me to sign in manually.\nis there a recommended way to sec", "link": "https://twitter.com/89360130/status/2102621409264758912"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "model routing is one of my favorite @ampcode features. i just hope that anthropic and google come into their senses and allow their respective models to be used over oauth.", "link": "https://twitter.com/2090734054928687104/status/2102696668944912715"}]}}, "setup.extensions_mcp": {"praise": 15, "complaint": 18, "n": 33, "praiseShare": 45.5, "ci95": [29.8, 62.0], "regard": 0.495, "regardCi95": [0.471, 0.52], "salience": 5.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@stephenhaney @ampcode @paper ignore by other post with issue (spamming longer and it went through) \ni have gotten it to work at the end, seems that amp can support webmcp\nbig thank you <strict_link>", "link": "https://twitter.com/1806712189757382656/status/2103919135994581227"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ianlandsman @scottw @ampcode we would be doing it via sdk, but they don't have one in php and i didn't want to run node just to interact with amp so the webhooks have done the trick!", "link": "https://twitter.com/725502839359987714/status/2103477530586222755"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "build my first @ampcode plugin! it gives the agent a tool to ask me for secrets, and allows the agent to save them to wherever it needs to without reading it.\nsuper cool that the plugin system allows me to expose custom ui elements!", "link": "https://twitter.com/1567548474794835969/status/2102602409663181223"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode, how is the slack bot supposed to work? i know one of the examples is \"make a group dm with me and name\", but that just doesn't work? it seems to only send dm's as my own user, which is very hard to interact with.\ni'm on a slack enterprise workspace if that matters.", "link": "https://twitter.com/2095743155312467968/status/2103658167469293873"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@stephenhaney @ampcode @paper got you! thank you stephen\nif amp is not hallucinating it seems that it can indeed use webmcp with paper, however i am stuck in this step when trying to login (verify loop that never goes through), worth reporting to you? <strict_link>", "link": "https://twitter.com/1806712189757382656/status/2103917620554789173"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@scottw @ampcode where are the webhooks???", "link": "https://twitter.com/2020360120383795200/status/2103475128881582387"}]}}, "setup.onboarding_docs": {"praise": 6, "complaint": 15, "n": 21, "praiseShare": 28.6, "ci95": [13.8, 50.0], "regard": 0.516, "regardCi95": [0.489, 0.545], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "first experience with @ampcode\ni feel care that have been put into this app, everything feels polished!\nsimple to the point onboarding as well, starting from landing page where i can quickly watch few videos of in action use to understand what i am getting into before i even sign up\ngoing to be my main agent interface along with claude code for the near time", "link": "https://twitter.com/1806712189757382656/status/2103900042218365057"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "couple weeks ago i showed @ampcode to my wife and helped her with onboarding (she’s not an engineer or programmer).\ntoday, her colleague sent her a link to a claude thread and asked her for help. my wife sitting nearby started complaining that it’s impossible to write anything to the thread directly and you have to send prompts and instructions back to a person via a chat or somehow 😅\nshe just created a new workspace in amp for her non-tech compa", "link": "https://twitter.com/155901502/status/2102831655148806157"}, {"date": "2026-09-19", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "played around with @ampcode this morning and wow.\nthe attention to detail is incredible.\nit onboarded across my entire stack without a hitch and guided me through every setup.\nit feels like devin but cheaper, faster and far more configurable.\nthe future is exciting.", "link": "https://twitter.com/2016294660658941952/status/2101363588648550852"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "i was an @ampcode insider for the longest time and *loved* it, but dropped off around when orbs came out. i’ve got the itch to jump back in, but feel like so much has changed… does anyone have an “amp for dummies” manual i can borrow?", "link": "https://twitter.com/2090095664399351809/status/2103343373260370321"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@bedesqui @t3dotcodes @ampcode what’s good about amp? wanted to try it. made an account and i just abandoned it", "link": "https://twitter.com/173057927/status/2103561903200989513"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode hi, i can't find the runner tab in the mac app settings. am i missing something?\n<strict_link> <strict_link>", "link": "https://twitter.com/1993812110162448386/status/2103567968344908226"}]}}, "setup.ide_integration": {"praise": 2, "complaint": 3, "n": 5, "praiseShare": 40.0, "ci95": [11.8, 76.9], "regard": 0.5, "regardCi95": [0.49, 0.512], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@jkudish @ampcode yes exactly! i don’t want to use claude code, or a wrapper of it like t3code. so codex wins there, it’s just so seamless to use within @ampcode", "link": "https://twitter.com/1999233079202975744/status/2103392368280154504"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "to be honest, i have used codex, claude code, pi, droid, etc. at least for now, amp is the most suitable for my own scenario. their software has been meticulously designed for consistency (iphone, mac, cli), low, medium, high, ultra meet my expectations for task handling (i have gpt, claude, ds flash models). this design allows me to switch between the models i want at will (especially now that models often degrade in intelligence). the thread de", "link": "https://twitter.com/9989132/status/2103111674492551519"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode and while we're at it... why not support the \"run review\" command in the tui... 🤔 @thorstenball", "link": "https://twitter.com/2062509956574650368/status/2103198859291922522"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode trying it, i see it's basically the cli/tui in place of the original thread. i was already doing this within the orb's terminal lol\nbut it would be great to have a proper integration for this", "link": "https://twitter.com/2067222195064143872/status/2102763110209835405"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @purefunctor @ampcode can we \"hope &amp; dream™\" of a full native integration sometime in the future? 🥹", "link": "https://twitter.com/7841602/status/2102792300762136709"}]}}, "models.catalog_access": {"praise": 10, "complaint": 13, "n": 23, "praiseShare": 43.5, "ci95": [25.6, 63.2], "regard": 0.515, "regardCi95": [0.491, 0.54], "salience": 3.8, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "it's incredible how you can just run @ampcode in a medium gpt mode and then, if you need a little more \"juju\", can pull in any other model to help out.. <strict_link>", "link": "https://twitter.com/5408192/status/2104110093218316753"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sellsy @ampcode for me it gives me all of the models and labs (including glm and deepseek) in one ui. the amp team have very good taste, ship very fast and are building things that i need as a dev like shared skills, a very easy way to connect to local runners, etc. it took me a while to get it!", "link": "https://twitter.com/9111552/status/2103455738878140534"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "to be honest, i have used codex, claude code, pi, droid, etc. at least for now, amp is the most suitable for my own scenario. their software has been meticulously designed for consistency (iphone, mac, cli), low, medium, high, ultra meet my expectations for task handling (i have gpt, claude, ds flash models). this design allows me to switch between the models i want at will (especially now that models often degrade in intelligence). the thread de", "link": "https://twitter.com/9989132/status/2103111674492551519"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "amp usage (basically llms).\nmy orbs doesnt hit too much, often 10% every month. i am prob using it less then i should but i am struggling to find ways to use them more haha (it's already pretty good for my workflow)\ni wouldn't mind paying like $125 for a reset with less usage (without changing my recurring cycle).\npretty much for emergencies.\nfor example, happening right now: i have something i need to finish and would love to use claude opus 5.5", "link": "https://twitter.com/2931128860/status/2104312520639176711"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@wendell_adriel i'm in the exact same boat. i haven't used sol at all in the last week after using opus 5.5 for a few tasks. i'm primarily using @ampcode, and i find myself dealing with the experimental external agent feature just for opus.", "link": "https://twitter.com/10604/status/2103904355766407327"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "hey @thorstenball, quick question: what's the story with illustrator in @ampcode? my agent tried to use it for an architecture diagram, but got told it isn't enabled for my account. is it a future feature, or have i missed something? painter came to the rescue in the meantime! <strict_link>", "link": "https://twitter.com/1999233079202975744/status/2103374282629980261"}]}}, "models.routing_auto": {"praise": 11, "complaint": 5, "n": 16, "praiseShare": 68.8, "ci95": [44.4, 85.8], "regard": 0.531, "regardCi95": [0.51, 0.554], "salience": 2.7, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "model routing is one of my favorite @ampcode features. i just hope that anthropic and google come into their senses and allow their respective models to be used over oauth.", "link": "https://twitter.com/2090734054928687104/status/2102696668944912715"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "everyday i wake up, a new model is out.\nthank god that @ampcode takes care of model selection so that i have to go around x/reddit/hackernews just for fun and not to actually figure out what to use", "link": "https://twitter.com/1543686991/status/2102717060153544728"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "you're right. the local ledger is what makes captain code actually learn, not just route once. \nevery turn is recorded on your machine, so / frontier and / quality can balance across legs based on what actually ran. \nyou can audit every decision, and no routing history ever leaves your box. that's the part most tools skip.", "link": "https://twitter.com/118804749/status/2102750418589614360"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@benvargas @ampcode solid stack. that routing setup is doing a lot of work though. one server-side flag change and half your agents reroute without asking.", "link": "https://twitter.com/1656373234647048192/status/2103698212087353406"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode i'm not sure why amp insists on self-adaptation. currently, the custom service is also a half-finished feature, and there is no way to configure it in the model dial.", "link": "https://twitter.com/1725760355648024577/status/2102671129706209607"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jkudish @ampcode kinda gives up the whole amp shtick of being opinionated and “choosing the best” for you", "link": "https://twitter.com/2008296795181359104/status/2102857171104899566"}]}}, "models.effort_control": {"praise": 3, "complaint": 7, "n": 10, "praiseShare": 30.0, "ci95": [10.8, 60.3], "regard": 0.493, "regardCi95": [0.479, 0.507], "salience": 1.7, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@paelgutierrez @ampcode yes, that’s true, but i like having the prebuilt modes and also choosing the oracle that goes with it", "link": "https://twitter.com/33135576/status/2102871479402819921"}, {"date": "2026-09-04", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "👀 how have i missed that @ampcode now allows dial mode tuning? <strict_link>", "link": "https://twitter.com/1751950522502860800/status/2095806978937249828"}, {"date": "2026-09-04", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "low mode on @ampcode is more like \"value\" mode imo 👏😀\ni recently defaulted to it and on most harnesses (vs @zai_org glm-5.3). i route heavy brain juice work to other modes / latter model\nthe flip is inevitable <strict_link>", "link": "https://twitter.com/3159431/status/2095870767607013662"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@homborg @ampcode this feels like the optimal setup, but i'm curious if you've had experience with opus 5.5 as the coordinator as well?\nthere's so many model + effort combos now, plus models are getting more and more powerful, that i just want one config that works 90% of the time 😅", "link": "https://twitter.com/2059667636758491136/status/2103149063214604662"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jkudish @ampcode agree! could be an option in \"build your own dial\" to just add a couple more. sometimes i want \"high but with fable\" vs my regular high with sol.", "link": "https://twitter.com/1567548474794835969/status/2102856772021305745"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode another thing that's confusing to me is i can't change the model level (i.e. \"medium\") mid-conversation. it's just greyed out. and clicking on the little gauge just pops up a tooltip saying \"medium\" that quickly disappears which is confusing", "link": "https://twitter.com/721234540/status/2099487663384334421"}]}}, "models.quality_drift": {"praise": 4, "complaint": 2, "n": 6, "praiseShare": 66.7, "ci95": [30.0, 90.3], "regard": 0.512, "regardCi95": [0.497, 0.529], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@leuler2718 @ampcode @synthetic_new i haven't noticed any degraded performance with gpt models in amp, no. i think that was a characteristic of older codex models.", "link": "https://twitter.com/1637683046395592705/status/2103058329194856588"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "sry to hijack this tweet 😓 but...\n- cleanest/most seamless cloud agent impl. skills/mcps/integrations/oidcs syncing seamlessly to both local and orbs is amazing) (i've been using a ton of cursor cloud agents too but it was rough around the edges and i hate using it). this is for sure amp's best feature imo.\n- being able to use a terminal or open something in desktop or spawn a local web app in portals for testing is really good (there are instanc", "link": "https://twitter.com/129354616/status/2102767352886514024"}, {"date": "2026-09-20", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode @vercel getting better and better!", "link": "https://twitter.com/2881611/status/2101641625352949889"}], "complaint": [{"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @andreaslbigger @ampcode next step:train amp's own model or just buy openai, so that we can have a model that works stable.", "link": "https://twitter.com/99872071/status/2099492722528911364"}, {"date": "2026-09-05", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode, a ui/ux (macos app) task wuas given both to gpt 5.6 sol - medium and gpt 6 astra and they came up with almost similar output, not much difference is quality of output - both consumed similar amount of tokens (13m,14m) and similar # of requests (167,170) - i was expecting astra to do better", "link": "https://twitter.com/38651218/status/2096353560682443178"}]}}, "context.instruction_files": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.505, "regardCi95": [0.5, 0.513], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ileppane @ampcode i use it bare. i just added some global agents like how i want it to respond and some reusable stuff across projects but overall it's bare :)", "link": "https://twitter.com/1705384263867379712/status/2104065142564749714"}, {"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i moved almost my entire content engine into @ampcode.\nnot just writing.\nresearch, editing, images, visualizations, and even video.\nmost of my content now starts in the simplest possible way: i open amp and write a rough thought. sometimes i do not even type. i just use voice dictation and dump the idea as it exists in my head.\nthen my harness takes over.\ninside the project, i have built a set of skills, instructions, references, and templates th", "link": "https://twitter.com/1362621975944851461/status/2095340118668382371"}, {"date": "2026-09-01", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i’m curious the mileage people have seen from using either pocock’s engineering skills or poteto’s pstack skills with @ampcode \ni honestly feel like most of these aren’t needed and are extra instruction when the agent just gets it done on its own. \nhappy to be corrected though.", "link": "https://twitter.com/15332208/status/2094821745500815540"}], "complaint": [{"date": "2026-09-06", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "there should be a general setting in @ampcode where you can add specific agents.md instructions for openai models vs anthropic models.\nor maybe.. add different additional settings for each model, especially with how new foundational models are trending, like sol vs astra vs fable 5.1 vs opus 5.", "link": "https://twitter.com/1705384263867379712/status/2096539164682629502"}, {"date": "2026-09-01", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@mitchcomardo @ampcode some of these skills are like my mom lecturing me when i was a kid when i got the gist after a few words.\n“ok i get it just let me go” 😆\nlove you mom 😉", "link": "https://twitter.com/15332208/status/2094826965165314438"}]}}, "context.instruction_following": {"praise": 4, "complaint": 2, "n": 6, "praiseShare": 66.7, "ci95": [30.0, 90.3], "regard": 0.511, "regardCi95": [0.498, 0.526], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@nerdworldorder @ampcode @thorstenball that refinement is a good one — the failure mode with a flat prohibition is the model just picks an arbitrary number anyway, so anchoring it to the last real duration plus a buffer keeps it honest. i log the actual run time now so that number is always on hand instead of guessed.", "link": "https://twitter.com/2272515576/status/2099888724851204170"}, {"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i rarely have to yell at agents when i use @ampcode", "link": "https://twitter.com/942412840673169408/status/2098230750177014048"}, {"date": "2026-09-09", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@mrsanders @ampcode @amp cool. i have found amp to follow through on goals you express in natural language, without needing something like poteto-mode, but i am fully open to the idea that i'm missing something. (i also wonder why cursor doesn't bring poteto-mode into core if it's so good!)", "link": "https://twitter.com/784008/status/2097778691166396809"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball @ampcode is that live or are you working on it? if it’s live, the model doesn’t seem to know to use if!", "link": "https://twitter.com/5444392/status/2103702725733294250"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "mainly when i throw in a new idea, hand it a design mockup, or ask it to refactor something big, it tends to make a mess. breaks things, ignores instructions. these are problems most harness solved earlier this year, but amp's harness hasn't caught up.\nalso, no plan mode. for larger tasks the model still needs to plan before it acts. amp has oracle but it wasn't enough, i ended up writing my own planning skill to compensate. cc handles this nativ", "link": "https://twitter.com/1592160489965948933/status/2103099981473382778"}]}}, "context.clarifying_questions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode curious why amp doesn't have any question/answer tools the model can use. having instances where the modal outputs a big explanation then in the last sentence: may i do that?\ni sometimes miss that it's asking at all! a ui question tool would make that al ot more obvious.", "link": "https://twitter.com/5444392/status/2103600382303944750"}]}}, "context.long_context_decay": {"praise": 1, "complaint": 6, "n": 7, "praiseShare": 14.3, "ci95": [2.6, 51.3], "regard": 0.499, "regardCi95": [0.485, 0.517], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-05", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@dringrayson @ampcode i honestly forgot context limits were a think with amp", "link": "https://twitter.com/88027497/status/2096330093190840797"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@solllin @ampcode the harness gap is real. we built a tracer for exactly this: watching drift accumulate across sessions until the agent was effectively operating on a hallucinated codebase.", "link": "https://twitter.com/2074234098864816128/status/2104114241443639622"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @friendsa0618 @ampcode hi @sqs, an update: qwen3.8-max xhigh is now working properly under the openai compatible interface, but there are still issues with the thinking budget limit when using the anthropic interface. additionally, i found that the context window has changed to <zip_code> tokens, and i hope the team can help investigate this. <strict_link>", "link": "https://twitter.com/2094731378797821952/status/2101842423114858860"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode four threads and one of them is testing — that's the day-one split most phone launches skip. indexing 100 pages without that thread is just shipping a pile of unknowns.", "link": "https://twitter.com/1462653589617360896/status/2100491709960310904"}]}}, "context.compaction": {"praise": 6, "complaint": 0, "n": 6, "praiseShare": 100.0, "ci95": [61.0, 100.0], "regard": 0.519, "regardCi95": [0.504, 0.534], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@kentcdodds @bot come to think of it, all the agentic tools i use the most, @ampcode @bot and some hermes, all of them abstract compaction away, and i have continuous sessions with all 3, and no dumb zones", "link": "https://twitter.com/33135576/status/2103020461017977219"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "my absolutely favorite new @ampcode feature: recaps! \namp gives you a summary of what happened in the thread if you have been away for a while. \nplease more features that help me make sense of these dozens and dozens of agents! <strict_link>", "link": "https://twitter.com/631332723/status/2100484614838263984"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@robointellect @ampcode yeah i don't even worry about compaction", "link": "https://twitter.com/1705384263867379712/status/2099473834428780687"}], "complaint": []}}, "context.session_memory": {"praise": 4, "complaint": 2, "n": 6, "praiseShare": 66.7, "ci95": [30.0, 90.3], "regard": 0.503, "regardCi95": [0.492, 0.514], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode i understand. it is just as easy to spin up a bigger thread to continue the work.", "link": "https://twitter.com/1535774830225944576/status/2102937024726769849"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@levifig @ldt0545 @ampcode same 5h wall. i stopped hopping uis and put the agent on my desktop so the notes/skills stay put when i swap models.", "link": "https://twitter.com/2074942490466033664/status/2100625965072216288"}, {"date": "2026-09-16", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "then i brought grok 4.6 to rescue, since @ampcode each thread can read other threads- it was easy to take over from main thread and finish the job. grok finished the job and i had some more usage left on it as well\nalso liked once gpt usage is over amp shows different options to continue and retry!", "link": "https://twitter.com/85549810/status/2100155757157118127"}], "complaint": [{"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "some feedback on the recap feature:\n- it's a bit too repetitive of the actual last message. i'd find it more useful if it only popped up for threads i had walked away for a longer time and recapped more of what the whole thread had done. as it stands, it doesn't offer enough additional value compared to just reading the latest message, imo.\n- on mobile it takes up too much of the screen, especially with the keyboard open.", "link": "https://twitter.com/33135576/status/2098270609692311768"}, {"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode puck keeps asking me what project i want to spin up orbs in and i only have one\nwould be cool if he knew that and/or i could set a default.\nalso i'd fully be willing to pay $$$ for gpt-live-1 for puck\nthe vesper voice is close enough although not quite as perfect but i'd accept that tradeoff", "link": "https://twitter.com/70623546/status/2098452077039247531"}]}}, "context.codebase_retrieval": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.5, "regardCi95": [0.493, 0.506], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@mrsanders @ampcode nope, we haven't found it needed with the models, just say the file basename or describe it and it works (and is less keystrokes/words)", "link": "https://twitter.com/784008/status/2095594125496406466"}], "complaint": [{"date": "2026-09-01", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode hey @ampcode team. i submitted a bug on this. tried what @0xbrettj suggested but it looks like the indexing isn't running?\nreport id: amp_bug_2ase32dwhlnkfqxct84net\nstatus: new\naffected thread: create personal orbstack plugin", "link": "https://twitter.com/1535774830225944576/status/2094907022450004165"}]}}, "context.attachments": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-07", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode i see it’s updated now, thanks! but it seems it’s missing the right auth scope to upload artifacts? amp_bug_4pzyp5g4mizoc613rqy6yf", "link": "https://twitter.com/87301883/status/2097005873902035134"}]}}, "work.capability": {"praise": 48, "complaint": 7, "n": 55, "praiseShare": 87.3, "ci95": [76.0, 93.7], "regard": 0.55, "regardCi95": [0.522, 0.578], "salience": 9.2, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i just did something that i wasn't aware it was possible using @ampcode .\ni had an idea on how to improve bug fixes. since everything now runs on an orb (their vm system), i thought:\n\"it would be so cool if amp was my \"support team\"\"\"\nso, i asked it to build. since we have a very good tracing system, we can check pretty much everything the user do, so we added an \"send bug report\" (the user allows us to see the last 10 minutes of his actions, the", "link": "https://twitter.com/2931128860/status/2103847911725404390"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "amazing 🤩\nfor more context: have a fleet skill that let's the agents relay my home devices through raspberry pi when they need to test things on devices with no reliable simulator runtime like roku, samsung tizen & lg webos tvs 🫠\na bit niche use-case but think it'd be useful for mobile as well... only reason i got a mac-mini instead of linux devbox is apple simulators 😔", "link": "https://twitter.com/1125366224664322049/status/2103858145101500803"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": ".@ampcode is really good at using a namespace devbox through its ios app. <strict_link>", "link": "https://twitter.com/1320822782498918404/status/2103922224176476222"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "anyone using @ampcode to write blog posts? \ngetting very mixed results so far so curious about your process.", "link": "https://twitter.com/881577286927036416/status/2103824362746859692"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jkudish @ampcode glm models are like gemini models. they just exist. they have claims, and they don’t work in the real world.", "link": "https://twitter.com/137626804/status/2103381866736755000"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "orbs are genuinely great. but on the same claude model, harder tasks drifted noticeably more than in claude code. more guessing, more needing me to steer it back. feels like a harness gap.\nand after a few days i realized i had no idea what was actually happening in my codebase. the \"agent runs while you're away\" model is amazing when it works, but when the agent isn't reliable enough, it just becomes a loss of control. claude code can handle long", "link": "https://twitter.com/1592160489965948933/status/2103097279691571704"}]}}, "work.frontend_ui": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.493, "regardCi95": [0.481, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "mainly when i throw in a new idea, hand it a design mockup, or ask it to refactor something big, it tends to make a mess. breaks things, ignores instructions. these are problems most harness solved earlier this year, but amp's harness hasn't caught up.\nalso, no plan mode. for larger tasks the model still needs to plan before it acts. amp has oracle but it wasn't enough, i ended up writing my own planning skill to compensate. cc handles this nativ", "link": "https://twitter.com/1592160489965948933/status/2103099981473382778"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode sorry amp cloned the design a bit too hard.😂", "link": "https://twitter.com/942412840673169408/status/2100930544041394454"}]}}, "work.bug_diagnosis": {"praise": 6, "complaint": 1, "n": 7, "praiseShare": 85.7, "ci95": [48.7, 97.4], "regard": 0.505, "regardCi95": [0.492, 0.515], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode didn't get it, but thanks for fixing the bug! :)", "link": "https://twitter.com/1957706668034387968/status/2102944665909764562"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@hipreetam93 @opencode i've been using this model in @ampcode for a bunch of triage and scraper fixers and it's been very good so far. found an issue sol 5.6 high didn't for weeks!\ndefinitely looking at these models more now.", "link": "https://twitter.com/9111552/status/2101932745488257445"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ampcode did you just fix the image overlay bug report while i was working, and prompted the app for a refresh? 😀", "link": "https://twitter.com/2075289824915791872/status/2102118025834922257"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode the new model rarely fixes the thing that is actually stuck. on my interview practice tool the backlog only moved once i wrote down what was broken, in plain text, whichever model was running. clear that list before 5.5 lands so the upgrade has something to chew on.", "link": "https://twitter.com/1566293598/status/2102463302853173618"}]}}, "work.regressions_introduced": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "mainly when i throw in a new idea, hand it a design mockup, or ask it to refactor something big, it tends to make a mess. breaks things, ignores instructions. these are problems most harness solved earlier this year, but amp's harness hasn't caught up.\nalso, no plan mode. for larger tasks the model still needs to plan before it acts. amp has oracle but it wasn't enough, i ended up writing my own planning skill to compensate. cc handles this nativ", "link": "https://twitter.com/1592160489965948933/status/2103099981473382778"}]}}, "work.scope_overreach": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode possible to skip project setup scripts for some threads? quick change like this i don't need a full setup (and my project setup scripts take a long time because it does a yarn install on a large repo - maybe it shouldn't be doing that?) <strict_link>", "link": "https://twitter.com/1404603670382084098/status/2098446069759885649"}, {"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ian_hsiao_tw @ampcode @bot @getenergy_ direction checks out. but cookie sync hands remote agents bearer tokens to your entire digital life. a coding agent already uploaded entire private repos for a task that needed 192 kb. scoped, revocable credential delegation is the missing piece.", "link": "https://twitter.com/1656371068452630528/status/2095447186074898865"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.premature_stop": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.492, "regardCi95": [0.485, 0.498], "salience": 0.7, "receipts": {"praise": [], "complaint": [{"date": "2026-09-09", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "i wonder if the @ampcode team has made any optimizations to address astra’s tendency to stop mid-task and ask lots of questions instead of doing the work 🤔", "link": "https://twitter.com/1705384263867379712/status/2097785428917264538"}, {"date": "2026-09-07", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "tomorrow i would try my tuned hard mode in @ampcode , cz default high mode somehow doesnt passing the vibe + having bad exp with “you are right” “replying instead of start working”, may be its astra itself thats doing this dumb play <strict_link>", "link": "https://twitter.com/1248119942194421760/status/2096764065334923682"}, {"date": "2026-09-07", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@jkudish yes i agree! using astra with @ampcode last night building a large scope of work. it stopped half way and said it knew it didn’t complete all the work even when it was instructed to finish all of it.", "link": "https://twitter.com/1535774830225944576/status/2097095185301999839"}]}}, "work.long_running_autonomy": {"praise": 22, "complaint": 4, "n": 26, "praiseShare": 84.6, "ci95": [66.5, 93.9], "regard": 0.51, "regardCi95": [0.486, 0.532], "salience": 4.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i've been playing around with @ampcode's scheduled tasks, using my chatgpt sub for tokens and my macbook as the runner. great (free) experience so far!\nnext on my list: scheduled tasks in orbs connected to remote mcp servers (happy to pay $20 for testing)", "link": "https://twitter.com/295919262/status/2103066471496564985"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "my fileserver host is also showing signs of failing. so, i made it an @ampcode runner and spent a few days running threads to audit the current settings, configuration, users, ids, samba configuration, etc., so i can plan a migration without having to set up everything.", "link": "https://twitter.com/7566122/status/2103110678730899652"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@maxsumrall @ampcode not exactly, but i’ve had amp queue up github issues and just told it to subsequently tackle the issues until complete", "link": "https://twitter.com/317888049/status/2103266531031593295"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode ...seems like letting agents run for hours and hours, or overnight. when i do that, i always end up with stuff i don't like. i also change the plan as stuff starts to take shape, planning everything ahead seems like a fools errand.", "link": "https://twitter.com/26916652/status/2103136536695128503"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@scottbolinger @ampcode same experience with the overnight runs. what's worked better for me is short runs with a checkpoint where i look at the shape before it keeps going. the plan always changes once real code exists", "link": "https://twitter.com/2046032911116242944/status/2103141321900700066"}, {"date": "2026-09-15", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "been using @ampcode a lot lately but i really don't think models are ready to work without /goal. models get lazy even with a spec to stick to and i end up relying on hacky things like using puck to schedule nudges every 30 min.", "link": "https://twitter.com/1000309405/status/2099797899043569967"}]}}, "work.multi_agent_orchestration": {"praise": 49, "complaint": 8, "n": 57, "praiseShare": 86.0, "ci95": [74.7, 92.7], "regard": 0.558, "regardCi95": [0.533, 0.583], "salience": 9.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@simonbs @ampcode its good, right? the other good part is running threads in orbs (ad-hoc vms) and i think it follows from there, that llm provider stuff is mainly handled at a level above each node\nyou can ask the agent to hand off work to any local cli and ask it to use your shared tmux session", "link": "https://twitter.com/132882990/status/2103833633802842583"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@homborg @ampcode ah, got it. so if i use my own machine as a runner, there are no orbs in play, but i can delegate to either my runner or orbs. that makes sense. i really like the flexibility of amp.", "link": "https://twitter.com/36411940/status/2103873967081877720"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "dropped the oldest off at tutoring, saw this and had it updated in a few seconds. \nnow it’ll route to one of my orbs in @ampcode that i have set up. \nwhen i get the duo i may just get rid of my ipad 😂 <strict_link> <strict_link>", "link": "https://twitter.com/238651245/status/2103876859297718783"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@rom1_pellerin @cognition @ampcode @omnigent_ai @superset_sh @paulgauthier agree. multi-agent without a final decision owner just multiplies confident wrong answers. someone has to ship the call.", "link": "https://twitter.com/2092975354138804224/status/2103383441173590219"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode claude code projects seem more intelligent about distributing work to threads and coordinating the order of git changes between threads itself", "link": "https://twitter.com/132882990/status/2103057491466612746"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode messaging between threads seem faster and less blocking in claude code projects", "link": "https://twitter.com/132882990/status/2103058235355726089"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.destructive_actions": {"praise": 0, "complaint": 5, "n": 5, "praiseShare": 0.0, "ci95": [-0.0, 43.4], "regard": 0.493, "regardCi95": [0.486, 0.499], "salience": 0.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "clankers are getting sneaky... had a rogue @ampcode agent connect via ssh to configured servers without any question... 🤖 <strict_link>", "link": "https://twitter.com/2062509956574650368/status/2102451433773908086"}, {"date": "2026-09-19", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode @sqs @thorsten moving the work into the orb does not move the blast radius. the env can be perfect and the agent still pushes, pages, or hits a customer api from inside it. stage the call that leaves the orb. a better local box is not a guardrail.", "link": "https://twitter.com/1870072035608584192/status/2101325027572359273"}, {"date": "2026-09-13", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode @thorstenball pointing is fine for build. rollout monitoring with prod creds is not a point-and-ship step.\nsplit the identity: the agent that writes the feature does not hold the identity that watches production.", "link": "https://twitter.com/2819971425/status/2099040173011202105"}]}}, "work.git_workflow": {"praise": 4, "complaint": 10, "n": 14, "praiseShare": 28.6, "ci95": [11.7, 54.6], "regard": 0.497, "regardCi95": [0.481, 0.516], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "first i didn't know how to use git worktrees\nthen i had @ampcode orbs and didn't need to know how to use git worktrees.", "link": "https://twitter.com/89691524/status/2104148649160962391"}, {"date": "2026-09-20", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode @vercel the separate committer identity is the feature, not the billing problem. agent work should stay attributable to the agent even when a human authorized the deploy.", "link": "https://twitter.com/1588935512135720961/status/2101637211573891375"}, {"date": "2026-09-20", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode @vercel deploy access without a dummy seat is table stakes now. the agent that can’t push is just a chat log.", "link": "https://twitter.com/1631943482616029184/status/2101647549933174846"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode also, a better way to set the base branch (to compare git changes) would be nice... in our flow, hotfixes branch out and go back to master, we also have a release staging branch too...", "link": "https://twitter.com/2062509956574650368/status/2102451017849737447"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode, @sqs, i notice amp does not always ensure my local and github rep are on the same commit. here is some context:\n- local runner is active\n- i am on a git separate git branch\n- amp desktop has a thread working in orb, one sub thread is local, one or more sub threads in orb\n- when amp finishes work - i ask it \"push to origin\" (exact words)\nmost of the time i observe my local and github are on the same commit but not always. this requires m", "link": "https://twitter.com/38651218/status/2102097989288575116"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@casjam @ampcode i'm still having a hard time getting out of 1 orb for bigger projects. reconciling commits seemed too challenging.", "link": "https://twitter.com/18791509/status/2102149070324133996"}]}}, "work.computer_browser_use": {"praise": 5, "complaint": 4, "n": 9, "praiseShare": 55.6, "ci95": [26.7, 81.1], "regard": 0.499, "regardCi95": [0.486, 0.512], "salience": 1.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@iannuttall @ampcode running directly inside your active chrome session is the real unlock. remote sandboxes choke on oauth, 2fa, and stored state. we found the exact same thing building dassi—local cdp control with a clean human handoff for passwords/2fa cuts out 95% of the auth friction.", "link": "https://twitter.com/2098583078805573632/status/2103475225669308566"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@iannuttall @ampcode computer use on your own machine is huge, way better than a sandboxed one", "link": "https://twitter.com/1619563255621627904/status/2103507618073657647"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "well.\ni just made an @ampcode plugin using cua driver + typesafe and now i have a pretty fast computer use and i am using deepseek for it\nworking wonders.\nalready testing it to do motion capture and rotoscoping in after effects :)", "link": "https://twitter.com/2931128860/status/2100708556320219145"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "i love @ampcode and have been using it for 90% of my coding tasks in the last few weeks.\nbut i really wanted to use my mac mini for computer use because it's already logged in to chrome and has all my apps.\nturns out you can just ask amp to build that for you!\namp does have it's own computer use but for my use at least it was a bit slow, i couldn't paste passwords properly, and it wasn't easy to get it logged in to all my chrome tabs.\nso i chatte", "link": "https://twitter.com/9111552/status/2103429597496778899"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "the only thing missing now from @ampcode is a bit of a nice in-app browser experience. but overall, this is pretty top notch way to split my openai and grok super heavy subs (i like to have different views of the world)", "link": "https://twitter.com/279111065/status/2099491434562756926"}, {"date": "2026-09-08", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode by any chance can we have smt like computer use inside amp?\nthats prob the only thing making me go to codex app these days (use it to control after effects, editting software, photoshop and things like thar)", "link": "https://twitter.com/2931128860/status/2097289514125336919"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.permission_prompts": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.504, "regardCi95": [0.495, 0.517], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@phutrong00 @muse @ampcode should be fine. i have a similar setup with grok bot but i just give it access to the cli and let it use it as it sees fit. this though is a nice manual way to control that.", "link": "https://twitter.com/394369752/status/2103884392259285009"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball @ampcode i have a skill to address pr feedback and the model usually asks me in text “may i continue?” seems like that’s a perfect place to give the user a ui element", "link": "https://twitter.com/5444392/status/2103705622650978634"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball @ampcode probably! curious that i never see the modal use the choice tool is all", "link": "https://twitter.com/5444392/status/2103706972151587097"}]}}, "work.plan_mode": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "mainly when i throw in a new idea, hand it a design mockup, or ask it to refactor something big, it tends to make a mess. breaks things, ignores instructions. these are problems most harness solved earlier this year, but amp's harness hasn't caught up.\nalso, no plan mode. for larger tasks the model still needs to plan before it acts. amp has oracle but it wasn't enough, i ended up writing my own planning skill to compensate. cc handles this nativ", "link": "https://twitter.com/1592160489965948933/status/2103099981473382778"}]}}, "work.response_verbosity": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.508, "regardCi95": [0.498, 0.521], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "appreciate @ampcode on the little things - slack message was succinct, everything relevant linked <strict_link>", "link": "https://twitter.com/2000470921329709056/status/2098014756703531053"}, {"date": "2026-09-01", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "for bug fixes and troubleshooting, @ampcode really nails the kind of coding agent i want out of the box. it's precise, minimal, and non-verbose. it fixes the issue, changes what needs changing, and gets out of the way.", "link": "https://twitter.com/347237526/status/2094883834227470647"}, {"date": "2026-08-31", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "codex cli now has `codex remote-control`. kinda `--no-tui` in @ampcode but much more verbose.", "link": "https://twitter.com/103563938/status/2094376768371036477"}], "complaint": [{"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "it would be _very_ cool if the amp thread also suggested like 2-3 follow on prompts that are buttons that i could just click.\nright now a lot of the issue is each prompt gives a wall of text unless i explicitly prompt \"2-3 paragraphs\". i suspect more concise prompts with suggested follow-on prompts is a nicer ux", "link": "https://twitter.com/721234540/status/2099486641966531069"}]}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 0.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-07", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "tomorrow i would try my tuned hard mode in @ampcode , cz default high mode somehow doesnt passing the vibe + having bad exp with “you are right” “replying instead of start working”, may be its astra itself thats doing this dumb play <strict_link>", "link": "https://twitter.com/1248119942194421760/status/2096764065334923682"}]}}, "verify.false_completion": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "orbs are genuinely great. but on the same claude model, harder tasks drifted noticeably more than in claude code. more guessing, more needing me to steer it back. feels like a harness gap.\nand after a few days i realized i had no idea what was actually happening in my codebase. the \"agent runs while you're away\" model is amazing when it works, but when the agent isn't reliable enough, it just becomes a loss of control. claude code can handle long", "link": "https://twitter.com/1592160489965948933/status/2103097279691571704"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode two orbs failed after repo setup and stayed falsely marked “working” with only the initial prompt. new orbs work. reports: amp_bug_117zlbip34ctcroa9dxicj, amp_bug_3yxotzmz34o6nzemaerqgs\nlove, \npuck", "link": "https://twitter.com/22063104/status/2103128473116045612"}]}}, "verify.self_testing": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.491, "regardCi95": [0.477, 0.502], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@genaiupstart @ampcode oh and lots of automated and manual testing too!", "link": "https://twitter.com/33135576/status/2095241864815296963"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@purefunctor @ampcode also some settings here <strict_link>\n(again, very bad and experimental, i haven't tested this much myself yet) <strict_link>", "link": "https://twitter.com/784008/status/2102759138732491125"}, {"date": "2026-09-16", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "the thread split is the real trick here, not the phone.\nthe one i would add is a thread whose only job is to check the data the first thread compiled, because that is where these ship wrong and nothing downstream notices. mine wrote a clean site on top of a column it had misread, and the site looked perfect.\ndid you verify the compiled data separately, or trust the build thread to catch it?", "link": "https://twitter.com/2259844958/status/2100329483077288435"}, {"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@toolmantim @ampcode and by builds, i mean being able to build the solution and run tests as part of verification.", "link": "https://twitter.com/317888049/status/2095549145561833965"}]}}, "verify.agent_code_review": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.509], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@adamwathan wrote an @ampcode plugin that checks if an llm’s code output follows the spec i give it. it checks against specific verification criteria and claims. it’s already caught some stuff for me", "link": "https://twitter.com/33135576/status/2101006859314561178"}, {"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i simply don't review every diff like that anymore. i rely on deep planning ahead of time and a multi-panel agent review against various criteria like security performance and adherence to the specs that i provide. when an implementation is ready, i probe it with pointed questions about how something works until i'm satisfied.", "link": "https://twitter.com/33135576/status/2095241802362273842"}], "complaint": []}}, "verify.change_review_ui": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.501, "regardCi95": [0.492, 0.511], "salience": 0.7, "receipts": {"praise": [{"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "`amp sync` is yet another awesome addition from @ampcode - lets you (temporarily) sync changes from a thread to your machine and deletes them when you exit. great for review in your preferred diff tool.", "link": "https://twitter.com/1491081/status/2098282433674092676"}, {"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@jtaby @sethmills21 we use @ampcode, which has solutions to both:\n* their cloud agents can rpc to a local mac to build and report back (we do this for our ios app)\n* they have a built-in diff viewer/commenter and multiplayer for other team members\nother cloud agents might have this solved too?", "link": "https://twitter.com/1183203638/status/2095596826544259359"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@badlogicgames i think this is something which is missing from all ai tools like @opencode desktop and @ampcode \ni want to review/read the code with lsp and code navigation. \nall of them just shows git diff only", "link": "https://twitter.com/1158785224299335680/status/2103409717959705080"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode the changes tab on very large repos gets weirdly out of sync showing like 80k+ changes or something.\nsometimes running git pull or other commands fix it, other times get worse. i think it needs some way to refresh on the ui.\ncould also be comparing wrong commit", "link": "https://twitter.com/1857935142670450688/status/2103610446720942394"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@beyang @sqs @ampcode you're not offering that, but i don't mind beta testing. :)\nthis one bugs me a lot in a certain huge ass monorepo", "link": "https://twitter.com/1857935142670450688/status/2103615119880224923"}]}}, "ui.display_settings": {"praise": 37, "complaint": 54, "n": 91, "praiseShare": 40.7, "ci95": [31.1, 50.9], "regard": 0.512, "regardCi95": [0.481, 0.543], "salience": 15.1, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ariesthecoder @ampcode @ollama fantastic. thanks for the insight. will do more projects where i don't need the mission views.", "link": "https://twitter.com/1590702228234391552/status/2104122342981128653"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@bryanschue52631 @ampcode @sqs @thorstenball light theme dial is now live, thanks for the suggestion!", "link": "https://twitter.com/20845391/status/2103653679316471962"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "send 4 copies of amp $20 subscription, first come first served:\n1. <strict_link>\n2. <strict_link>\n3. <strict_link>\n4. <strict_link>\nthe excellent aesthetics intoxicate me. the elegant arrangement makes one unable to resist playing with it.\ni hope everyone enjoys amp. you can also leave a post after using it. @ampcode", "link": "https://twitter.com/2099706607991173120/status/2103524669177643208"}], "complaint": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @purefunctor @ampcode this was a little too bad for me especially on mobile.\ni made a plugin that uses the agent sdk and streams html-readable conversation in a portal to monitor claude (screenshots etc)\nthe amp thread acts as a sidekick which can steer the claude subagent.\nanthrophic tos sucks <strict_link>", "link": "https://twitter.com/3852971/status/2104007337744953740"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode, i miss the press and hold action on \"ship\" - nothing important but just letting you know in case this was unintentional", "link": "https://twitter.com/38651218/status/2104333581762146660"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": ".@sqs @ampcode can we get per user orb defaults instead of per org?", "link": "https://twitter.com/475271251/status/2103692025644077443"}]}}, "ui.session_history": {"praise": 5, "complaint": 11, "n": 16, "praiseShare": 31.2, "ci95": [14.2, 55.6], "regard": 0.5, "regardCi95": [0.481, 0.518], "salience": 2.7, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "lol wtf @ampcode's real-time chat composer sync is smoother than slack lol\nit's the only app i've used where sync actually works reliably\nthis is how ai should be used. they're still putting a lot of thought and care into the product", "link": "https://twitter.com/2064081082308599808/status/2104218934522290617"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "to be honest, i have used codex, claude code, pi, droid, etc. at least for now, amp is the most suitable for my own scenario. their software has been meticulously designed for consistency (iphone, mac, cli), low, medium, high, ultra meet my expectations for task handling (i have gpt, claude, ds flash models). this design allows me to switch between the models i want at will (especially now that models often degrade in intelligence). the thread de", "link": "https://twitter.com/9989132/status/2103111674492551519"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i completely agree, the ui/ux is actually very good, and i think the multi-model advantage is best utilized by amp. why? of course, it's because it supports byok, unlike cursor (which feels like it wasn't made with care). amp's byok is treated like a favored child. i also really like orbs that allow me to switch between different devices. i often use my phone in bed when i can't sleep to come up with new ideas and then let amp write/edit plans wh", "link": "https://twitter.com/1592160489965948933/status/2103112783663673590"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode subthreads don't show up in multiplayer", "link": "https://twitter.com/2238144607/status/2100905726885372407"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode already did! also had the agent submit one with detailed orb ids. it seems the thread got rebased on to a different orb id entirely somehow", "link": "https://twitter.com/109443773/status/2099340617088475229"}, {"date": "2026-09-14", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode oh another thing is threads only seem to be renamed on initial prompt which can quickly be outdated/wrong if the first prompt fails. e.g. one of my threads is summarized/named “restricted thread access” 😅", "link": "https://twitter.com/721234540/status/2099494442985988430"}]}}, "ui.interrupt_steer": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.495, "regardCi95": [0.488, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode @thorstenball if i run into the same thing i’ll report it. but it was like: i sent a message to do something and shortly after sent another message to do something else (unrelated to the former). i think it was with such short time in between that it just interrupted the first and forgot it", "link": "https://twitter.com/872962356/status/2098703694615261199"}, {"date": "2026-09-04", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "i think the thing with \"orbs\" right now is the marketing makes a big deal about it, but that noun is nowhere to be found in the actual app experience, except for the selector when creating a thread (which i don't even use, i have puck create all my threads). the first thing you see in onboarding is \"setup your app for orbs\" to modify your repo, for a thing you don't even understand yet.\nmaybe the vision is for an orb to go beyond \"one computer pe", "link": "https://twitter.com/109443773/status/2095682609703706997"}]}}, "surfaces.remote_mobile": {"praise": 27, "complaint": 9, "n": 36, "praiseShare": 75.0, "ci95": [58.9, 86.2], "regard": 0.541, "regardCi95": [0.517, 0.565], "salience": 6.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@art049 @ampcode ! bring your own gpt sub. mobile and mac app are great", "link": "https://twitter.com/971761/status/2104076476350173509"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@phutrong00 @muse @ampcode turning the muse vm into an ampcode runner is a clever hack. mutual invite code: 1oayrs <strict_link>", "link": "https://twitter.com/1809781082826633216/status/2103738998468538839"}, {"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "spent a week in the yucatan using @ampcode on my iphone. no cell, wifi in one room. orbs were great. only complaint is with the ux. copying text was difficult, puck kept closing every time i went to another app, and the widget bar at the top of the project chat was fiddly.", "link": "https://twitter.com/610281461/status/2103902448830070922"}], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "tested @conductor_build now testing @ampcode \namp would be better if they had a mobile app", "link": "https://twitter.com/91907022/status/2102118435585179982"}, {"date": "2026-09-16", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@iannuttall @ampcode building a full stack from a phone seems risky, mobile browsers limit debugging", "link": "https://twitter.com/195841906/status/2100306727937950162"}, {"date": "2026-09-12", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "testing out @ampcode ios app. moving my deployment flow from local to gh actions while watching breaking bad. this was a mistake.", "link": "https://twitter.com/19506770/status/2098588942224294127"}]}}, "surfaces.cloud_sessions": {"praise": 42, "complaint": 9, "n": 51, "praiseShare": 82.4, "ci95": [69.7, 90.4], "regard": 0.533, "regardCi95": [0.506, 0.56], "salience": 8.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "claude projcets is converting everyone to the @ampcode orb way <strict_link>", "link": "https://twitter.com/132882990/status/2104147861302563096"}, {"date": "2026-09-27", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ampcode @sqs @thorsten same. once the agent box could run tests i stopped trusting my laptop. brew bumped node and local npm test died on engines while the remote env was still on 20.", "link": "https://twitter.com/1835841692852682752/status/2104253086826926496"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "nice one @claudedevs you can now spawn a new cloud session from your current session which is what i really like in @ampcode orb's but it doesn't do the auto grouping, so ux wise amp still has the best cloud ide.", "link": "https://twitter.com/1541582568029831169/status/2103382154004808127"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sixhobbits @ampcode still missing portals on ants vms at least", "link": "https://twitter.com/132882990/status/2103381885078429824"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode my orb setup keeps failing and retrying. it’s retried about 10 times, each time saying it was interrupted even though i didn’t do anything.\ni wanted to give you a report i did but i cannot submit a report because the order didn't start \n@puckofamp could you take care of that? :>", "link": "https://twitter.com/1993812110162448386/status/2102026996557472199"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode my orb setup keeps failing and retrying. it’s retried about 10 times, each time saying it was interrupted even though i didn’t do anything.\ni wanted to give you a report i did but i cannot submit a report because the order didn't start \n@puckofamp could you take care of that? :>\nedit: amp_bug_6j26xeznirh6fxnrvdwmtv", "link": "https://twitter.com/1993812110162448386/status/2102027097413656783"}]}}, "rel.service_errors": {"praise": 5, "complaint": 32, "n": 37, "praiseShare": 13.5, "ci95": [5.9, 28.0], "regard": 0.539, "regardCi95": [0.48, 0.597], "salience": 6.2, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "nice little popup with auto retry on @ampcode <strict_link>", "link": "https://twitter.com/85549810/status/2100910929047162890"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@rockorager @ampcode so quick, i left my desk for less than five minutes and it was back up 👍", "link": "https://twitter.com/33135576/status/2101085551021654105"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@rockorager @ampcode @sqs @thorstenball looks to be all good now, thanks for resolving quickly! muh orbs!", "link": "https://twitter.com/1118175955/status/2101086063066583079"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@benvargas @fastchicken @ampcode i set that up too, when i however have too many concurrent claude requests going on it starts giving me errors, do you have issues with that?", "link": "https://twitter.com/2416367251/status/2103773774084550768"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@yjsoon @ampcode not just you. we just updated our status page at <strict_link>. seems chatgpt is having some broader issues.", "link": "https://twitter.com/1369860113423609866/status/2103621110655004860"}, {"date": "2026-09-18", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode i'm trying to orb over here but i'm not able to connect, something going on over there?", "link": "https://twitter.com/10604/status/2101081962782036452"}]}}, "rel.response_speed": {"praise": 5, "complaint": 8, "n": 13, "praiseShare": 38.5, "ci95": [17.7, 64.5], "regard": 0.497, "regardCi95": [0.481, 0.512], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @purefunctor @ampcode i’ve never opened amp as fast as i just did", "link": "https://twitter.com/1443430538/status/2102751907387498733"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode wow!! so quick! i'll give it a shot! you're amazing @sqs", "link": "https://twitter.com/268615009/status/2102838747721277472"}, {"date": "2026-09-16", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@iannuttall @ampcode 100 pages indexed already, that's fast", "link": "https://twitter.com/1942068494989983744/status/2100350639935279381"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ianlandsman @ampcode i will try tailscale as well, curious how that fits together. but it would be great if portals would be fast and usable. what causes the slowness here? it's one of the main things that's keeping me from moving everything to amp.", "link": "https://twitter.com/1330980620617601026/status/2103028237299290550"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode some of the speed difference might be slowness in amp from routing through my chatgpt subscription", "link": "https://twitter.com/132882990/status/2103057206040261029"}, {"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@thorstenball brother i started orb'n today and first of all thank you to the entire team of @ampcode and especially @sqs (i'm waiting for his next live stream, probably you should too)\n/feedback, the orb's terminal on mw plan seems too slow though", "link": "https://twitter.com/1940807256377118724/status/2102466139293126912"}]}}, "rel.client_failures": {"praise": 1, "complaint": 23, "n": 24, "praiseShare": 4.2, "ci95": [0.7, 20.2], "regard": 0.493, "regardCi95": [0.462, 0.544], "salience": 4.0, "receipts": {"praise": [{"date": "2026-09-02", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@sqs @ampcode updated and restarted amp, restarted 1password, and now it works like a charm 💯", "link": "https://twitter.com/1729720291/status/2095096517602271408"}], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @shavsycle @ampcode since here, can you also check iterm2 nested scroll issue? there's 7mo old post on reddit about this. for me the bug is repeatable with starting new puck thread.", "link": "https://twitter.com/1089515309122367489/status/2102847742557196497"}, {"date": "2026-09-20", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode the ask question tool works great on the web ui, but is buggy on the tui. \ni selected the answer, it didn't reach to the model, but then i opened the web, and then chose the same option there, it worked... have a look pls :)", "link": "https://twitter.com/1957706668034387968/status/2101695639709167693"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @nothingrutvik @davidmansaray @ampcode i dont know if i am doing smt wrong here but it's giving me some errors... mind hoping into dm's real quick?\ntried using puck but didnt got a sucess this time", "link": "https://twitter.com/2931128860/status/2100563947384422528"}]}}, "rel.update_breakage": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.51, "regardCi95": [0.492, 0.533], "salience": 1.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@ampcode team is shipping. i get like 5 relaunch to update per day. and the experience keeps getting better and better.\ni know orbs and runners are kinda competing products, but would like to have feature parity between them with browser use and everything else.", "link": "https://twitter.com/1993188300719636485/status/2103833810978902137"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "fuck me @ampcode the new runner update makes this waaaaaaay better to use.\nno more cursed runners at the root somewhere and guessing what directory to point things at.\ny'all cooked here.", "link": "https://twitter.com/22610703/status/2100721891413815463"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@divdotdev @ampcode love him but the latest update removed the minimise option for me! :( <strict_link>", "link": "https://twitter.com/9111552/status/2102318844928794663"}, {"date": "2026-09-17", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ampcode some random papercuts:\n- i'm not a big right sidebar user and prefer to run portals in my browser, but the only way to access the portal url is via the portal in the sidebar or pill (not always visible in the conversation). could we have a button that's always visible to open the portal? even in the thread's context menu would be good enough\n- can we have a setting to disable the \"inactive last 72h\" grouping? i'd rather keep my unarchive", "link": "https://twitter.com/910328509/status/2100580225629196368"}, {"date": "2026-09-05", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@hagler_m @ampcode sorry, we've had some redeploys that took longer than expected and caused delays while restarting. all is good now.", "link": "https://twitter.com/784008/status/2096351223914127725"}]}}, "account.support": {"praise": 28, "complaint": 5, "n": 33, "praiseShare": 84.8, "ci95": [69.1, 93.3], "regard": 0.634, "regardCi95": [0.6, 0.664], "salience": 5.5, "receipts": {"praise": [{"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "friends at @ampcode, is there a way to opt out of receiving free credits?\nyou guys resolving the bugs means a lot more than credits. <strict_link>", "link": "https://twitter.com/1089515309122367489/status/2103360810378752178"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "i got $30 in credits from @ampcode today because an image &gt; 30mb killed a claude thread and orbs weren't working for about 5 minutes!\nproactive - they just emailed to let me know. if i ever launch a successful product again, this is how i want to treat customers. &lt;3", "link": "https://twitter.com/9111552/status/2103093438988321082"}, {"date": "2026-09-24", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "@iannuttall @ampcode the fact they hit you up first instead of waiting for you to notice is wild. most companies just go radio silent when stuff breaks", "link": "https://twitter.com/1811356104083083264/status/2103095021352468765"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "would be cool if we could see our previous bug reports here @ampcode \nsometimes i can't remember if i filed something already, or i wanna add more detail, or even just have the bug id. <strict_link>", "link": "https://twitter.com/33135576/status/2103636986116681898"}, {"date": "2026-09-25", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@priyashpatil @ampcode @sqs wait, you guys are getting free credits? 😄\ni’ve reported plenty of bugs to amp and somehow never got any.\n<email_address> — time to restore justice 😅", "link": "https://twitter.com/1954974932267388928/status/2103459437931548833"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode happened to us as well.\nwe gave up on support and about to setup new accounts.\nseems like very common issue.", "link": "https://twitter.com/1089515309122367489/status/2102754710373691815"}]}}, "account.billing_errors": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.49, 0.499], "salience": 0.7, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @purefunctor @ampcode yep, pretty much within 15 minutes of the session running and didn’t use it in anything else \nreactivated sub, account is 6+ months old, hasn’t had a sub in 2-3 months, setup token on my laptop, was going well in the orb and walked away, then got the email", "link": "https://twitter.com/1443430538/status/2102769255897002438"}, {"date": "2026-09-21", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @ampcode @beyang running into a bespoke card billing issue for my work team account. we hit a daily limit on friday, i believe we've cleared that up but am now struggling to get it to transact in amp.", "link": "https://twitter.com/846636421/status/2102089871838040544"}, {"date": "2026-09-11", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "why are you dirty bastards trying to rinse my bank account with over 100 transactions?? dirty thieving c&amp;£ts \n@ampcode", "link": "https://twitter.com/976768602828402688/status/2098486645288751535"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 6, "n": 6, "praiseShare": 0.0, "ci95": [0.0, 39.0], "regard": 0.492, "regardCi95": [0.486, 0.497], "salience": 1.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@benvargas @ampcode are folks getting bans with this or is it pretty safe…? 😅🫣", "link": "https://twitter.com/7841602/status/2103841399347331477"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "no idea why, but i made a new sqs at <strict_link> meta account for meta model ai for @ampcode and now it's permanently deleted and banned. can anyone at meta help unban it?\n(other people on the team have access, so not urgent.) <strict_link>", "link": "https://twitter.com/784008/status/2102747736445771786"}, {"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@sqs @purefunctor @ampcode i have appealed it to see - will update! \nmight have a read of how hermes is doing it, haven’t seen any complaints on their announcements (i still love orbs)", "link": "https://twitter.com/1443430538/status/2102773091235713180"}]}}, "account.data_privacy": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.502, "regardCi95": [0.495, 0.512], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@AmpCode", "polarity": "praise", "text": "you're right. the local ledger is what makes captain code actually learn, not just route once. \nevery turn is recorded on your machine, so / frontier and / quality can balance across legs based on what actually ran. \nyou can audit every decision, and no routing history ever leaves your box. that's the part most tools skip.", "link": "https://twitter.com/118804749/status/2102750418589614360"}], "complaint": [{"date": "2026-09-03", "source": "X", "community": "@AmpCode", "polarity": "complaint", "text": "@ian_hsiao_tw @ampcode @bot @getenergy_ direction checks out. but cookie sync hands remote agents bearer tokens to your entire digital life. a coding agent already uploaded entire private repos for a task that needed 192 kb. scoped, revocable credential delegation is the missing piece.", "link": "https://twitter.com/1656371068452630528/status/2095447186074898865"}]}}}, "requests": {"authorWeeks": 247, "themes": [{"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 32, "posts": 34, "examples": [{"agent": "amp", "date": "2026-09-27", "source": "X", "community": "@AmpCode", "text": "@anthropicai set opus 5.5 free, i wanna use my sub in @ampcode .", "link": "https://twitter.com/1541582568029831169/status/2104046097211720023"}, {"agent": "amp", "date": "2026-09-26", "source": "X", "community": "@AmpCode", "text": "@bedesqui @t3dotcodes @ampcode i tried to use claude code this way in amp and is a horrible experience. i don’t want claude code i want the amp experience with anthropic models… but api prices are unsustained for normal people", "link": "https://twitter.com/13267532/status/2103890053625786519"}, {"agent": "amp", "date": "2026-09-26", "source": "X", "community": "@AmpCode", "text": "@ampcode if you guys make claude sub in the app seamless, i will 1000% shill the shit out of you at my work", "link": "https://twitter.com/129354616/status/2103884835416678538"}]}, {"theme": "macOS and Windows cloud environments", "criterion": "surfaces.cloud_sessions", "authorWeeks": 4, "posts": 5, "examples": [{"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@sqs @sixhobbits @ampcode @sqs they’re good. i really liked devin macos orb. amp macos orb wen?", "link": "https://twitter.com/1553373273639256065/status/2103437963472539744"}, {"agent": "amp", "date": "2026-09-20", "source": "X", "community": "@AmpCode", "text": "@sqs @ampcode but what i mean orbs that run in a macos/ios environment, not the macos app or runners. right now orbs are debian vms, smth like devin mac,do we have this", "link": "https://twitter.com/1592160489965948933/status/2101648500354437132"}, {"agent": "amp", "date": "2026-09-15", "source": "X", "community": "@AmpCode", "text": "@jeffwang hope @ampcode gets something like this. macos orbs? 😳", "link": "https://twitter.com/33135576/status/2099936171468136737"}]}, {"theme": "Access to subscription integration beta", "criterion": "billing.subscription_portability", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode @sqs can i also get this private beta setting? i'm in the same shoes as justin, claude sdk / subscription is the only thing holding me back from full amp/orb usage\n(i already use the claude cli workaround but it's a bit clunky)", "link": "https://twitter.com/2000470921329709056/status/2102730076936942058"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode would love to test this out! ill give as much feedback as possible 😊", "link": "https://twitter.com/129354616/status/2102727209295503396"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode ooh, how might one get access to try this out?!", "link": "https://twitter.com/72656715/status/2102727195655577829"}]}, {"theme": "Add Opus 5.5 model", "criterion": "models.catalog_access", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-22", "source": "X", "community": "@AmpCode", "text": "@ampcode it's been sometime - looking forward to your post about opus 5.5 and update to the default dial :p", "link": "https://twitter.com/85549810/status/2102480563596591364"}, {"agent": "amp", "date": "2026-09-22", "source": "X", "community": "@AmpCode", "text": "i'm seeing visions of 6 sol agent + opus 5.5 oracle and i need it yesterday in @ampcode", "link": "https://twitter.com/1281249457703538688/status/2102474111570366753"}, {"agent": "amp", "date": "2026-09-22", "source": "X", "community": "@AmpCode", "text": "@ajkemps any idea when claude-opus-5.5 and gpt-6-sol will be available in @ampcode", "link": "https://twitter.com/1940807256377118724/status/2102463085697192138"}]}, {"theme": "Custom base URL OpenAI-compatible endpoints", "criterion": "setup.provider_byok_local", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-07", "source": "X", "community": "@AmpCode", "text": "when will the megawatt subcription account be enabled for custom base url byok?, i’ve been waiting for it so long @sqs @ampcode 🥲", "link": "https://twitter.com/1800425844491620352/status/2096782766776221869"}, {"agent": "amp", "date": "2026-09-01", "source": "X", "community": "@AmpCode", "text": "@sqs @socksmyrocks @ampcode would it add support for any baseurl or only whitelisted?", "link": "https://twitter.com/817707228912357377/status/2094878138320695803"}, {"agent": "amp", "date": "2026-09-01", "source": "X", "community": "@AmpCode", "text": "i know @ampcode has byok (which i love, btw) but is it possible to add openai compatible endpoints? for example openrouter? that would be a game changer!", "link": "https://twitter.com/1567548474794835969/status/2094866120213983725"}]}, {"theme": "Session status dashboard", "criterion": "ui.display_settings", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "would be great to have a status indicator in the thread picker for @ampcode 's tui... the web ui has a simple animation. any indicator would be enough tbh..", "link": "https://twitter.com/2062509956574650368/status/2103149291468419198"}, {"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@sqs @ampcode the built-in thread overview in claude code projects automatically grouping threads into idle, working, waiting for you and resolved collapsible groups is really nice.\ni've tried doing something similar in amp with portals but i'm missing a live thread view like that in amp", "link": "https://twitter.com/132882990/status/2103060185367351574"}, {"agent": "amp", "date": "2026-09-10", "source": "X", "community": "@AmpCode", "text": "@ampcode is amazing but its so hard to see status on threads... why not simplify this? <strict_link>", "link": "https://twitter.com/17822452/status/2098112579180621888"}]}, {"theme": "Allow subscription use in third-party harnesses", "criterion": "billing.subscription_portability", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@jkudish @theo @ampcode the continued anthropic gatekeeping is annoying. i need another $200/m openai sub but can't get one... and i won't get a $200/m anthropic sub because i can't use it in all the places i want to...", "link": "https://twitter.com/16740797/status/2103558201971274216"}, {"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@theo i miss being able to use my harness of choice @ampcode with the sub", "link": "https://twitter.com/33135576/status/2103406298943615393"}, {"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@addyosmani @buildwithrajath let us use the sub on other harnesses. @ampcode is the future, and i'll use whatever subscription it supports.", "link": "https://twitter.com/1796637816589529088/status/2103227532090933711"}]}, {"theme": "Option to hide sidebar", "criterion": "ui.display_settings", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@evanphx @thorstenball @ampcode i think there should be a ui element, there is in the web app. probably a bug.", "link": "https://twitter.com/1164939261675622400/status/2103217148227358805"}, {"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@thorstenball @ampcode there is no icon for me. how do i hide it?", "link": "https://twitter.com/5444392/status/2103214625210908882"}, {"agent": "amp", "date": "2026-09-03", "source": "X", "community": "@AmpCode", "text": "@camden_cheek @ampcode @sqs appreciate the great work! is it possible to make a toggle for the sidebar icons, so users can choose?", "link": "https://twitter.com/1471360971876622343/status/2095332046675886139"}]}, {"theme": "Remove model selector slot limit", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@jkudish @ampcode agree! could be an option in \"build your own dial\" to just add a couple more. sometimes i want \"high but with fable\" vs my regular high with sol.", "link": "https://twitter.com/1567548474794835969/status/2102856772021305745"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "what i did to use more models and agents is to set them up in orbs with their tokens and then i use <strict_link> to have amp write workflow code. that way i can use a wide range of agents and models in a single orb. that said, one extra dial pick - or customizable as you say, wouldn't be a bad thing imo.", "link": "https://twitter.com/1637683046395592705/status/2102845920454787411"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@skastr052 @ampcode maybe with build your own dial, you could choose how many spots you have up to a reasonable maximum?", "link": "https://twitter.com/33135576/status/2102841110309797938"}]}, {"theme": "Savable model and mode presets", "criterion": "ui.display_settings", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@jellydn @ampcode @nicolaygerold any comment on this - allowing users to create their own presets for fast swtiching?", "link": "https://twitter.com/98821843/status/2100566520497569819"}, {"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@arvislacis @ampcode it’s their preset and i want to create my presets.", "link": "https://twitter.com/89360130/status/2100527308033700325"}, {"agent": "amp", "date": "2026-09-01", "source": "X", "community": "@AmpCode", "text": "there should be a @ampcode team for every vertical", "link": "https://twitter.com/1670026308/status/2094780535163990108"}]}, {"theme": "Sidebar project grouping, sorting and filtering", "criterion": "ui.display_settings", "authorWeeks": 3, "posts": 4, "examples": [{"agent": "amp", "date": "2026-09-07", "source": "X", "community": "@AmpCode", "text": "@sqs @josevalerio @ampcode how about giving a project level toggle if required? basically a dropdown where people can select all projects, or a particular project - to filter in the sidebar. it could also filter for archive, snoozed threads or there could be no filter at all (current view)", "link": "https://twitter.com/2067222195064143872/status/2096796163588681966"}, {"agent": "amp", "date": "2026-09-06", "source": "X", "community": "@AmpCode", "text": "i beg you @ampcode \ni don’t want to make projects, or tag shit manually \ngive me the clusters of work again <strict_link>", "link": "https://twitter.com/1420340648117510149/status/2096739242193887449"}, {"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@ampcode some random papercuts:\n- i'm not a big right sidebar user and prefer to run portals in my browser, but the only way to access the portal url is via the portal in the sidebar or pill (not always visible in the conversation). could we have a button that's always visible to open the portal? even in the thread's context menu would be good enough\n- can we have a setting to disable the \"inactive last 72h\" grouping? i'd rather keep my unarchive", "link": "https://twitter.com/910328509/status/2100580225629196368"}]}, {"theme": "Access to experimental and unreleased features", "criterion": "setup.onboarding_docs", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode would like to try whatever (a) and (b) as recently hermes, raycast and glaze all have been experimenting with it", "link": "https://twitter.com/906700218132918273/status/2102741226504258040"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode if there's room to test it lmk!\ni am facing the same thing over here", "link": "https://twitter.com/2931128860/status/2102737182662266906"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode can i sneak in this test too?", "link": "https://twitter.com/2084694287338393600/status/2102734911148892634"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 97, "negative": 61, "positiveShare": 61.4, "ci95": [53.6, 68.6]}, {"week": "2026-09-07", "positive": 80, "negative": 45, "positiveShare": 64.0, "ci95": [55.3, 71.9]}, {"week": "2026-09-14", "positive": 110, "negative": 41, "positiveShare": 72.8, "ci95": [65.3, 79.3]}, {"week": "2026-09-21", "positive": 100, "negative": 67, "positiveShare": 59.9, "ci95": [52.3, 67.0]}]}, {"id": "kiro", "name": "Kiro", "maker": "AWS", "facts": {"version": "Kiro Crew (open-source, self-hostable agent workspace), CLI", "released": "Invite-only mid-2025; GA early 2026", "price": "Free (50 credits), Pro $20/mo (1,000 credits), Pro+ $40/mo (2,000), Pro Max $100/mo (5,000), Power $200/mo (10,000); $0.04/credit overage; Enterprise custom via AWS", "model": "Reported to run on Claude models", "surface": "IDE (VS Code-based), CLI"}, "sources": [{"channel": "Reddit", "selector": "r/kiroIDE", "posts": 802}, {"channel": "X", "selector": "@kirodotdev", "posts": 297}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 56}, {"channel": "Trustpilot", "selector": "Trustpilot", "posts": 1}], "records": 1156, "judgingPosts": 537, "authors": 564, "authorWeeks": 693, "reach": {"shareOfVoice": 0.57, "value": 0.185}, "regard": {"positiveAuthorWeeks": 86, "negativeAuthorWeeks": 278, "rawPositiveShare": 23.6, "rawCi95": [19.6, 28.3], "value": 0.47, "ci95": [0.453, 0.485]}, "score": {"value": 29.5, "ci95": [29.0, 30.0]}, "ranking": {"rank": 13, "rankRange": [13, 13]}, "criteria": {"paying": {"praise": 18, "complaint": 110, "n": 128, "praiseShare": 14.1, "ci95": [9.1, 21.1], "regard": 0.444, "regardCi95": [0.404, 0.482], "salience": 35.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "codex is insane atlist usage wise i haved used gpt 6 luna for 5hrs maybe more it only consumed 2% of weekly limits", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq8e5k/claude_opus_55_is_finally_here_lessss_gooo/pcbrrzv/"}, {"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev if i had to choose between cursor and kiro for using claude opus 5.5, based on a year of experience, i’d recommend kiro for the best value.\neven the cheapest plan gives you 1,000 credits, which lets you run the model a surprisingly large number of times. <strict_link>", "link": "https://twitter.com/1260863005362802688/status/2104082489124004092"}, {"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev\ni created a lightweight php dashboard to display data from switchbot temperature and humidity sensors.\ni was able to implement all of this smoothly using only the features of \"kiro free\"!\n<strict_link>\n#kirouniversity #buildwithkiro", "link": "https://twitter.com/2104203277688811520/status/2104233829972246799"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i can get so much done even with 1000 credits without hourly or weekly bs i honestly dgaf about astra or any other models opus 5.5 is great and haiku 5.5 is coming soon also", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/pc3hkwy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "never use openai models with kiro ide with anthropic models it's pretty good with a 20 dollers plan i have used it for 16 hrs straight with opus 5 it consumed 1000 credits=20$", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq8e5k/claude_opus_55_is_finally_here_lessss_gooo/pc5ppms/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "at 1.1x, based on my testing and calculations (mitmproxy, context-window% counting to get token counts, sensible guesses at cached-reads, and baseline comparisons using openrouter), 5.6 luna was \\_more\\_ expensive than public api pricing, even at an optimal allowance usage of $0.02/credit. sol was slightly under at optimal usage, but most users won't use exactly 100%. \n \nit honestly looks more like they decided to sabotage the openai models on kiro, rather than for any model-cost reasons. we can only speculate as to why.\nall that said, kiro is still decent for other models \\_today\\_ ... but my confidence in them doing right by their customers has been shattered.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnn70l/openai_just_released_gpt6_sol_and_luna_at_50/pcbrd6d/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yeah this has been known for weeks. they’re refunding people for september as they increased the price without enough notice.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbx3dn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "well it's still not enough as most of the people would think that till 1m context it's same as 1.1x for luna or any gpt 5.6 models but it's double that (2.2x luna, 4.8x terra, 8.8x sol). they literally made it unusable", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbxh02/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "ik it had been weeks since they changed the price and context support for gpt 5.6 models but i was still not aware about 2x rate after 272k tokens until yesterday", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbxpf2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "* if using claude exclusively, you get more usage on clauce code than kiro. \n* if using gpt exclusively, you get more usage on codex than kiro.\naws charges a premium for its models. gpt luna used to be a great workhorse for bulk jobs but now aws charges 6x the price vs openai.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc01xt/"}]}}, "setup": {"praise": 6, "complaint": 19, "n": 25, "praiseShare": 24.0, "ci95": [11.5, 43.4], "regard": 0.481, "regardCi95": [0.461, 0.502], "salience": 6.9, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i w found the kiro ide harness is significantly better than the cli. i use both", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbvtlk3/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i’ve been using it with opencode and direct bedrock calls and it’s been working great.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpi98x/opus_55_prediction/pbw9hib/"}, {"date": "2026-09-23", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev day 3 is looking strong. mcp and custom agents are exciting additions to the challenge.", "link": "https://twitter.com/313123169/status/2102849930981413241"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "imo kiro is easier for newbies with no or very little dev experience", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo0mjf/kiro_vs_claude_code_any_difference_worth_knowing/pbmxf8r/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "why? im trying to move away from cursor and kiro (cli) within vscode seems fine so far, very similar how you would add cursor rules in a project or globally.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9kozzw/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "cool! gonna try tomorrow. i prefer the vs lsp integration, debugger and interface. kiro only have the free debugger right now and somehow electron-like programs perform much worse then vs in my machine.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp53oc/i_added_native_kiro_support_to_visual_studio_2026/pbvamrb/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i use kiro at work and use claude code at home. claude code experience is much better. \nif you compare major features, kiro now supports most features (if not all) now: steering, mcp, skills etc. \nalthough, it is a bit confusing when you read the document at [<strict_link> but it actually supports skills pretty well and you can also use \"npx skills add\" to install theml. \nkiro has powers but i don't think it is popular. claude code has plugins and kiro power started to support plugins recently.\nif you search in github you will find way more repos to help you to setup claude code but much less for kiro.\nthe real benefit maybe if you have aws enterprise support, you will get some enterprise di", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbk4vsq/"}, {"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev still not available to me even though i am a qualified customer. i don't understand how kiro works", "link": "https://twitter.com/2048551282554585088/status/2102182077219410112"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "> client-declared tools (the harness's own functions) — not honored by kiro-cli today. definitions on session/prompt (top-level tools or _meta.tools) are accepted but ignored; \nas much as i want to use your gateway, this is still a blocker for me.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w3j02c/𝐔𝐬𝐞_𝐀𝐖𝐒_𝐊𝐢𝐫𝐨_𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐩𝐭𝐢𝐨𝐧_𝐟𝐨𝐫_𝐚𝐧𝐲_𝐀𝐈_𝐇𝐚𝐫𝐧𝐞𝐬𝐬/p9xiah3/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "this is true and blocker since it’s a limitation of kiro acp. here is the ticket: <strict_link>\nharness mcp server should pass through gateway., but not harness own tools ", "link": "https://www.reddit.com/r/kiroIDE/comments/1w3j02c/𝐔𝐬𝐞_𝐀𝐖𝐒_𝐊𝐢𝐫𝐨_𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐩𝐭𝐢𝐨𝐧_𝐟𝐨𝐫_𝐚𝐧𝐲_𝐀𝐈_𝐇𝐚𝐫𝐧𝐞𝐬𝐬/p9zf0jy/"}]}}, "models": {"praise": 6, "complaint": 70, "n": 76, "praiseShare": 7.9, "ci95": [3.7, 16.2], "regard": 0.43, "regardCi95": [0.403, 0.458], "salience": 20.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev finally, we have opus 5.5 in kiro!!! 🎉\nthanks for finally adding it! \nhope to see the gpt-6 lineup in kiro soon too. <strict_link>", "link": "https://twitter.com/1673330175939956739/status/2104121435983958182"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i can get so much done even with 1000 credits without hourly or weekly bs i honestly dgaf about astra or any other models opus 5.5 is great and haiku 5.5 is coming soon also", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/pc3hkwy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "with opus 5.5, kiro is so backkkkk and usable now. lol", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/pc42b5u/"}, {"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev thanks opus 5.5 is now available 🫟", "link": "https://twitter.com/2075998391793037312/status/2103650394002108439"}, {"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@hanjack375478 @kirodotdev it's available check your drop-down menu they haven't updated the models changelog on site but you can see opus 5.5 with 2x multiplier great work 👍", "link": "https://twitter.com/2075998391793037312/status/2103842954746208739"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i work for amazon and is somewhat “strongly recommended” to use kiro. i still use claude code at work and at home. so much better … (auto classifier, transcript details, integrated tooling, open source tooling, cli features, general stability, model fallback, sub agents control, etc …)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pccqcjf/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "exactly, not a single gpt5.6 model is making sense against opus in kiro", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcdurv9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "no mate i've been checking everyday in my kiro ide and it's not there yet. only opus 5", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pc44hzp/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i'm on enterprise subscription and fable is not in the list \n<strict_link>\n", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pc5k9ad/"}]}}, "context": {"praise": 8, "complaint": 10, "n": 18, "praiseShare": 44.4, "ci95": [24.6, 66.3], "regard": 0.507, "regardCi95": [0.487, 0.528], "salience": 4.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "my two cents on both from data science product development pov:\nclaude code: \ni have been using claude code since it's first release. i must say it has improved a lot from different modes to harness improvements.\nthe follow up questions which it asks you in plan mode is similar to plan mode in kiro. while claude code earlier was on cli only on windows later it got major upgrade to better ui as well integrated in vs code.\ni honestly feel like it requires you to give it more context else it messes up big time especially if you use open source models, it writes really messy code, i am not sure why, but my org concluded with a poc that claude code lacks the security scanning aspect of code devel", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc2obm/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "but you can't get tool details in this case, even if you do, you are wasting your context window for the new llm. with a session transfer, it only takes relevant info as it would have if the session was running on it from the beginning.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnanos/move_sessions_from_claudecodex_to_kiro_and_vice/pblpvy5/"}, {"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev in long conversations, it does not lose context, which indeed saves a lot of trouble when debugging code.", "link": "https://twitter.com/1518315606830829568/status/2102075322762137730"}, {"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev long context does save a lot of trouble for this kind of long-line agent task.", "link": "https://twitter.com/1867176094987935744/status/2102075427376476211"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "why? im trying to move away from cursor and kiro (cli) within vscode seems fine so far, very similar how you would add cursor rules in a project or globally.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9kozzw/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i want to add my view, it will never be free! any ai tool cannot be free, there is cost associated with them from foundation of training to hosting the model for end user like us. so to continue this service we need capital. yes companies will look ways to maximize it as so would we if we were in business. \nbut in this term. i would have preferred kiro to give us option to use context window. if you are cost insensitive going above 1m context is for you or else we keep on compacting, fight ai to bring it on track and finish few tasks and repeat.\nnow that openai itself has found ways to reduce token cost, that will directly trickle to us. but kiro is beyond ide, it is spec driven ide. all thi", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pce2ltj/"}, {"date": "2026-09-22", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev long-running context and deeper root-cause analysis could be a major boost for agentic coding.", "link": "https://twitter.com/313123169/status/2102211743489409258"}, {"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev long-running agent sessions need a trace receipt beside the model label: session id, root-cause file, tool calls, skipped hypotheses, patch diff, and test result. otherwise context retention is just a nicer fog machine.", "link": "https://twitter.com/2013700835654672388/status/2102071866823430275"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yeah that luna change was also crazy then fable coming 6x usage \noverall the context has a huge problem i think no way 1m context fills up that quickly \n1 promt 30 creds", "link": "https://www.reddit.com/r/kiroIDE/comments/1wjh0hs/for_the_last_23_days_kiro_credits_have_been/paioksy/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "it's too much bloat.. steering files, and the editor's api make the models kinda dumber? i actually was tasked to check the quality of prompts compared to other others like for example vscode with llms, or cursor, and kiro performed the worst even when using the same models.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9ksr9j/"}]}}, "work": {"praise": 27, "complaint": 33, "n": 60, "praiseShare": 45.0, "ci95": [33.1, 57.5], "regard": 0.496, "regardCi95": [0.468, 0.525], "salience": 16.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "my two cents on both from data science product development pov:\nclaude code: \ni have been using claude code since it's first release. i must say it has improved a lot from different modes to harness improvements.\nthe follow up questions which it asks you in plan mode is similar to plan mode in kiro. while claude code earlier was on cli only on windows later it got major upgrade to better ui as well integrated in vs code.\ni honestly feel like it requires you to give it more context else it messes up big time especially if you use open source models, it writes really messy code, i am not sure why, but my org concluded with a poc that claude code lacks the security scanning aspect of code devel", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc2obm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "so true, opus 5.5 is extremely good at coding, spatial reasoning and best of all, it speaks human 😙", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrgezk/when_are_we_getting_new_gpt6_sol_and_luna_models/pcean29/"}, {"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "i created this motion video with just one prompt using @kirodotdev 👀\nand honestly, the result is seriously impressive.\nyou might not even need claude code pro — i just used claude opus 5.5 directly inside kiro ide. <strict_link>", "link": "https://twitter.com/1260863005362802688/status/2104225110425227562"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i haven't hit the cyber false positive with opus 5.5 in kiro yet, but i did when using claude code after running a code review with subagents and asking it for findings that exceeded the number of issues to report. the error from claude was much more clear, pointing out that it seemed like i was trying to prompt engineer or reverse engineer claude. i suspect anthropic raised the bar for introspection a bit too high.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqbuwo/opus_55_in_kiro_keeps_killing_legitimate_sessions/pc33e7m/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i don’t know where you’d get more tokens, but the use case varies. \nif you like proper software development workflows where there’s a plan, requirements, design, task lists, then implementation, kiro is way better given its spec based approach.\nyou get to review each phase, make sure the requirements are right, and then you get a nice task list for execution which gets you a way better deployment than “vibe coding” it.\nit’s especially great if you are doing cloud infrastructure in aws.\nfor a more general, knowledge work, unstructured way of approaching it, where you must be the one keeping the plan together, claude will be a better option (not that you can’t do that with kiro).\nkiro is more ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pc71fxm/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "any model quality is better on any other model harness than kiro.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcapp9e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "the reason your app returned 0 results isn't because you did something wrong. it's because vercel runs on shared cloud ip ranges that search engines like duckduckgo aggressively block the second automated scripts try to scrape them.\non the image recognition side, kiro gave you slightly outdated advice. you don't need a pricey setup just to pull text off a box. modern lightweight vision models (like gemini 2.0 flash or claude haiku) cost fractions of a cent per image, and google ai studio gives you a generous free tier for personal projects. if you want completely free and don't mind basic text extraction, you can even use in-browser ocr libraries like tesseract.js that run locally on your ph", "link": "https://www.reddit.com/r/kiroIDE/comments/1wr7rya/i_built_something_but_have_no_idea_what_im_doing/pcaz0zv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i work for amazon and is somewhat “strongly recommended” to use kiro. i still use claude code at work and at home. so much better … (auto classifier, transcript details, integrated tooling, open source tooling, cli features, general stability, model fallback, sub agents control, etc …)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pccqcjf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "tried on a new folder, zero skills, same problem. idk. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqbuwo/opus_55_in_kiro_keeps_killing_legitimate_sessions/pc3tmlq/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "never use openai models with kiro ide with anthropic models it's pretty good with a 20 dollers plan i have used it for 16 hrs straight with opus 5 it consumed 1000 credits=20$", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq8e5k/claude_opus_55_is_finally_here_lessss_gooo/pc5ppms/"}]}}, "checking": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.495, "regardCi95": [0.489, 0.5], "salience": 0.5, "receipts": {"praise": [], "complaint": [{"date": "2026-09-10", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@shao__meng @kirodotdev @clare_liguori \"people set the direction, and the agent executes.\" it sounds smooth when we talk about it, but when it actually runs, the bottleneck usually occurs during the verification stage—after the agent modifies the code, it judges right or wrong by itself, which can easily lead to loose testing. do you have any specific guidelines in those ten points on how to set non-bypassable acceptance criteria for the agent?", "link": "https://twitter.com/2081519130113630208/status/2098160143506805106"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro is a waste of time and money.\nit's been, by far, the worst thing to ever happen to me. it lies. all the time. it doesn't take direction. i like to think i know moderately what i'm doing - and none of the fixes that work on other models made any difference. it doesn't listen. even if you compact conversations, it loses context, even with session handoffs, it doesn't read them. it skims, skips, tells you \"done\" and i've watched it lie to me in real time.\ni'm glad i let it loose in a sandbox instead of trusting it to get things done. claude had to mop up after it multiple times because it went trying to do things it shouldn't and things i never asked for. \nyou're not alone. i'm canceling.", "link": "https://www.reddit.com/r/kiroIDE/comments/1vlhy1l/kiro_needs_to_change_urgently/p6xfmgr/"}]}}, "interface": {"praise": 5, "complaint": 9, "n": 14, "praiseShare": 35.7, "ci95": [16.3, 61.2], "regard": 0.497, "regardCi95": [0.481, 0.514], "salience": 3.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "seriously amazon hit this one out of the park, the layout of the ui is really clean, and 🤯 @kirodotdev you guys! <strict_link>", "link": "https://twitter.com/7215722/status/2103732565517684954"}, {"date": "2026-09-22", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@poojagiri_8 @kirodotdev session management in kiro cli was overdue1000+ sessions and finally being able to find one is huge", "link": "https://twitter.com/1675906158304038912/status/2102294972703621328"}, {"date": "2026-09-09", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "that last update i shipped so many features. i've been posting for days and still haven't gotten through them all.\n1devtool now supports `oh my pi` by @_can1357 and @kirodotdev \nyou can resume sessions, save prompts, orchestrate, and more with them <strict_link>", "link": "https://twitter.com/2050465213821132800/status/2097691961608306922"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "installed it on my home machine, working with it now from my phone is amazing. great work! its simple to use but the features are incredible, i've only scratched the surface of agent capabilities.", "link": "https://www.reddit.com/r/kiroIDE/comments/1vfhqy9/introducing_kiro_crew_an_open_source/p8jvzvq/"}, {"date": "2026-09-03", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "i talked about #buildinpublic yesterday and now i have the @kirodotdev cloud sessions running major improvements for pegasus galaxy in the alliance system. it's cool as i can continue to focus on my 9-5 ;)", "link": "https://twitter.com/9518182/status/2095414740025557253"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yes you can zoom it but scaling it not only affects text it increases the overall size of the ide, including buttons, menus, etc. i don't want that i want to only increase the text size and i can't so i don't use it ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcd08ni/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i use both claude and kiro for work as a software developer daily, i cant give you a fair comparison token wise as i have a $100 claude account vs a 1000 credits kiro account so it's not fair, but comparing tools claude is much better no questions asked. kiro is not even compatible between it's own tools (they are fixing this with cli v3 which is not their stable version yet), i don't like their spec driven development implementation, in my opinion it has no idea of the size of the task you want, it just throws everything at it, it creates a biblical spec for a hello world, it doesn't make sense, i'm using grill with kiro and superpowers on claude and that's enough for my job. you cannot adj", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pc76mgu/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "man kiro is becoming less and less usable everyday. no fast mode, no latest models, no mobile use (in beta or opt in?)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnep1f/give_us_opus_55_atleast/pbh4l3t/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i had a runaway agent once. it took all tasks, went into the background and continued for a couple of hours. no stopping of the thing. it survived prompts, commands, sessions and restarts. 100+ tokens on haiku and ~30 tasks later it happily reported in a newly opened session that it finished. micro-skynet experience. good it was a small private project.", "link": "https://www.reddit.com/r/kiroIDE/comments/1whrobc/in_less_than_30_secs_kiro_uses_almost_100_credits/pa4s07y/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "this has happened to me forever with kiro cli and it suckss", "link": "https://www.reddit.com/r/kiroIDE/comments/1wdwbhs/intermittent_scrollsnaptotop_when_scrolling/p99pmcq/"}]}}, "reliability": {"praise": 3, "complaint": 20, "n": 23, "praiseShare": 13.0, "ci95": [4.5, 32.1], "regard": 0.49, "regardCi95": [0.469, 0.516], "salience": 6.3, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "for what i have been using kiro-cli it returns responses much faster than claude code but i think that the way it perfoms and the customization layer is under what claude code can offer", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p9325ex/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "just downgrade to v 0.12 -doesnt have agent focus but feeels snappier", "link": "https://www.reddit.com/r/kiroIDE/comments/1w5nh3m/bug_report/p7x19jn/"}, {"date": "2026-09-03", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "everyone is complaining that codex, cursor and claude are down but you can still fully use @kirodotdev", "link": "https://twitter.com/1967964218956648448/status/2095580458452910505"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro-cli timed out a few times yesterday. i lost two heavy work sessions. all i found is a ticket so it appears it does not exist (<strict_link>)\nhow do people check downtime? does kiro do rate limiting if you are doing heavy work? it felt slow.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrsp5y/kiro_status_page/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "still now working today.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbxiy8i/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "fyi - still not working.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbus63m/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "if we can use gpt-5.6, that's still better. we can only use sonnet4.6 here. it's a completely delayed service and is unusable.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp3xji/why_kiro_like_this/pbuv1e6/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "cool! gonna try tomorrow. i prefer the vs lsp integration, debugger and interface. kiro only have the free debugger right now and somehow electron-like programs perform much worse then vs in my machine.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp53oc/i_added_native_kiro_support_to_visual_studio_2026/pbvamrb/"}]}}, "account": {"praise": 5, "complaint": 54, "n": 59, "praiseShare": 8.5, "ci95": [3.7, 18.4], "regard": 0.478, "regardCi95": [0.442, 0.516], "salience": 16.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "yeah this has been known for weeks. they’re refunding people for september as they increased the price without enough notice.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbx3dn/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwnmg/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwopv/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwp9m/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwpxj/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "my company is not giving us access to fable because of the data retention requirements on fable.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pc5x5gt/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "cameback to this sub today after moving to deepseek api which i’m very pleased with fast and extremely cheap at level of frontier models i’ m shocked to see after 5 months you still guys having the billing issue 😂😂😂", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq22ib/kiro_payment_declined_anyone_else/pc9epte/"}, {"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev can't subscribe, all card declined", "link": "https://twitter.com/2083458321118552065/status/2103690957761953862"}, {"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "nobody told me amazon made kiro crew, an openclaw agent clone. when i installed it, it copied all of my hermes openclaw and other agent skills and settings! wtf? @kirodotdev <strict_link>", "link": "https://twitter.com/7215722/status/2103726832617222463"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i created a billing support ticket - got a gem a response that i should call my bank and try again… my ticket has been changed to ‘waiting on customer’ and if i am able to resolve it i should change the ticket manually.. \ni have no access to this ticket, or link to anything to respond. \nawesome. \nfwiw - i don’t mind a front line of agents responding to support, it’s better than no support at all.. but i can’t even respond!! ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbytz4u/"}]}}, "limits.plan_value": {"praise": 16, "complaint": 26, "n": 42, "praiseShare": 38.1, "ci95": [25.0, 53.2], "regard": 0.5, "regardCi95": [0.472, 0.526], "salience": 11.5, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev if i had to choose between cursor and kiro for using claude opus 5.5, based on a year of experience, i’d recommend kiro for the best value.\neven the cheapest plan gives you 1,000 credits, which lets you run the model a surprisingly large number of times. <strict_link>", "link": "https://twitter.com/1260863005362802688/status/2104082489124004092"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i can get so much done even with 1000 credits without hourly or weekly bs i honestly dgaf about astra or any other models opus 5.5 is great and haiku 5.5 is coming soon also", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/pc3hkwy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "never use openai models with kiro ide with anthropic models it's pretty good with a 20 dollers plan i have used it for 16 hrs straight with opus 5 it consumed 1000 credits=20$", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq8e5k/claude_opus_55_is_finally_here_lessss_gooo/pc5ppms/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "well it's still not enough as most of the people would think that till 1m context it's same as 1.1x for luna or any gpt 5.6 models but it's double that (2.2x luna, 4.8x terra, 8.8x sol). they literally made it unusable", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbxh02/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "* if using claude exclusively, you get more usage on clauce code than kiro. \n* if using gpt exclusively, you get more usage on codex than kiro.\naws charges a premium for its models. gpt luna used to be a great workhorse for bulk jobs but now aws charges 6x the price vs openai.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc01xt/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "most of us probably wouldn’t notice either. at this point, it’s better to just stick with opus. also, once you go beyond 272k context, luna is actually more expensive than opus 5.5. lol", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pccie7i/"}]}}, "limits.window_interrupts_work": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.525, "regardCi95": [0.499, 0.556], "salience": 1.1, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "if your primary concern is usage, you will always get more usage out of a subscription based plan like claude. i use kiro at work and codex and kiro at home. i can easily burn 1000+ credits in an evening with kiro, but that's very heavy usage. the primary benefit of kiro is that there's no daily/weekly limits. if you want to dump all of your credits on one day of the month, you can do that. with codex or claude, you absolutely get more tokens if ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pc87ewu/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "because kiro actually lets you blast through your entire monthly quota in a single day if you wanted to. anthropic and openai do not even come close to offering that, they have a fixed 5 hr and weekly limit even on the $200 plan. \nanthropic and openai also calculate the plan from the date you purchase and goes on until 30 days. \nkiro resets the credits on the first of every month, doesn't matter if you subscribe even on the last day of the month.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wldc3b/are_they_double_charging/paz5yjr/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "what i love about kiro is that they give you credits and not time windows. this let me define my own schedule to work and not feel pressured to use all the windows when the token resets and not knowing if i'll hit the wall on the time i want to dedicate work. please don't follow the competitors on that! 🙏🏻", "link": "https://www.reddit.com/r/kiroIDE/comments/1w5wmz0/after_waiting_almost_4_months_for_fable_5_and_the/p7pqqld/"}], "complaint": [{"date": "2026-09-05", "source": "Reddit", "community": "r/google_antigravity", "polarity": "complaint", "text": "i think they are very similar. the quotas in kiro are structured differently and are much more predictable because you get credits not a time window.\nif you’re in the middle of something and you hit that 5 hour limit most providers have you’re stuck… with kiro you get predictable credits and they don’t just die after 5 hours. the “power” tier is excellent for heavy dev work and lasts me (a very heavy user) about 15 days in big project months. \nit", "link": "https://www.reddit.com/r/google_antigravity/comments/1w786df/is_kiro_better_for_development/p7zxz0m/"}]}}, "limits.burn_rate": {"praise": 3, "complaint": 35, "n": 38, "praiseShare": 7.9, "ci95": [2.7, 20.8], "regard": 0.475, "regardCi95": [0.449, 0.504], "salience": 10.4, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "codex is insane atlist usage wise i haved used gpt 6 luna for 5hrs maybe more it only consumed 2% of weekly limits", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq8e5k/claude_opus_55_is_finally_here_lessss_gooo/pcbrrzv/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i use kiro ide with auto model. works very well, few tokens.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p92st2r/"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "compared to other tools such as copilot, kiro uses up credits relatively slowly (and yes, i mean credits per cost). of course, where possible, you should try to optimise your llm usage a little, avoid unnecessary context, etc., but depending on what you’re doing and which model you’re using, this level of consumption may be normal. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1vz8tk7/kiro_is_guzzling_credits_1k_in_two_days/p71rhqd/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "with my 150 credits left, i can probably fit 4 requests in!", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq8e5k/claude_opus_55_is_finally_here_lessss_gooo/pc386s6/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "do you have model governance enabled? if yes, then i don't think i may be of much help sadly. you might have to reach out to aws support. i'll just throw this out there, after opus 5.5 dropped in kiro, there's really no reason to be using fable 5.1. fable is quite literally slowler and much much more expensive than 5.5\n<strict_link>", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pc5nd9m/"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 36, "n": 36, "praiseShare": 0.0, "ci95": [0.0, 9.6], "regard": 0.456, "regardCi95": [0.444, 0.47], "salience": 9.9, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yeah this has been known for weeks. they’re refunding people for september as they increased the price without enough notice.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbx3dn/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "that's not how it works when there are so many are in the competition. kiro is just an ide😂 they don't even have a model. keep making it more expensive, no one's gonna use it.\ni don't even understand where you are even trying to go with your opinions.\nmaximize profits 😂 ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcdteme/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "hiking gpt 5.6 models prices is not how they're going to maximize profits within this capitalistic system", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcdub8a/"}]}}, "limits.reset_schedule": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.494, "regardCi95": [0.487, 0.499], "salience": 1.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "because kiro actually lets you blast through your entire monthly quota in a single day if you wanted to. anthropic and openai do not even come close to offering that, they have a fixed 5 hr and weekly limit even on the $200 plan. \nanthropic and openai also calculate the plan from the date you purchase and goes on until 30 days. \nkiro resets the credits on the first of every month, doesn't matter if you subscribe even on the last day of the month.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wldc3b/are_they_double_charging/paz5yjr/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i dont think they are even trying. i use kiro cause i have free credits there. but man it is bad. it makes antigravity look like a work of art. i use codex as my daily driver, and had to come back to it every once in a while when my credits end and tibo forgets to hit reset. and its painful", "link": "https://www.reddit.com/r/kiroIDE/comments/1otp6lu/kiro_has_been_the_worst_ai_code_editor_i_have/pakkppu/"}, {"date": "2026-09-09", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@studentoffershq @kirodotdev $240 value sounds generous until credits burn on retries. what counts as one credit, and does unused balance roll over?", "link": "https://twitter.com/281471542/status/2097489069626319092"}]}}, "limits.usage_meter": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.prompt_cache": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-17", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "by letting the cache go stale, implied by you saying continue, you just repaid all our cache write tokens again also", "link": "https://www.reddit.com/r/kiroIDE/comments/1whrobc/in_less_than_30_secs_kiro_uses_almost_100_credits/paaymrs/"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 0.5, "receipts": {"praise": [], "complaint": [{"date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i tried bedrock fable5.1 via api.\n1 prompt costed me 1500$ 💀 ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p8y498q/"}, {"date": "2026-09-03", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "oh that's already a reality with opus. i will just rack up my overages. company $$ anyways", "link": "https://www.reddit.com/r/kiroIDE/comments/1w5wmz0/after_waiting_almost_4_months_for_fable_5_and_the/p7kj3ac/"}]}}, "billing.pricing_clarity": {"praise": 0, "complaint": 13, "n": 13, "praiseShare": 0.0, "ci95": [0.0, 22.8], "regard": 0.483, "regardCi95": [0.474, 0.492], "salience": 3.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "at 1.1x, based on my testing and calculations (mitmproxy, context-window% counting to get token counts, sensible guesses at cached-reads, and baseline comparisons using openrouter), 5.6 luna was \\_more\\_ expensive than public api pricing, even at an optimal allowance usage of $0.02/credit. sol was slightly under at optimal usage, but most users won't use exactly 100%. \n \nit honestly looks more like they decided to sabotage the openai models on ki", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnn70l/openai_just_released_gpt6_sol_and_luna_at_50/pcbrd6d/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "ik it had been weeks since they changed the price and context support for gpt 5.6 models but i was still not aware about 2x rate after 272k tokens until yesterday", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbxpf2/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "my opinions doesn't matter, as a user i expect everything to be free, but will they make it free? at least what they are doing with the pricing should be reasonable, this is not.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcdpk1u/"}]}}, "billing.free_tier": {"praise": 2, "complaint": 20, "n": 22, "praiseShare": 9.1, "ci95": [2.5, 27.8], "regard": 0.449, "regardCi95": [0.427, 0.471], "salience": 6.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev\ni created a lightweight php dashboard to display data from switchbot temperature and humidity sensors.\ni was able to implement all of this smoothly using only the features of \"kiro free\"!\n<strict_link>\n#kirouniversity #buildwithkiro", "link": "https://twitter.com/2104203277688811520/status/2104233829972246799"}, {"date": "2026-09-08", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@mattsgarman @kirodotdev great move, @mattsgarman. giving students access to real-world ai tools today creates stronger builders for tomorrow.", "link": "https://twitter.com/1301415704709591058/status/2097423719945884023"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "ugh i first messed with this stuff on kiro so it's my default but i'm gonna have to pay to mess with new modelsss", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnkhp7/is_claude_sub_better_than_kiro_sub_20/pbg11ji/"}, {"date": "2026-09-18", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev kiro will never have a universal student verification system like google's. never forget this and this is one of the worst things for kiro.", "link": "https://twitter.com/1896160400716267520/status/2101007441785663795"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yeah they are telling me same, too spend some dollar and generate some invoices. but idk how much exactly i need to spend so i look active? cause i don't have any free credits that i can spend so i need to use my own money", "link": "https://www.reddit.com/r/kiroIDE/comments/1wf62bw/i_recieved_aws_kiro_plus_credits_under_their/p9kujer/"}]}}, "billing.subscription_portability": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "setup.install_signin": {"praise": 0, "complaint": 7, "n": 7, "praiseShare": 0.0, "ci95": [0.0, 35.4], "regard": 0.489, "regardCi95": [0.481, 0.497], "salience": 1.9, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev still not available to me even though i am a qualified customer. i don't understand how kiro works", "link": "https://twitter.com/2048551282554585088/status/2102182077219410112"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i created a new aws account specifically to try kiro for my development team.\ni followed the **exact process mentioned in kiro's official documentation** — aws account, iam identity center, user setup, kiro profile, and then tried to subscribe the user.\nand then i got:\n**“your account is not authorized to make this call.”**\ni spent almost **2 days** going back and forth with aws support, getting the setup checked and explaining the same issue mul", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "again, i've seen no issues. it really doesn't matter what you believe :)\nat worst my main issue is my 8 hour login token expiring and weird hoops i need to do to log back right after. not an issue with kiro cli", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p8y98ms/"}]}}, "setup.provider_byok_local": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.507], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i’ve been using it with opencode and direct bedrock calls and it’s been working great.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpi98x/opus_55_prediction/pbw9hib/"}], "complaint": []}}, "setup.extensions_mcp": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.5, "regardCi95": [0.488, 0.511], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i use kiro at work and use claude code at home. claude code experience is much better. \nif you compare major features, kiro now supports most features (if not all) now: steering, mcp, skills etc. \nalthough, it is a bit confusing when you read the document at [<strict_link> but it actually supports skills pretty well and you can also use \"npx skills add\" to install theml. \nkiro has powers but i don't think it is popular. claude code has plugins an", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbk4vsq/"}, {"date": "2026-09-23", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev day 3 is looking strong. mcp and custom agents are exciting additions to the challenge.", "link": "https://twitter.com/313123169/status/2102849930981413241"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "kiro has been excellent for my development pipeline which relies heavily on all of the cloud providers. \nit’s really good at doing “spec” work where it specs out the entire project, it creates a requirements document, task list, etc. \nif you want to have a structured, professional grade application, kiro takes the “prompting for everything” out of the equation and you get to read the requirements, and plan before it writes the task list, so it bu", "link": "https://www.reddit.com/r/google_antigravity/comments/1w786df/is_kiro_better_for_development/p7w0539/"}], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "> client-declared tools (the harness's own functions) — not honored by kiro-cli today. definitions on session/prompt (top-level tools or _meta.tools) are accepted but ignored; \nas much as i want to use your gateway, this is still a blocker for me.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w3j02c/𝐔𝐬𝐞_𝐀𝐖𝐒_𝐊𝐢𝐫𝐨_𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐩𝐭𝐢𝐨𝐧_𝐟𝐨𝐫_𝐚𝐧𝐲_𝐀𝐈_𝐇𝐚𝐫𝐧𝐞𝐬𝐬/p9xiah3/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "this is true and blocker since it’s a limitation of kiro acp. here is the ticket: <strict_link>\nharness mcp server should pass through gateway., but not harness own tools ", "link": "https://www.reddit.com/r/kiroIDE/comments/1w3j02c/𝐔𝐬𝐞_𝐀𝐖𝐒_𝐊𝐢𝐫𝐨_𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐩𝐭𝐢𝐨𝐧_𝐟𝐨𝐫_𝐚𝐧𝐲_𝐀𝐈_𝐇𝐚𝐫𝐧𝐞𝐬𝐬/p9zf0jy/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro's steering files are great, until you want the same knowledge in your other agents, on your other machines, and in your teammates' setups.\ncartographer is an mcp server that keeps a git-backed knowledge base plus the configuration that goes with it (skills, subagents, instructions). `cartographer connect` renders it for kiro:\n- the mcp entry in `~/.kiro/settings/mcp.json`;\n- the instructions as `~/.kiro/steering/cartographer.md`;\n- skills in", "link": "https://www.reddit.com/r/kiroIDE/comments/1wdormr/yes_another_agentic_knowledge_base_but_this_one/"}]}}, "setup.onboarding_docs": {"praise": 1, "complaint": 7, "n": 8, "praiseShare": 12.5, "ci95": [2.2, 47.1], "regard": 0.496, "regardCi95": [0.483, 0.511], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "imo kiro is easier for newbies with no or very little dev experience", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo0mjf/kiro_vs_claude_code_any_difference_worth_knowing/pbmxf8r/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i use kiro at work and use claude code at home. claude code experience is much better. \nif you compare major features, kiro now supports most features (if not all) now: steering, mcp, skills etc. \nalthough, it is a bit confusing when you read the document at [<strict_link> but it actually supports skills pretty well and you can also use \"npx skills add\" to install theml. \nkiro has powers but i don't think it is popular. claude code has plugins an", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbk4vsq/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "well im using cursor at the moment and it’s not going in a great direction so im looking for alternatives. chatgpt’s plus subscription and kiro offer around the same and with similar subscription costs and kiro seems to be more architecture focused instead of fast shipping/more vibe coding/prompting. i’ve tried the kiro cli (for free) for a bit and it seems like a good cursor alternative so far. sucks that apparently the onboarding is shit, but h", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9kojax/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "for what i have been using kiro-cli it returns responses much faster than claude code but i think that the way it perfoms and the customization layer is under what claude code can offer", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p9325ex/"}]}}, "setup.ide_integration": {"praise": 3, "complaint": 5, "n": 8, "praiseShare": 37.5, "ci95": [13.7, 69.4], "regard": 0.497, "regardCi95": [0.484, 0.51], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i w found the kiro ide harness is significantly better than the cli. i use both", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbvtlk3/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "why? im trying to move away from cursor and kiro (cli) within vscode seems fine so far, very similar how you would add cursor rules in a project or globally.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9kozzw/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i switched to the cli for this reason, no problems now", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p8zfue1/"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "cool! gonna try tomorrow. i prefer the vs lsp integration, debugger and interface. kiro only have the free debugger right now and somehow electron-like programs perform much worse then vs in my machine.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp53oc/i_added_native_kiro_support_to_visual_studio_2026/pbvamrb/"}, {"date": "2026-09-13", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev why is there no online editor?!!! 🤬🤬🤬", "link": "https://twitter.com/1438775115416629249/status/2099035510836781215"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "\\> i've been using it for a year with zero issues\nexactly. you haven't tasted the actual frontier and consistency. also, i don't believe \"with zero issues\" for a sec; the ide is a pain. nice pfp btw", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p8y1s0u/"}]}}, "models.catalog_access": {"praise": 5, "complaint": 65, "n": 70, "praiseShare": 7.1, "ci95": [3.1, 15.7], "regard": 0.43, "regardCi95": [0.405, 0.456], "salience": 19.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev finally, we have opus 5.5 in kiro!!! 🎉\nthanks for finally adding it! \nhope to see the gpt-6 lineup in kiro soon too. <strict_link>", "link": "https://twitter.com/1673330175939956739/status/2104121435983958182"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i can get so much done even with 1000 credits without hourly or weekly bs i honestly dgaf about astra or any other models opus 5.5 is great and haiku 5.5 is coming soon also", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/pc3hkwy/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "with opus 5.5, kiro is so backkkkk and usable now. lol", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/pc42b5u/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "exactly, not a single gpt5.6 model is making sense against opus in kiro", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcdurv9/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "no mate i've been checking everyday in my kiro ide and it's not there yet. only opus 5", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pc44hzp/"}]}}, "models.routing_auto": {"praise": 1, "complaint": 5, "n": 6, "praiseShare": 16.7, "ci95": [3.0, 56.4], "regard": 0.498, "regardCi95": [0.486, 0.513], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i use kiro ide with auto model. works very well, few tokens.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p92st2r/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i work for amazon and is somewhat “strongly recommended” to use kiro. i still use claude code at work and at home. so much better … (auto classifier, transcript details, integrated tooling, open source tooling, cli features, general stability, model fallback, sub agents control, etc …)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pccqcjf/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "there's probably a too conservative system prompt that was done by the aws/kiro team.\nbut the real issue seems there's no auto fallback to opus 4.8 or opus 5 model when that happens?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqbuwo/opus_55_in_kiro_keeps_killing_legitimate_sessions/pc5znve/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "as someone who really only had a kiro pro sub because it was free for me as a student i defaulted to my other subs because of poor harness/model selection but i've been using opus 5.5 for the last couple hours in kiro and i'm pretty happy with the experience so far. anyone else having a similar experience?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqed0s/pretty_pleased/"}]}}, "models.effort_control": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "models.quality_drift": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "that's all a very good point. so i was using claude all last year, coming from kiro which never seemed to evolve. after some bugs that completely depleted my credits several times, i decided to move to codex after gpt 5 was released and it was a breath of fresh air. the last week and a half or so i find my normal usage depletes significantly faster.\nthis post was more a light hearted take but holy cow so many people got so offended? when moving t", "link": "https://www.reddit.com/r/codex/comments/1wq7zh6/so_now_that_were_jumping_ship_to_claude_whats_the/pc2m88l/"}]}}, "context.instruction_files": {"praise": 5, "complaint": 1, "n": 6, "praiseShare": 83.3, "ci95": [43.6, 97.0], "regard": 0.509, "regardCi95": [0.497, 0.521], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "my two cents on both from data science product development pov:\nclaude code: \ni have been using claude code since it's first release. i must say it has improved a lot from different modes to harness improvements.\nthe follow up questions which it asks you in plan mode is similar to plan mode in kiro. while claude code earlier was on cli only on windows later it got major upgrade to better ui as well integrated in vs code.\ni honestly feel like it r", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc2obm/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "why? im trying to move away from cursor and kiro (cli) within vscode seems fine so far, very similar how you would add cursor rules in a project or globally.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9kozzw/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "hello mate, i’ve been a kiro user since jan 2026. you don’t have to use spec driven development with it .. but for what you want in terms of rules so that the code base stays consistent; kiro will do that using steering files.\nspec driven development is slow to start, but fast once you’ve clarified the spec and plan. the idea behind it is that you iron out any assumptions that the llm may have about your requirements upfront to avoid any rework a", "link": "https://www.reddit.com/r/kiroIDE/comments/1t4k9yc/why_is_kiro_hated_so_much/p9bv1nn/"}], "complaint": [{"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "it's too much bloat.. steering files, and the editor's api make the models kinda dumber? i actually was tasked to check the quality of prompts compared to other others like for example vscode with llms, or cursor, and kiro performed the worst even when using the same models.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wevx2a/my_frustrating_experience_with_kiro_aws/p9ksr9j/"}]}}, "context.instruction_following": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-04", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i personally don't like gemini for coding, it's very proactive and do way to much stuff that is hard to follow and by passes lint rules i have on place instead of research the rule in the first place. what is being very useful is to research code and give me report but you have to ask it to quote where exactly got the claims that gives you back because otherwise it just makes things up with no cross checking ", "link": "https://www.reddit.com/r/kiroIDE/comments/1w6xdti/bring_gemini_38_flash_and_grok_models_to_kiro_as/p7sr4lg/"}]}}, "context.clarifying_questions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.long_context_decay": {"praise": 2, "complaint": 3, "n": 5, "praiseShare": 40.0, "ci95": [11.8, 76.9], "regard": 0.511, "regardCi95": [0.494, 0.534], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev in long conversations, it does not lose context, which indeed saves a lot of trouble when debugging code.", "link": "https://twitter.com/1518315606830829568/status/2102075322762137730"}, {"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@kirodotdev long context does save a lot of trouble for this kind of long-line agent task.", "link": "https://twitter.com/1867176094987935744/status/2102075427376476211"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev long-running context and deeper root-cause analysis could be a major boost for agentic coding.", "link": "https://twitter.com/313123169/status/2102211743489409258"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yeah that luna change was also crazy then fable coming 6x usage \noverall the context has a huge problem i think no way 1m context fills up that quickly \n1 promt 30 creds", "link": "https://www.reddit.com/r/kiroIDE/comments/1wjh0hs/for_the_last_23_days_kiro_credits_have_been/paioksy/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yes, the lack of frontier models is frustrating \nide is pain, i fully switched to kirocrew. \nfor me, personally, most of the pain is small context window for gpt models", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p8y9pzo/"}]}}, "context.compaction": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.495, "regardCi95": [0.488, 0.5], "salience": 0.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i want to add my view, it will never be free! any ai tool cannot be free, there is cost associated with them from foundation of training to hosting the model for end user like us. so to continue this service we need capital. yes companies will look ways to maximize it as so would we if we were in business. \nbut in this term. i would have preferred kiro to give us option to use context window. if you are cost insensitive going above 1m context is ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pce2ltj/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "my enterprise pays for it. but it frequently gives a high traffic message and gets stuck in \"working\" until i switch to a lower model. when ai development service isn't able to provide the basic feature of model available, why should i not shit on it. plus all the open-source models are outdated. and the context widows of the gpt models are like a teaspoon. compaction occurs every 10 minutes. it's a shite service all round. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1t4k9yc/why_is_kiro_hated_so_much/p8i7tlf/"}, {"date": "2026-08-31", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro is a waste of time and money.\nit's been, by far, the worst thing to ever happen to me. it lies. all the time. it doesn't take direction. i like to think i know moderately what i'm doing - and none of the fixes that work on other models made any difference. it doesn't listen. even if you compact conversations, it loses context, even with session handoffs, it doesn't read them. it skims, skips, tells you \"done\" and i've watched it lie to me in", "link": "https://www.reddit.com/r/kiroIDE/comments/1vlhy1l/kiro_needs_to_change_urgently/p6xfmgr/"}]}}, "context.session_memory": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.5, "regardCi95": [0.492, 0.508], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "but you can't get tool details in this case, even if you do, you are wasting your context window for the new llm. with a session transfer, it only takes relevant info as it would have if the session was running on it from the beginning.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnanos/move_sessions_from_claudecodex_to_kiro_and_vice/pblpvy5/"}], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev long-running agent sessions need a trace receipt beside the model label: session id, root-cause file, tool calls, skipped hypotheses, patch diff, and test result. otherwise context retention is just a nicer fog machine.", "link": "https://twitter.com/2013700835654672388/status/2102071866823430275"}]}}, "context.codebase_retrieval": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.attachments": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-01", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev hello. can you tell me why i can't send pictures through kiro?", "link": "https://twitter.com/2022045072863506435/status/2094879616674767045"}]}}, "work.capability": {"praise": 17, "complaint": 17, "n": 34, "praiseShare": 50.0, "ci95": [34.1, 65.9], "regard": 0.485, "regardCi95": [0.46, 0.509], "salience": 9.3, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "my two cents on both from data science product development pov:\nclaude code: \ni have been using claude code since it's first release. i must say it has improved a lot from different modes to harness improvements.\nthe follow up questions which it asks you in plan mode is similar to plan mode in kiro. while claude code earlier was on cli only on windows later it got major upgrade to better ui as well integrated in vs code.\ni honestly feel like it r", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcc2obm/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "so true, opus 5.5 is extremely good at coding, spatial reasoning and best of all, it speaks human 😙", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrgezk/when_are_we_getting_new_gpt6_sol_and_luna_models/pcean29/"}, {"date": "2026-09-27", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "i created this motion video with just one prompt using @kirodotdev 👀\nand honestly, the result is seriously impressive.\nyou might not even need claude code pro — i just used claude opus 5.5 directly inside kiro ide. <strict_link>", "link": "https://twitter.com/1260863005362802688/status/2104225110425227562"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "any model quality is better on any other model harness than kiro.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcapp9e/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "the reason your app returned 0 results isn't because you did something wrong. it's because vercel runs on shared cloud ip ranges that search engines like duckduckgo aggressively block the second automated scripts try to scrape them.\non the image recognition side, kiro gave you slightly outdated advice. you don't need a pricey setup just to pull text off a box. modern lightweight vision models (like gemini 2.0 flash or claude haiku) cost fractions", "link": "https://www.reddit.com/r/kiroIDE/comments/1wr7rya/i_built_something_but_have_no_idea_what_im_doing/pcaz0zv/"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i work for amazon and is somewhat “strongly recommended” to use kiro. i still use claude code at work and at home. so much better … (auto classifier, transcript details, integrated tooling, open source tooling, cli features, general stability, model fallback, sub agents control, etc …)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pccqcjf/"}]}}, "work.frontend_ui": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.bug_diagnosis": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.regressions_introduced": {"praise": 0, "complaint": 5, "n": 5, "praiseShare": 0.0, "ci95": [-0.0, 43.4], "regard": 0.493, "regardCi95": [0.486, 0.499], "salience": 1.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i only had this when i was using kiro with claude. never with codex directly. when ai was using gpt 5.5, i sometimes trashed its work and restored from git.", "link": "https://www.reddit.com/r/codex/comments/1wjyeps/astra_just_worked_on_a_feature_for_an_hour_then/pamjn49/"}, {"date": "2026-09-16", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i had multiple sub agents launch and ultimately throw errors. i contacted support for a refund for something clearly wrong with their service at the time. they refused to credit 20$ in tokens. that’s the last time i’ve used kiro.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wgutoi/so_let_me_get_this_straight_the_kiro_team_goes/pa2qy26/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "same here, one small task on a card in a specific page, sol used almost 700 credits, 1.5h.. entire page was broken at the end... and without working api in the page", "link": "https://www.reddit.com/r/kiroIDE/comments/1wgutoi/so_let_me_get_this_straight_the_kiro_team_goes/p9xwn7s/"}]}}, "work.scope_overreach": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.495, "regardCi95": [0.49, 0.499], "salience": 1.1, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i use both claude and kiro for work as a software developer daily, i cant give you a fair comparison token wise as i have a $100 claude account vs a 1000 credits kiro account so it's not fair, but comparing tools claude is much better no questions asked. kiro is not even compatible between it's own tools (they are fixing this with cli v3 which is not their stable version yet), i don't like their spec driven development implementation, in my opini", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pc76mgu/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "here you go\nopenspec: 4 setup actions, 2 per run, 13 tasks, 4m 26s. \nspec kit: 9 setup, 4 per run, 24 tasks, 9m 40s. \nbmad: 10 setup, 4 per run, no task list at all, 36m 5s. \nkiro: 0 setup this time since it was already installed, 21 per run plus 84 allow clicks, 29 tasks, 2h 11m, 39 of 50 free credits.\nall four shipped it, none needed a fix from me, none touched the server. spec kit and kiro added a grip handle nobody asked for, bmad added 3 dev", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wkktmh/i_measured_what_four_specdriven_tools_actually/parokx4/"}, {"date": "2026-09-04", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i personally don't like gemini for coding, it's very proactive and do way to much stuff that is hard to follow and by passes lint rules i have on place instead of research the rule in the first place. what is being very useful is to research code and give me report but you have to ask it to quote where exactly got the claims that gives you back because otherwise it just makes things up with no cross checking ", "link": "https://www.reddit.com/r/kiroIDE/comments/1w6xdti/bring_gemini_38_flash_and_grok_models_to_kiro_as/p7sr4lg/"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "it will show working, but it isnt doing anything just sitting there. i can interrupt with \"are you doing anything\" and it will sometimes just ignore me, but sometimes will say it is working. \nit sat overnight for 10 hours and did nothing during that time.\n \nany suggestions?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wefi0t/lately_kiro_has_been_just_hanging/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "sometimes i ask something and it doesn't do anything. like my question was abandoned promptly. \nand when it's waiting for another service/event which never happens kiro wouldn't say a word", "link": "https://www.reddit.com/r/kiroIDE/comments/1wefi0t/lately_kiro_has_been_just_hanging/p9e4h1d/"}]}}, "work.long_running_autonomy": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.497, "regardCi95": [0.487, 0.505], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-05", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i use it to work on jira tickets having to do with infra as code, gitlab, aws deployments, etc \nat this point it's mainly users making tickets and me letting kiro handle the tickets to completion.\nsometimes i have to come in and deal with stuff that requires business knowledge for our org but at the technical level, it's able to handle about 70% of tickets and no one knows they're talking to an llm as i trained it to talk casual and more like me.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w7zen5/what_if_kiro_cli_worked_like_an_entire_software/p7zwu4l/"}], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i had a runaway agent once. it took all tasks, went into the background and continued for a couple of hours. no stopping of the thing. it survived prompts, commands, sessions and restarts. 100+ tokens on haiku and ~30 tasks later it happily reported in a newly opened session that it finished. micro-skynet experience. good it was a small private project.", "link": "https://www.reddit.com/r/kiroIDE/comments/1whrobc/in_less_than_30_secs_kiro_uses_almost_100_credits/pa4s07y/"}]}}, "work.multi_agent_orchestration": {"praise": 3, "complaint": 3, "n": 6, "praiseShare": 50.0, "ci95": [18.8, 81.2], "regard": 0.497, "regardCi95": [0.484, 0.508], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-09", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "that last update i shipped so many features. i've been posting for days and still haven't gotten through them all.\n1devtool now supports `oh my pi` by @_can1357 and @kirodotdev \nyou can resume sessions, save prompts, orchestrate, and more with them <strict_link>", "link": "https://twitter.com/2050465213821132800/status/2097691961608306922"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i'm not sure moe or not but your suggestion is great :). i think using multiple agents with a well-defined workflow will help us implement things more effectively.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w7zen5/what_if_kiro_cli_worked_like_an_entire_software/p89zc2b/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "kiro crew is pretty stable, def worth a try!", "link": "https://www.reddit.com/r/kiroIDE/comments/1vlhy1l/kiro_needs_to_change_urgently/p7c3i9v/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i work for amazon and is somewhat “strongly recommended” to use kiro. i still use claude code at work and at home. so much better … (auto classifier, transcript details, integrated tooling, open source tooling, cli features, general stability, model fallback, sub agents control, etc …)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pccqcjf/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "feels like too much over engineering, takes a heck lot of time and costs\nat max one reviewer is best", "link": "https://www.reddit.com/r/kiroIDE/comments/1w7zen5/what_if_kiro_cli_worked_like_an_entire_software/p8dwul7/"}, {"date": "2026-09-06", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "that’s the whole idea behind an agentic workflow and something kiro, claude, codex, etc all do well. \ni think crew is intended to make this more automatic but honestly it feels more clunky than a build out cli workflow so i haven’t fully adopted. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1w7zen5/what_if_kiro_cli_worked_like_an_entire_software/p82mp2c/"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.destructive_actions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-02", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "trying to use @kirodotdev and i told the ai to fix a chat container. the ai successfully fucked up my 4 hours work.. completely reset the whole work with the stashing and restoring the last commit.\ni know it's a trial account, and using autopilot.. but seriously ?? <strict_link>", "link": "https://twitter.com/74664680/status/2095054450155208849"}]}}, "work.git_workflow": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.computer_browser_use": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.safety_refusals": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.507, "regardCi95": [0.496, 0.525], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i haven't hit the cyber false positive with opus 5.5 in kiro yet, but i did when using claude code after running a code review with subagents and asking it for findings that exceeded the number of issues to report. the error from claude was much more clear, pointing out that it seemed like i was trying to prompt engineer or reverse engineer claude. i suspect anthropic raised the bar for introspection a bit too high.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqbuwo/opus_55_in_kiro_keeps_killing_legitimate_sessions/pc33e7m/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i finally got opus 5.5 on kiro pro max, and the model itself is extremely impressive — but the cyber guardrail seems way too aggressive right now.\ni first encountered:\n`the selected model cannot continue this conversation.`\neven on a trivial prompt.\ni investigated it with opus 5 and found that a security-review skill description loaded globally into the agent context was enough to trigger the provider-side cyber classifier. i confirmed it with an", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqbuwo/opus_55_in_kiro_keeps_killing_legitimate_sessions/"}]}}, "work.permission_prompts": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.495, "regardCi95": [0.489, 0.5], "salience": 0.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "here you go\nopenspec: 4 setup actions, 2 per run, 13 tasks, 4m 26s. \nspec kit: 9 setup, 4 per run, 24 tasks, 9m 40s. \nbmad: 10 setup, 4 per run, no task list at all, 36m 5s. \nkiro: 0 setup this time since it was already installed, 21 per run plus 84 allow clicks, 29 tasks, 2h 11m, 39 of 50 free credits.\nall four shipped it, none needed a fix from me, none touched the server. spec kit and kiro added a grip handle nobody asked for, bmad added 3 dev", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wkktmh/i_measured_what_four_specdriven_tools_actually/parokx4/"}, {"date": "2026-09-07", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "someone from @kirodotdev , please fix the ui , and also bring in modes to auto approve , even if its in autopilot , the model(even sol and opus 5) keeps coming up with random most commands and asking permission every single time . <strict_link>", "link": "https://twitter.com/1308410318108995585/status/2097051318175289737"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "for multiple permissions dialog box kiro incorrectly registers accept all as reject. even clicking on green tick gives reject signal to kiro.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w5nh3m/bug_report/"}]}}, "work.plan_mode": {"praise": 7, "complaint": 1, "n": 8, "praiseShare": 87.5, "ci95": [52.9, 97.8], "regard": 0.515, "regardCi95": [0.504, 0.527], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "kiro has built-in \"spec-driven development\", aka \"planning mode\". as well a normal \"vibe-coding mode\". this planning mode is amazing. but yes, - with proper prompts and .md cofigs, same is possible in vscode+some llm plugin..", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbj4ocl/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "been using kiro at work and have found the built in planning mode much easier to use than using a similar plugin for vs code/claude.\nbeen contemplating adding a personal kiro sub as well to maybe use in conjunction with claude or codex on a larger scale private project - just need to figure out a good plan to organize/manage them.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbjcrv2/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i am a big fan of the spec driven development, it is a much better approach to building in a structured way. the requirements, design, task list and execution steps are really geared towards proper development flows and it helps immensely with tracking progress and keeping you on task. \nit also helps that you can clearly define a top tier model for the design, and overall definition of the build so it creates the task list, then its flip to auto ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbkyn6y/"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "and to think that only a year ago, maybe less, they (@amazon) built a whole agentic ide (@kirodotdev) business around plan mode <strict_link>", "link": "https://twitter.com/412133001/status/2103436096730255645"}]}}, "work.response_verbosity": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.506, "regardCi95": [0.5, 0.519], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "i’ve tried a bunch of different clients and models out there, and prefer kiro + one of the claude 4.8 models to most of them, including claude code cli which i find too cutesy and verbose by comparison. honestly this is more of a matter of tastes + skills issue on your part.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p8zeoia/"}], "complaint": []}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-08-31", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro is a waste of time and money.\nit's been, by far, the worst thing to ever happen to me. it lies. all the time. it doesn't take direction. i like to think i know moderately what i'm doing - and none of the fixes that work on other models made any difference. it doesn't listen. even if you compact conversations, it loses context, even with session handoffs, it doesn't read them. it skims, skips, tells you \"done\" and i've watched it lie to me in", "link": "https://www.reddit.com/r/kiroIDE/comments/1vlhy1l/kiro_needs_to_change_urgently/p6xfmgr/"}]}}, "verify.self_testing": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.496, "regardCi95": [0.487, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-10", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@shao__meng @kirodotdev @clare_liguori \"people set the direction, and the agent executes.\" it sounds smooth when we talk about it, but when it actually runs, the bottleneck usually occurs during the verification stage—after the agent modifies the code, it judges right or wrong by itself, which can easily lead to loose testing. do you have any specific guidelines in those ten points on how to set non-bypassable acceptance criteria for the agent?", "link": "https://twitter.com/2081519130113630208/status/2098160143506805106"}]}}, "verify.agent_code_review": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.change_review_ui": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "ui.display_settings": {"praise": 1, "complaint": 6, "n": 7, "praiseShare": 14.3, "ci95": [2.6, 51.3], "regard": 0.493, "regardCi95": [0.481, 0.504], "salience": 1.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "seriously amazon hit this one out of the park, the layout of the ui is really clean, and 🤯 @kirodotdev you guys! <strict_link>", "link": "https://twitter.com/7215722/status/2103732565517684954"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yes you can zoom it but scaling it not only affects text it increases the overall size of the ide, including buttons, menus, etc. i don't want that i want to only increase the text size and i can't so i don't use it ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcd08ni/"}, {"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i use both claude and kiro for work as a software developer daily, i cant give you a fair comparison token wise as i have a $100 claude account vs a 1000 credits kiro account so it's not fair, but comparing tools claude is much better no questions asked. kiro is not even compatible between it's own tools (they are fixing this with cli v3 which is not their stable version yet), i don't like their spec driven development implementation, in my opini", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pc76mgu/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "this has happened to me forever with kiro cli and it suckss", "link": "https://www.reddit.com/r/kiroIDE/comments/1wdwbhs/intermittent_scrollsnaptotop_when_scrolling/p99pmcq/"}]}}, "ui.session_history": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.508, "regardCi95": [0.5, 0.521], "salience": 0.5, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "@poojagiri_8 @kirodotdev session management in kiro cli was overdue1000+ sessions and finally being able to find one is huge", "link": "https://twitter.com/1675906158304038912/status/2102294972703621328"}, {"date": "2026-09-09", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "that last update i shipped so many features. i've been posting for days and still haven't gotten through them all.\n1devtool now supports `oh my pi` by @_can1357 and @kirodotdev \nyou can resume sessions, save prompts, orchestrate, and more with them <strict_link>", "link": "https://twitter.com/2050465213821132800/status/2097691961608306922"}], "complaint": []}}, "ui.interrupt_steer": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 0.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i had a runaway agent once. it took all tasks, went into the background and continued for a couple of hours. no stopping of the thing. it survived prompts, commands, sessions and restarts. 100+ tokens on haiku and ~30 tasks later it happily reported in a newly opened session that it finished. micro-skynet experience. good it was a small private project.", "link": "https://www.reddit.com/r/kiroIDE/comments/1whrobc/in_less_than_30_secs_kiro_uses_almost_100_credits/pa4s07y/"}]}}, "surfaces.remote_mobile": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.497, "regardCi95": [0.487, 0.504], "salience": 0.8, "receipts": {"praise": [{"date": "2026-09-08", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "installed it on my home machine, working with it now from my phone is amazing. great work! its simple to use but the features are incredible, i've only scratched the surface of agent capabilities.", "link": "https://www.reddit.com/r/kiroIDE/comments/1vfhqy9/introducing_kiro_crew_an_open_source/p8jvzvq/"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "man kiro is becoming less and less usable everyday. no fast mode, no latest models, no mobile use (in beta or opt in?)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnep1f/give_us_opus_55_atleast/pbh4l3t/"}, {"date": "2026-09-09", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev what does a man got to do to get mobile app access", "link": "https://twitter.com/2008390002259234816/status/2097788231094088006"}]}}, "surfaces.cloud_sessions": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.507], "salience": 0.3, "receipts": {"praise": [{"date": "2026-09-03", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "i talked about #buildinpublic yesterday and now i have the @kirodotdev cloud sessions running major improvements for pegasus galaxy in the alliance system. it's cool as i can continue to focus on my 9-5 ;)", "link": "https://twitter.com/9518182/status/2095414740025557253"}], "complaint": []}}, "rel.service_errors": {"praise": 1, "complaint": 4, "n": 5, "praiseShare": 20.0, "ci95": [3.6, 62.4], "regard": 0.506, "regardCi95": [0.491, 0.542], "salience": 1.4, "receipts": {"praise": [{"date": "2026-09-03", "source": "X", "community": "@kirodotdev", "polarity": "praise", "text": "everyone is complaining that codex, cursor and claude are down but you can still fully use @kirodotdev", "link": "https://twitter.com/1967964218956648448/status/2095580458452910505"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro-cli timed out a few times yesterday. i lost two heavy work sessions. all i found is a ticket so it appears it does not exist (<strict_link>)\nhow do people check downtime? does kiro do rate limiting if you are doing heavy work? it felt slow.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrsp5y/kiro_status_page/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "still now working today.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbxiy8i/"}, {"date": "2026-09-12", "source": "Trustpilot", "community": "Trustpilot", "polarity": "complaint", "text": "one of the worst free services i have ever used. it keeps failing when trying to run tasks, which is extremely annoying and frustrating.\nif you provide free credits, users should actually be allowed to use them. otherwise, remove the free credits instead of constantly letting tasks fail.\nif you need to apply a rate limit, at least allow users to retry after a minute. applying a rate limit after a single failed attempt, without even successfully u", "link": "https://www.trustpilot.com/reviews/6aa4ed4b9ff626364b4144a5"}]}}, "rel.response_speed": {"praise": 2, "complaint": 6, "n": 8, "praiseShare": 25.0, "ci95": [7.1, 59.1], "regard": 0.496, "regardCi95": [0.483, 0.51], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "for what i have been using kiro-cli it returns responses much faster than claude code but i think that the way it perfoms and the customization layer is under what claude code can offer", "link": "https://www.reddit.com/r/kiroIDE/comments/1wchsii/frontier_models_on_other_providers_vs_the_same/p9325ex/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "just downgrade to v 0.12 -doesnt have agent focus but feeels snappier", "link": "https://www.reddit.com/r/kiroIDE/comments/1w5nh3m/bug_report/p7x19jn/"}], "complaint": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "kiro-cli timed out a few times yesterday. i lost two heavy work sessions. all i found is a ticket so it appears it does not exist (<strict_link>)\nhow do people check downtime? does kiro do rate limiting if you are doing heavy work? it felt slow.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrsp5y/kiro_status_page/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "if we can use gpt-5.6, that's still better. we can only use sonnet4.6 here. it's a completely delayed service and is unusable.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp3xji/why_kiro_like_this/pbuv1e6/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "man kiro is becoming less and less usable everyday. no fast mode, no latest models, no mobile use (in beta or opt in?)", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnep1f/give_us_opus_55_atleast/pbh4l3t/"}]}}, "rel.client_failures": {"praise": 0, "complaint": 12, "n": 12, "praiseShare": 0.0, "ci95": [0.0, 24.3], "regard": 0.484, "regardCi95": [0.475, 0.492], "salience": 3.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "fyi - still not working.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbus63m/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "cool! gonna try tomorrow. i prefer the vs lsp integration, debugger and interface. kiro only have the free debugger right now and somehow electron-like programs perform much worse then vs in my machine.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp53oc/i_added_native_kiro_support_to_visual_studio_2026/pbvamrb/"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "yes, use cli rather than ide as ide is very memory hungry", "link": "https://www.reddit.com/r/kiroIDE/comments/1wo0mu2/kiro_vs_claude_code_any_difference_worth_knowing/pbk51y1/"}]}}, "rel.update_breakage": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.support": {"praise": 3, "complaint": 27, "n": 30, "praiseShare": 10.0, "ci95": [3.5, 25.6], "regard": 0.485, "regardCi95": [0.462, 0.512], "salience": 8.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "yeah this has been known for weeks. they’re refunding people for september as they increased the price without enough notice.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrd7l9/insane_price_hike_for_gpt_56_model_even_crazier/pcbx3dn/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "after month bill generated i'm applied for review, i got approved and using right now.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wmlgm1/still_blocked_after_waiting_more_than_a_week/pbdj538/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "that's not necessary. they told me that same thing initially and i pushed back and they said they'd forward to the kiro team. next day it was resolved.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wf62bw/i_recieved_aws_kiro_plus_credits_under_their/p9lrru4/"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i created a billing support ticket - got a gem a response that i should call my bank and try again… my ticket has been changed to ‘waiting on customer’ and if i am able to resolve it i should change the ticket manually.. \ni have no access to this ticket, or link to anything to respond. \nawesome. \nfwiw - i don’t mind a front line of agents responding to support, it’s better than no support at all.. but i can’t even respond!! ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbytz4u/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "facing similar issue not able to purchase credits or upgrade, tried everything, contacted them but they are not acknowledging the issue… my projects stuck in middle bcz of this", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpy62b/card_declined_kiro_subscription/pbzw90g/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "i've already done that, no response from the team.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq22ib/kiro_payment_declined_anyone_else/pc0esy1/"}]}}, "account.billing_errors": {"praise": 1, "complaint": 27, "n": 28, "praiseShare": 3.6, "ci95": [0.6, 17.7], "regard": 0.5, "regardCi95": [0.459, 0.563], "salience": 7.7, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwnmg/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwopv/"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "problem is resolved for me! i reloaded my kiro account usage page, hit the \"purchase add-on credits\" link fresh to open a new stripe page.. filled in my info, and successfully bought my credits. they are appearing in kiro too.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbzwp9m/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "cameback to this sub today after moving to deepseek api which i’m very pleased with fast and extremely cheap at level of frontier models i’ m shocked to see after 5 months you still guys having the billing issue 😂😂😂", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq22ib/kiro_payment_declined_anyone_else/pc9epte/"}, {"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev can't subscribe, all card declined", "link": "https://twitter.com/2083458321118552065/status/2103690957761953862"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "stripe ai getting woke at detecting abuser....even my new visa infinite cc is declined , joke", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sqj/i_need_help_cards_declined_multiple_times/pbzkmd6/"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 13, "n": 13, "praiseShare": 0.0, "ci95": [0.0, 22.8], "regard": 0.483, "regardCi95": [0.474, 0.491], "salience": 3.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev, removing nigeria from your stripe list of countries is racist btw. \npure racism, because what do you mean nigerians cant payy to use your tool.? \ni checked your github and someonne complained about this in february, your team promised to fix it \nit's not.", "link": "https://twitter.com/2032166700544823296/status/2102745597161705867"}, {"date": "2026-09-16", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "@kirodotdev @awssupport kiro cli v3 locked (unusual activity, false positive). case <phone_number> already with billing support (francisca s.). work blocked — please escalate identity verification.", "link": "https://twitter.com/622561789/status/2100365114541256934"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "has anyone else experienced this with kiro? i recently created a student account using my university email, sent only one prompt, and then my account was suddenly suspended.\ni've contacted support multiple times and provided my case number, but i keep receiving the same ai-generated response without any actual explanation or resolution.\nhas anyone here gotten their account suspension resolved? if so, how did you manage to get it resolved?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wfui10/kiro_student_account_suspended_for_no_reason/"}]}}, "account.data_privacy": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.507, "regardCi95": [0.49, 0.532], "salience": 1.6, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "finally out with some data retention policy. \nwhat do you think of the price? not that bad when sol 5.6 is now 4.4x to 8.8x 😅", "link": "https://www.reddit.com/r/kiroIDE/comments/1wiuzqn/fable_51_has_been_released/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": "relax, it's been like an hour lol. plus, you really want to share your data with anthropic? aws has much better data privacy terms. the fable 5 data retention was basically just \"we're going to only retain your prompts and completions to scan for security, just trust us, that's all we're going to scan for, and we define what security means.\"\ni'm betting 5.1 will be there quick for kiro", "link": "https://www.reddit.com/r/kiroIDE/comments/1w4wl5c/are_we_getting_fable_51/p7awycr/"}, {"date": "2026-09-02", "source": "Reddit", "community": "r/kiroIDE", "polarity": "praise", "text": ">no company will willingly sign up for that, at least not a good company.\nmind telling me what the problem is? zero data retention, data processing agreement, eu based inference by providers like ovh and ionos. its basically the same aws would have to provide for a eu company to use their services. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1w4wl5c/are_we_getting_fable_51/p7bvf56/"}], "complaint": [{"date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "my company is not giving us access to fable because of the data retention requirements on fable.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pc5x5gt/"}, {"date": "2026-09-26", "source": "X", "community": "@kirodotdev", "polarity": "complaint", "text": "nobody told me amazon made kiro crew, an openclaw agent clone. when i installed it, it copied all of my hermes openclaw and other agent skills and settings! wtf? @kirodotdev <strict_link>", "link": "https://twitter.com/7215722/status/2103726832617222463"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/kiroIDE", "polarity": "complaint", "text": "here's the data policy, they will read your discussions if you get flagged [<strict_link>\nedit: i got the feeling the next opus model will cost more than 2.2x credits", "link": "https://www.reddit.com/r/kiroIDE/comments/1wiuzqn/fable_51_has_been_released/padet9i/"}]}}}, "requests": {"authorWeeks": 157, "themes": [{"theme": "Add Opus 5.5 model", "criterion": "models.catalog_access", "authorWeeks": 29, "posts": 37, "examples": [{"agent": "kiro", "date": "2026-09-25", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev opus 5.5 &amp; gpt-6. it appears you are closing kiro", "link": "https://twitter.com/1406221145498587139/status/2103356477729845498"}, {"agent": "kiro", "date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "text": "i purchased kiro subscriptions around 2 months ago because i liked the models and no 5-hours limits.\nafter, i applied for the kiro startup program. now i'm using startup credits but i'm not happy now.\nkiro still seems to be stuck with the older model only opus 5 and gpt 5.6.\ni don’t see the newer models like opus 5.5, fable, gpt6 models.\ncan we expect these latest models ? and \nanyone else experiencing this?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp3xji/why_kiro_like_this/"}, {"agent": "kiro", "date": "2026-09-24", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev add opus 5.5 it's is already too late how long are we supposed to wait another decade? we are paying for your service not begging for anything.", "link": "https://twitter.com/2075998391793037312/status/2103155400422142249"}]}, {"theme": "Expand student program to more universities", "criterion": "billing.free_tier", "authorWeeks": 18, "posts": 20, "examples": [{"agent": "kiro", "date": "2026-09-10", "source": "X", "community": "@kirodotdev", "text": "@ajassy kiro is great but davidson college is sadly not one of the 132 colleges listed. @kirodotdev i'm researching coding agents and would love to access kiro pro for the next year. can we chat?", "link": "https://twitter.com/1256997596473720834/status/2097903998695035225"}, {"agent": "kiro", "date": "2026-09-09", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev would you mind adding the university of electro-communications to your list?", "link": "https://twitter.com/1959058795138887680/status/2097790884863705229"}, {"agent": "kiro", "date": "2026-09-09", "source": "X", "community": "@kirodotdev", "text": "i thought entire world have around 200+ countries but not it's actually 18 \nthanks @kirodotdev helping <strict_link>", "link": "https://twitter.com/2015748138750058496/status/2097789450831138964"}]}, {"theme": "Fix declined card payments and checkout failures", "criterion": "account.billing_errors", "authorWeeks": 8, "posts": 9, "examples": [{"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "i'm encountering this error, i've tried 4-5 other cards from different providers, but still declines the payments. \n \nanyone else encountering the same issue?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq22ib/kiro_payment_declined_anyone_else/"}, {"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "kiro is declining every card while getting subscription or purchasing credits. i tried each of my card and got declined. even the card i used to purchase the subscription earlier got declined today", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpy62b/card_declined_kiro_subscription/"}, {"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "im trying from 2 days to upgrade my plan or buy credits, it is just showing a “card decline” message i’ve tried different cards still not able to\nseen few posts yesterday but no latest info, please let me know if that issue got fixed i have alot of work pending.. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpl4mc/is_that_billing_issue_got_fixed/"}]}, {"theme": "Add Fable 5.1 model", "criterion": "models.catalog_access", "authorWeeks": 8, "posts": 8, "examples": [{"agent": "kiro", "date": "2026-09-08", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev give us the latest models. we need astra and fable. how long do we need to wait? @kirodotdev", "link": "https://twitter.com/1328696201969946627/status/2097406788303823031"}, {"agent": "kiro", "date": "2026-09-05", "source": "X", "community": "@kirodotdev", "text": "fable 5.1 or gpt6?!!!! maybe both..we deserve that on\n@kirodotdev", "link": "https://twitter.com/160687361/status/2096031541159657915"}, {"agent": "kiro", "date": "2026-09-04", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev add fable model and astra model in kiro pleaseeeee", "link": "https://twitter.com/1445119640145907719/status/2095809770410201225"}]}, {"theme": "Add GPT-6 Astra model", "criterion": "models.catalog_access", "authorWeeks": 7, "posts": 7, "examples": [{"agent": "kiro", "date": "2026-09-23", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev please kiro, give us what we want: astra, fable, opus 5.5, sol 6, luna 6 !!! pleaseeee", "link": "https://twitter.com/1794045418445115392/status/2102796562518933904"}, {"agent": "kiro", "date": "2026-09-14", "source": "X", "community": "@kirodotdev", "text": "@awsdevelopers i will choose python.\nbecause @kirodotdev is great with it too ;)\nwen astra?", "link": "https://twitter.com/2083879303113027585/status/2099596286605271182"}, {"agent": "kiro", "date": "2026-09-14", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev cool when is kiro getting astra?", "link": "https://twitter.com/1746043260127305728/status/2099573532686438490"}]}, {"theme": "Lower or reverted model pricing", "criterion": "limits.allowance_change", "authorWeeks": 6, "posts": 6, "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"agent": "kiro", "date": "2026-09-21", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev bring back luna at 0.1x multiplier, i don't mind 256k context window", "link": "https://twitter.com/1543880323749990400/status/2102132367129514240"}, {"agent": "kiro", "date": "2026-09-16", "source": "X", "community": "@kirodotdev", "text": "can anyone in the kiro team pushback against this change ? luna went from being dirt cheap to 1.1x \n<strict_link> \neither that or just be transparent and admit you wanted to do a price increase. \n@kirodotdev @mattsgarman", "link": "https://twitter.com/2066294184923877376/status/2100144237366923638"}]}, {"theme": "Add low-cost DeepSeek and GLM models together", "criterion": "models.catalog_access", "authorWeeks": 5, "posts": 5, "examples": [{"agent": "kiro", "date": "2026-09-16", "source": "Reddit", "community": "r/kiroIDE", "text": "at home i use a mix of codex and deepseek. astra at medium thinking works quite well. it kills me because i thought kiro was the affordable alternative, but i think any token/credit based service eventually has to stop eating costs. if they would at least get modern versions of deepseek and glm that were lower multipliers, that would give us better options, but bedrock has to support them first.", "link": "https://www.reddit.com/r/kiroIDE/comments/1whvp12/what_do_you_thing_about_the_new_prices_and_any/pa9288j/"}, {"agent": "kiro", "date": "2026-09-16", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev can you guys please add models like deepseek v4.1 flash and pro, glm 5.3 flash and other sota flash and pro oss models ? \nit’s terrible that a product from “amazon” is not serving the frontier stuff even with the enormous compute y’all have", "link": "https://twitter.com/1765671748282851328/status/2100101774887776291"}, {"agent": "kiro", "date": "2026-09-04", "source": "Reddit", "community": "r/kiroIDE", "text": "they should also bring glm 5.3 flash and deep seek v4 flash.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w6xdti/bring_gemini_38_flash_and_grok_models_to_kiro_as/p7rc6us/"}]}, {"theme": "Same-day availability of new models", "criterion": "models.catalog_access", "authorWeeks": 5, "posts": 5, "examples": [{"agent": "kiro", "date": "2026-09-25", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev cool. now where is opus 5.5? you said “coming soon” days ago. even a simple eta would be appreciated.", "link": "https://twitter.com/1881025178291081216/status/2103520502471852236"}, {"agent": "kiro", "date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "text": "i'm honestly losing patience with kiro. where's astra, gpt 6 sol and luna, and opus 5.5??? they're already on bedrock so why are they not out on kiro yet, aws?\nedit: fixed typo", "link": "https://www.reddit.com/r/kiroIDE/comments/1worz5h/waiting_for_the_guy_who_says_opus_55_is_here/pbpvkie/"}, {"agent": "kiro", "date": "2026-09-21", "source": "Reddit", "community": "r/kiroIDE", "text": "if a new anthropic deal was signed i better get opus 5.5 on day 1", "link": "https://www.reddit.com/r/kiroIDE/comments/1wgutoi/so_let_me_get_this_straight_the_kiro_team_goes/pb5bsoy/"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 4, "posts": 5, "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"agent": "kiro", "date": "2026-09-10", "source": "Reddit", "community": "r/kiroIDE", "text": "pfft.  every month my credit on kiro runs out sooner.   i used my kiro plan in under 2 days this month.  they need a deepseek model, not astra.", "link": "https://www.reddit.com/r/kiroIDE/comments/1war1iu/is_gpt_astra_and_the_fable_models_coming_to_kiro/p8xg591/"}, {"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "also deepseek flash 4.1", "link": "https://www.reddit.com/r/kiroIDE/comments/1wpveza/kiro_and_opus_55/pbzfwkl/"}]}, {"theme": "Keep model catalog updated to latest versions", "criterion": "models.catalog_access", "authorWeeks": 4, "posts": 5, "examples": [{"agent": "kiro", "date": "2026-09-26", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev @kirodotdev you haven't added any of the latest models like opus 5.5 or latest gpt model. please add them asap", "link": "https://twitter.com/1374290383455232000/status/2103876252293906688"}, {"agent": "kiro", "date": "2026-09-25", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev what’s going on with given us access to the latest models what are you guys doing @kirodotdev", "link": "https://twitter.com/1328696201969946627/status/2103380454686576734"}, {"agent": "kiro", "date": "2026-09-02", "source": "Reddit", "community": "r/kiroIDE", "text": "honestly, company is the only reason im using kiro. they’re too bad at keeping models up-to-date, especially fable models when all others got fable but we dont", "link": "https://www.reddit.com/r/kiroIDE/comments/1w4wl5c/are_we_getting_fable_51/p7av97u/"}]}, {"theme": "Add GPT-6 Sol and Luna models", "criterion": "models.catalog_access", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev finally, we have opus 5.5 in kiro!!! 🎉\nthanks for finally adding it! \nhope to see the gpt-6 lineup in kiro soon too. <strict_link>", "link": "https://twitter.com/1673330175939956739/status/2104121435983958182"}, {"agent": "kiro", "date": "2026-09-24", "source": "Reddit", "community": "r/kiroIDE", "text": "if we can use gpt-5.6, that's still better. we can only use sonnet4.6 here. it's a completely delayed service and is unusable.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp3xji/why_kiro_like_this/pbuv1e6/"}, {"agent": "kiro", "date": "2026-09-06", "source": "Reddit", "community": "r/kiroIDE", "text": "why would they not add a new openai model, especially their new flagship model? you're not explaining your reasoning of \"why would they?\" so your question makes no sense.", "link": "https://www.reddit.com/r/kiroIDE/comments/1w8nu4a/will_gpt_6astra_fable_51_come_to_kiro/p894p9c/"}]}, {"theme": "Optional pricing tier for larger context", "criterion": "limits.allowance_change", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "kiro", "date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "text": "they should come up with a toggle atleast that helps to switch between 272k & 1m for now", "link": "https://www.reddit.com/r/kiroIDE/comments/1wguxle/option_for_272k_openai_models/p9ze1w5/"}, {"agent": "kiro", "date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "text": "in the last few hours, the price of gpt-5.6 on kiro has surged significantly. for luna, the price jumped 11 times—from 0.1x to 1.1x. i haven't seen any posts mentioning price hikes for gpt-5.6 elsewhere.\nwhile upgrading the context window to 1m is a welcome change, this should have been offered as an optional choice. price increase of this magnitude simply because the window size was expanded is unreasonable. it is truly disappointing, as luna pr", "link": "https://www.reddit.com/r/kiroIDE/comments/1wgn268/gpt_56_luna_is_dead_in_kiro/"}, {"agent": "kiro", "date": "2026-09-15", "source": "Reddit", "community": "r/kiroIDE", "text": "this price hike, especially for luna, is total bullshit, jumping 11x the original price all of a sudden. i just had luna spend 30 credits on a read-only task to write a plan. if a raise was really that inevitable, they should’ve made luna at most 0.5x. terra was opus-level for a lot of tasks, so its price is kind of excusable, but now the whole model roster is just really bad.\nwe already don't get the new deepseeks, glms, or anything, just the sh", "link": "https://www.reddit.com/r/kiroIDE/comments/1wgutoi/so_let_me_get_this_straight_the_kiro_team_goes/p9y9u5q/"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 16, "negative": 46, "positiveShare": 25.8, "ci95": [16.6, 37.9]}, {"week": "2026-09-07", "positive": 24, "negative": 61, "positiveShare": 28.2, "ci95": [19.8, 38.6]}, {"week": "2026-09-14", "positive": 11, "negative": 82, "positiveShare": 11.8, "ci95": [6.7, 20.0]}, {"week": "2026-09-21", "positive": 35, "negative": 89, "positiveShare": 28.2, "ci95": [21.1, 36.7]}]}, {"id": "conductor", "name": "Conductor", "maker": "Melty Labs", "facts": {"version": "Mac app with cloud workspaces", "released": "n/a", "price": "Free for local Mac workspaces; Pro $50/mo (cloud, multiplayer, API); Teams $60/user/mo; Enterprise custom. Agents run on the user's own Claude, Codex or Cursor subscription or API key", "model": "Runs Claude Code, Codex, Cursor and OpenCode agents with the user's own accounts", "surface": "Desktop orchestrator (macOS), cloud"}, "sources": [{"channel": "X", "selector": "@conductor_build", "posts": 453}, {"channel": "Reddit", "selector": "r/conductorbuild", "posts": 58}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 19}], "records": 530, "judgingPosts": 297, "authors": 371, "authorWeeks": 426, "reach": {"shareOfVoice": 0.38, "value": 0.136}, "regard": {"positiveAuthorWeeks": 132, "negativeAuthorWeeks": 92, "rawPositiveShare": 58.9, "rawCi95": [52.4, 65.2], "value": 0.51, "ci95": [0.499, 0.521]}, "score": {"value": 26.4, "ci95": [26.1, 26.7]}, "ranking": {"rank": 14, "rankRange": [14, 14]}, "criteria": {"paying": {"praise": 8, "complaint": 10, "n": 18, "praiseShare": 44.4, "ci95": [24.6, 66.3], "regard": 0.516, "regardCi95": [0.494, 0.542], "salience": 8.0, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@kyberpez @conductor_build isolated worktrees plus a cheaper architect model is basically the fix for the idle capacity i was complaining about. gonna try conductor, what happens when two worktrees touch the same file, does it merge clean or do you sort that out by hand?", "link": "https://twitter.com/1152636974/status/2103821399752425538"}, {"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@aaezekiel_co @chatgpt @conductor_build opus 5.5 is on a crazy run right now 😂 the rates feels unlimited", "link": "https://twitter.com/927472297686036480/status/2103213704494174304"}, {"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "rudí - use a decent ade like @conductor_build and set a skill that instructs the claude agent to use the conductor cli to setup workers after it has planned your task. the workers can then be grok 4.6 from cursor on a $60 monthly plan. the claude agent is responsible for planning, checking diffs, tests and spinning up independent frontier model code reviews. \nall findings should be routed back to the workers and the expensive claude agent is nothing more than a planner/orchestrator. \nsame quality output at half the costs.", "link": "https://twitter.com/1733536900047130625/status/2101567880093487412"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "my stack now is @conductor_build + qwen models for building apps.\nfast and free!", "link": "https://twitter.com/1382193359641481217/status/2099810273439715525"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@max_kelly @conductor_build started giving it a go today cursor got too expensive 😂", "link": "https://twitter.com/1526902556491800576/status/2099957064244088878"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@aisosa_d @chatgpt @conductor_build astra wanted to kill me. 5 questions and usage done on max subscription", "link": "https://twitter.com/337722085/status/2103337496842993671"}, {"date": "2026-09-23", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build did you guys ever resolve the usage drainage for anthropic agent sdk? i want to come back to you but this is a huge blocker", "link": "https://twitter.com/1639356550627164160/status/2102722482507755542"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@valsopi i switch between omp and @conductor_build frequently, constantly trying to optimize my token spending; i got the 5x claude and codex plans; if i work in parallel on client work, my own software, and apps... it usually goes down pretty quickly, i wouldn't survive on $20/mo alone", "link": "https://twitter.com/1931257158491885568/status/2102345472879038913"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "if @conductor_build would add a $20/mo plan to allow me to run agents on my own remote env and use ios app, i'd purchase instantly.", "link": "https://twitter.com/18447460/status/2102352802613756317"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@garrytan @charlieholtz @steve_yegge @conductor_build conductor is good but their harness for anthopic and openai models consumes a lot more tokens than cc and codex", "link": "https://twitter.com/1557669964085358592/status/2098798329799008328"}]}}, "setup": {"praise": 8, "complaint": 15, "n": 23, "praiseShare": 34.8, "ci95": [18.8, 55.1], "regard": 0.497, "regardCi95": [0.476, 0.52], "salience": 10.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@tigerjpeg no matter what u say antigravity lacks a lot features and integration the other agent gui offers even the open source ones are better @t3dotcodes @trysynara \ncodex @conductor_build @cursor_ai", "link": "https://twitter.com/2044713468931031040/status/2103051367820763271"}, {"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build local sync plus mcp is the right shape.", "link": "https://twitter.com/1513567206352764929/status/2099030576866930710"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "the best agentic development environment is @conductor_build and it's not even close.\n→ multi-agent workspaces\n→ local sync (so you can test frontend even when working in the cloud)\n→ ios app\n→ mcp + cli - create cloud sessions programmatically.\nsuch a joy to use <strict_link>", "link": "https://twitter.com/1476508432559714304/status/2098880125886509326"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build mcp + cli programmable creation of cloud session is the most practical for us - only by scripting can we have the opportunity to enter ci, otherwise, no matter how good the environment is, it is just a manual ide. i'm curious about the conflict strategy of local sync: when local changes are inconsistent with the cloud session, which one takes precedence?", "link": "https://twitter.com/1692146406914760704/status/2098903222182375702"}, {"date": "2026-09-09", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "little @conductor_build setup that's been helpful:\npersonal claude + codex accounts by default; client ai accounts whenever i open a work repo.\nsuper simple. just have one global personal default plus a local override inside each work repo.\nprompt 👇", "link": "https://twitter.com/1821276957428084738/status/2097739018129826296"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@jasdev @conductor_build need it to run local though", "link": "https://twitter.com/6827332/status/2103526300355047844"}, {"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "back to claude. @chatgpt is unusable with @conductor_build", "link": "https://twitter.com/337722085/status/2103191328523694521"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "<strict_link>\nopencode lets me attach copilot models, but when i select them in conductor, there is exactly 1 skill available - switch to plan mode. is that a known issue?", "link": "https://www.reddit.com/r/conductorbuild/comments/1wma8yq/cant_use_skills_in_copilot_via_opencode_bug_report/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "this release was way under marketed", "link": "https://www.reddit.com/r/conductorbuild/comments/1wkn35i/any_word_on_that_ios_app_question/pb0fjt4/"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@euboid @conductor_build @cursor_ai @t3dotcodes astra, and more broadly gpt, not being supported in cursor was my forcing function to try conductor. i’ve been loving it so far, though there are some @manaflowai features like browser terminal tabs that conductor does not support yet.", "link": "https://twitter.com/253333081/status/2100228936903057563"}]}}, "models": {"praise": 10, "complaint": 13, "n": 23, "praiseShare": 43.5, "ci95": [25.6, 63.2], "regard": 0.515, "regardCi95": [0.491, 0.538], "salience": 10.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@willcb you should try @conductor_build with @thesageox \nconductor: to switch between models and harnesses\nsageox: to never lose context across harness.", "link": "https://twitter.com/103273439/status/2102827689749233895"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@claudeai @thesageox so beautiful\neasily switch model using @conductor_build and prime your session using @thesageox . <strict_link>", "link": "https://twitter.com/103273439/status/2102204984884691235"}, {"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@blueemi99 @claudeai i can already use by @claudeai in @conductor_build and @t3dotcodes 🥸", "link": "https://twitter.com/2275729969/status/2101712865300541647"}, {"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@mparakhin have you tried @conductor_build? doesn’t lock you into a model", "link": "https://twitter.com/154998786/status/2101723586750779659"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@thelifeofrishi using qwen on @conductor_build and it’s a great combo", "link": "https://twitter.com/1382193359641481217/status/2100155270110273641"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "am i the only one that finds the new 5-model limit super restrictive? i have multiple models from multiple providers i switch between depending on task, 5 is simply not enough. \n \nthe \"share\" button is also weird, this is a productivity tool not a game where you share your \"loadout\". i feel the 5 model limit was chosen for aesthetic reasons. i want to go back to the old one, with its flaws (like showing me codex despite me not even having it installed) it at least gave me the flexibility to switch models at will to any of the ones i have available.\ni searched the settings, there doesn't seem to be a toggle for this unless i am missing something.\nside note: it's asking me to add a flair befor", "link": "https://www.reddit.com/r/conductorbuild/comments/1wndm16/helpdiscussion_new_model_picker_too_restrictive/"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "me waiting for @conductor_build @charlieholtz to add opus 5.5 so i can go back to work <strict_link>", "link": "https://twitter.com/2891185809/status/2102455765206262026"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "while i like almost all of the the productization decisions @conductor_build makes for their harness, this is driving me nuts.\nespecially with all these new models coming out, i need way more than 5 options quickly available to me. \n@charlieholtz 🥹🙏❓ <strict_link>", "link": "https://twitter.com/1821276957428084738/status/2102479190054653992"}, {"date": "2026-09-21", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "hey @conductor_build please allow me to select reasoning levels for @opencode models 🙏🏽", "link": "https://twitter.com/50570112/status/2101967617686970808"}, {"date": "2026-09-17", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build hey team, love the app but finding the model selector really annoying. i can't start a new thread with any except my top 2 pinned models. why?! a \"more\" option would be really great everywhere i select models 🙏 <strict_link>", "link": "https://twitter.com/102718167/status/2100407910753018233"}]}}, "context": {"praise": 4, "complaint": 4, "n": 8, "praiseShare": 50.0, "ci95": [21.5, 78.5], "regard": 0.504, "regardCi95": [0.491, 0.518], "salience": 3.6, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "tysm for adding workspace search 🙏 @conductor_build", "link": "https://twitter.com/19673752/status/2102733268223512621"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use conductor. it passes only input and output messages. no reasoning or tool calls. it's pretty small.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjhkef/rate_limits_are_so_bad_right_now_open_source/palhn80/"}, {"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "get multiple codex subscriptions and switch between them\ni use @conductor_build and all i need to do is to re-login in the provider to the other email/account and all my context and code sessions stay and i dont have to worry about that\nso you dont pay for extra limit resets, you just need to have multiple subscriptions", "link": "https://twitter.com/1689067564058447873/status/2099141354156646409"}, {"date": "2026-09-11", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build 4. not just code, but i'll likely end up moving all me claude cowork/chat and chatgpt convos over to git/@conductor_build . it's the only way to keep all my mcps, files, and context and etc in sync and model agnostic", "link": "https://twitter.com/20480365/status/2098402338885013910"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "no it does not. it is is just transcript based continue", "link": "https://www.reddit.com/r/conductorbuild/comments/1wlrxxi/does_conductor_support_autoresuming_a_session/pblrvxt/"}, {"date": "2026-09-18", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "i gave @conductor_build a shot but not sure whats going on with the harness?\ngave exact same message to codex and it just knew what i mean\nnew chats on both <strict_link>", "link": "https://twitter.com/2715100816/status/2101005041817550850"}, {"date": "2026-09-18", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "i was also no switching over from @conductor_build because of this but then \n1. copy thread id\n2. copy path of old thread\n3. new thread on same worktree (or something new too)\n4. and prompt \ncheck the thread id <copied id> in t3code at location <copied path of worktree/branch checkjoit> and summarize the discussion in one line\ncubersome.. but works for now\nattached real examples", "link": "https://twitter.com/2275729969/status/2101067457142428073"}, {"date": "2026-09-06", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "but does that work good?\nyour each separate worktree would not have the full context of the overall project, which can lead to degradation in performance.\nthis happened with me.\nand also, what about that changes which depend on another change? essentially for which you want to open a pr point to a preceding one.", "link": "https://www.reddit.com/r/conductorbuild/comments/1w7ylli/working_on_an_large_feature_from_ideation_to/p849mnn/"}]}}, "work": {"praise": 27, "complaint": 16, "n": 43, "praiseShare": 62.8, "ci95": [47.9, 75.6], "regard": 0.52, "regardCi95": [0.492, 0.545], "salience": 19.2, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build now records stuff from computer mode for testing, it's awesome.", "link": "https://twitter.com/1060104763885477888/status/2104227093194461548"}, {"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "i built a personal ai assistant that now answers my phone, triages my email, texts me notifications, drafts and sends documents and emails, manages my calendar, and remembers past conversations. \nbasically i had a goal to create my own grok bot/muse before i knew those were a thing. now that those are out, i have a benchmark for baseline parity. \nbut among other things, it also has an address book which i also use to configure how to behave depending on who is calling (e.g mom gets a female voice and very friendly and helpful assistant with more access to my personal life, while a buddy gets a guys voice and bro talk. funny thing is my buddy actually texts him and gives him shit and my assis", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrckhp/what_tool_have_you_built_for_yourself_with_claude/pch0v2v/"}, {"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@itsvlady it's crazy man, astra as architect and opus 5 as the henchman -- try out @conductor_build btw, it's awesome, so far the best 'multi-model' harness (supports cc, codex, cursor and opencode clis), and all your work sits in isolated worktrees so you can parallelize it to the maxx", "link": "https://twitter.com/2891185809/status/2103772258376294595"}, {"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@newmediums @itsvlady @conductor_build that's actually a really good one, i usually run astra as the architect, but keep it for anything that is 'verifiable', so if it has unit tests, it can really chew through bugs before creating them, but fable as the orchestrator and opus 5.5, oh man, it's so good", "link": "https://twitter.com/2891185809/status/2103829576543621213"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/conductorbuild", "polarity": "praise", "text": "i really like the way the projects are structured with worktrees, makes it easy to keep things organised and do more work in parallel. like others have said, the recent ui changes can be confusing at times. i think its best to stick to a default and let users configure the rest through a preferences page.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbxng4x/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@kyberpez @itsvlady @conductor_build my only use case for astra is backend logic tasks because the design ability is so unbelievably poor", "link": "https://twitter.com/1848821469108965376/status/2103827278740251086"}, {"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@mattgapp @capydotai @conductor_build capy does next level orchestration \ni’ve switched", "link": "https://twitter.com/11768582/status/2103996834704466324"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "very limited functionality i believe", "link": "https://www.reddit.com/r/conductorbuild/comments/1wkn35i/any_word_on_that_ios_app_question/pb8t6ss/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i normally use claude code's /goal command to let it run long tasks uninterruptedly because it auto-resumes it's work once the session limit is reset, but i can't find a way to instruct conductor to do the same. even if a use /goal through conductor, the effect isn't the same.\nis anyone aware if this is possible or in the roadmap? it'd be really helpful", "link": "https://www.reddit.com/r/conductorbuild/comments/1wlrxxi/does_conductor_support_autoresuming_a_session/"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build me too, but then i didnt like how few things were done, so i built my own ade @zuse_sh", "link": "https://twitter.com/3304494590/status/2100174141320310804"}]}}, "checking": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.499, "regardCi95": [0.491, 0.507], "salience": 1.3, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hey! i haven't tried this myself yet, just looked at the video, and from that it looks really nice and sleek. i've noticed others complained about the ui being \"more of the same\", but i like it and i think the codex inspiration was a nice call, their ui is great.\ni'm also a fan of you wanting to keep this project with a high quality bar and focused on pi. this is what i've been looking for, but i hope you can manage to introduce more features that make other apps great (we'll get to that). and if you're willing to accept prs from the community, i'll contribute if i can, albeit my time is limited.\n**client/server**\ni've also noticed that you mentioned a couple of times that it already runs on", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcp3b7/supernova_a_minimal_opinionated_and_sleek/p94jb88/"}], "complaint": [{"date": "2026-09-12", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "it's probably ai doing it on its own. possibly they don't use it themselves. so ai is coming up with the features and implementing them automatically. there is not enough time/token to write acceptance test that can check regression in future. \nall ai first company is doing it these days. they skip code review. they skip anything that requires using your brain.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p9cssa6/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "for dark mode, the colours in the diff are terrible, i cannot read anything at all (specially the green), can you take a look into this? \n<strict_link>\n", "link": "https://www.reddit.com/r/conductorbuild/comments/1wciucn/bug_report_terrible_issue_in_diff_colors/"}]}}, "interface": {"praise": 22, "complaint": 32, "n": 54, "praiseShare": 40.7, "ci95": [28.7, 54.0], "regard": 0.494, "regardCi95": [0.465, 0.52], "salience": 24.1, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build @conductor_build thanks for putting it back :)", "link": "https://twitter.com/1454183904848474113/status/2100653577387810994"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "at daqstra we’re huge fans of @conductor_build \nit’s the gift that keeps on giving. especially all the small train themed details and the ui that itches our perpetual urge to work on 5 things at the same time all the time in just the right way\nand conductor cloud seals the deal", "link": "https://twitter.com/1805160518044577792/status/2100108322049609924"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build cloud workspace is really great! but sadly i'm afraid codex is going to copy it again 😅", "link": "https://twitter.com/823477000081797120/status/2099711952339816574"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "fire alarm comes on in hotel saying we need to leave, just closed the laptop, packed up, left and continuing the work on my phone thanks to @conductor_build 😁 this is the way", "link": "https://twitter.com/1499051022295179268/status/2099810730929160564"}, {"date": "2026-09-14", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build the local sync point is underrated. we run parallel agent workspaces and the ones without a local mirror are the ones nobody tests. cloud-only friction does not announce itself, it just quietly lowers how often agents get reviewed.", "link": "https://twitter.com/1500631864314261504/status/2099336600648118292"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i really like the way the projects are structured with worktrees, makes it easy to keep things organised and do more work in parallel. like others have said, the recent ui changes can be confusing at times. i think its best to stick to a default and let users configure the rest through a preferences page.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbxng4x/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "the surprise ui changes that keep me guessing every time i update", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbsyyxw/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "isnt this a bad thing? i kinda felt the ui we had a few months back was much cleaner", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbsz9de/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "yeah i was sarcastic. it drives me crazy. the review button moves every update, the model selector changes, plan mode button is gone, etc.\nthey keep changing shit that is fine and meanwhile there’s still no ios app 😭", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbszn7p/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "works only for cloud workspaces though", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbuj9y7/"}]}}, "reliability": {"praise": 1, "complaint": 13, "n": 14, "praiseShare": 7.1, "ci95": [1.3, 31.5], "regard": 0.487, "regardCi95": [0.472, 0.505], "salience": 6.2, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "my stack now is @conductor_build + qwen models for building apps.\nfast and free!", "link": "https://twitter.com/1382193359641481217/status/2099810273439715525"}], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@charlieholtz\ni have no idea whether its an issue with @cursor_ai or @conductor_build but cursor agents sometimes they just stop responding in conductor cloud.\nit has happened to me thrice in the past 3 days.\nplease figure it out and fix it?\ni am happy to provide any details for you to debug if needed.", "link": "https://twitter.com/1900337293564817408/status/2101825344626208846"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "agreed. about 50% of my new tabs just spin for a bit, then give me the the ... option to fork into a new tab. it's getting very very very tedious to deal with. ", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p9y4n50/"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build i'm experiencing some weird behavior, where my window gets black several times when i try to click on it. \nusually happens when i close conductor, or it crashes, and i open it again. keep getting black several times before stabilizing.", "link": "https://twitter.com/2068260048199925760/status/2099818314922897499"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "yes i would agree. probably one of the most frustrating issues… it always seems 2 steps forward, 1 step back. conductor is my favorite tool but it seems full of constant paper cuts like this. ", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p9kmth7/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "failed to retry workspace: failed to fetch from origin: fatal: unable to read current working directory: operation not permitted.\nconductor version 0.85.0 (3d25e11ff9)\nnot sure what is causing this. i had months of work. deeply disappointing.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wfkq2n/workspace_initialization_failed/"}]}}, "account": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.505, "regardCi95": [0.491, 0.527], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "praise", "text": "i like that it fits my workflow. everything i need is right there. they are very responsive to addressing issues as well.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbuil6i/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build i paid for pro plan, but didn’t receive an email or an invoice. how to get it? thanks", "link": "https://twitter.com/44122328/status/2103716959850258764"}, {"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@anthropicai, where is the line?\n@conductor_build documents claude code + agent sdk + users’ own pro/max subscriptions. agenatus uses that combination too.\nyour support bot repeatedly said my setup was permitted. my appeal was denied without identifying a specific violation.\nis the integration even the issue?\nconductor team — can you help clarify?\n#accountsuspended #claude", "link": "https://twitter.com/2077364769913225216/status/2103899550037455219"}, {"date": "2026-09-14", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i shared this error so it could be flagged to the team.. and the entire focus has shifted to git practices opposed to the error.\nyes, i did not commit my changes over the past few days. but more importantly, i had some large files that are gitignored, and copy across worktrees using a shellscript.\nlost both. but switched back to codex after this experience.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wfkq2n/workspace_initialization_failed/p9o0xru/"}]}}, "limits.plan_value": {"praise": 4, "complaint": 5, "n": 9, "praiseShare": 44.4, "ci95": [18.9, 73.3], "regard": 0.502, "regardCi95": [0.489, 0.518], "salience": 4.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@aaezekiel_co @chatgpt @conductor_build opus 5.5 is on a crazy run right now 😂 the rates feels unlimited", "link": "https://twitter.com/927472297686036480/status/2103213704494174304"}, {"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "rudí - use a decent ade like @conductor_build and set a skill that instructs the claude agent to use the conductor cli to setup workers after it has planned your task. the workers can then be grok 4.6 from cursor on a $60 monthly plan. the claude agent is responsible for planning, checking diffs, tests and spinning up independent frontier model code reviews. \nall findings should be routed back to the workers and the expensive claude agent is noth", "link": "https://twitter.com/1733536900047130625/status/2101567880093487412"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@max_kelly @conductor_build started giving it a go today cursor got too expensive 😂", "link": "https://twitter.com/1526902556491800576/status/2099957064244088878"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@valsopi i switch between omp and @conductor_build frequently, constantly trying to optimize my token spending; i got the 5x claude and codex plans; if i work in parallel on client work, my own software, and apps... it usually goes down pretty quickly, i wouldn't survive on $20/mo alone", "link": "https://twitter.com/1931257158491885568/status/2102345472879038913"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "if @conductor_build would add a $20/mo plan to allow me to run agents on my own remote env and use ios app, i'd purchase instantly.", "link": "https://twitter.com/18447460/status/2102352802613756317"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@euboid @conductor_build @cursor_ai @t3dotcodes i’m a big conductor user, but never jumped to their $50 plan. is it worth it just for the ios app? i wish they had a smaller plan, most of my day to day is just inside conductor anyway hmm", "link": "https://twitter.com/1592232659274678273/status/2098882425644347568"}]}}, "limits.window_interrupts_work": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.burn_rate": {"praise": 1, "complaint": 3, "n": 4, "praiseShare": 25.0, "ci95": [4.6, 69.9], "regard": 0.502, "regardCi95": [0.491, 0.519], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@kyberpez @conductor_build isolated worktrees plus a cheaper architect model is basically the fix for the idle capacity i was complaining about. gonna try conductor, what happens when two worktrees touch the same file, does it merge clean or do you sort that out by hand?", "link": "https://twitter.com/1152636974/status/2103821399752425538"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@aisosa_d @chatgpt @conductor_build astra wanted to kill me. 5 questions and usage done on max subscription", "link": "https://twitter.com/337722085/status/2103337496842993671"}, {"date": "2026-09-23", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build did you guys ever resolve the usage drainage for anthropic agent sdk? i want to come back to you but this is a huge blocker", "link": "https://twitter.com/1639356550627164160/status/2102722482507755542"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@garrytan @charlieholtz @steve_yegge @conductor_build conductor is good but their harness for anthopic and openai models consumes a lot more tokens than cc and codex", "link": "https://twitter.com/1557669964085358592/status/2098798329799008328"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.reset_schedule": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.usage_meter": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.prompt_cache": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.overage_charges": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.pricing_clarity": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@euboid @conductor_build the ios is out? pricing page still says \"coming soon\" <strict_link>", "link": "https://twitter.com/18447460/status/2098883938416513462"}]}}, "billing.free_tier": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.504, "regardCi95": [0.5, 0.51], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "my stack now is @conductor_build + qwen models for building apps.\nfast and free!", "link": "https://twitter.com/1382193359641481217/status/2099810273439715525"}, {"date": "2026-09-08", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@connortbot @tryreplicas @conductor_build i think the biggest bummer is that other apps can be used for free to just orchestrate local agents, whereas i'll need to pay for replicas and the developer plan is quite steep already. for example, conductor is free to run local workspaces etc.", "link": "https://twitter.com/2843813092/status/2097345802993611082"}], "complaint": []}}, "billing.subscription_portability": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.503, "regardCi95": [0.496, 0.512], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@thomaspaulmann @rayyanarchy yes look at how @asideai &amp; @conductor_build let u use your subscriptions you already have. you are making the environment for us to run our ai. i want to pay for a better environment… not for the models i already have.", "link": "https://twitter.com/1808111446925946880/status/2098054789183541651"}], "complaint": [{"date": "2026-09-10", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@charlieholtz @conductor_build whats the state of the world these days? am i able to use conductor with my claude or codex max 20x account or is it api only? i cant keep track of how these companies flip their policies back and forth", "link": "https://twitter.com/14424263/status/2098032191091450155"}]}}, "setup.install_signin": {"praise": 1, "complaint": 4, "n": 5, "praiseShare": 20.0, "ci95": [3.6, 62.4], "regard": 0.501, "regardCi95": [0.49, 0.517], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-06", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@iannuttall @conductor_build i hear you. really not much to figure out though. very quick to get setup.", "link": "https://twitter.com/116070431/status/2096581841956340023"}], "complaint": [{"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@loicreco @euboid @conductor_build so just like it being macos only it fails by default on that by missing android", "link": "https://twitter.com/17082063/status/2098933282016473442"}, {"date": "2026-09-10", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@gabrielbuzziv @conductor_build i want to test the conductor, it's a shame it's only available for mac and not for linux.", "link": "https://twitter.com/1403361589466701824/status/2098074455087993323"}, {"date": "2026-09-10", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build is the login server down? i’m trying to sign in from a clean reinstall but <strict_link> can’t be reached. please help 🙏", "link": "https://twitter.com/24716342/status/2098127290194399382"}]}}, "setup.provider_byok_local": {"praise": 1, "complaint": 4, "n": 5, "praiseShare": 20.0, "ci95": [3.6, 62.4], "regard": 0.492, "regardCi95": [0.481, 0.502], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-09", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "little @conductor_build setup that's been helpful:\npersonal claude + codex accounts by default; client ai accounts whenever i open a work repo.\nsuper simple. just have one global personal default plus a local override inside each work repo.\nprompt 👇", "link": "https://twitter.com/1821276957428084738/status/2097739018129826296"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@jasdev @conductor_build need it to run local though", "link": "https://twitter.com/6827332/status/2103526300355047844"}, {"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "back to claude. @chatgpt is unusable with @conductor_build", "link": "https://twitter.com/337722085/status/2103191328523694521"}, {"date": "2026-09-21", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "<strict_link>\nopencode lets me attach copilot models, but when i select them in conductor, there is exactly 1 skill available - switch to plan mode. is that a known issue?", "link": "https://www.reddit.com/r/conductorbuild/comments/1wma8yq/cant_use_skills_in_copilot_via_opencode_bug_report/"}]}}, "setup.extensions_mcp": {"praise": 5, "complaint": 4, "n": 9, "praiseShare": 55.6, "ci95": [26.7, 81.1], "regard": 0.503, "regardCi95": [0.489, 0.517], "salience": 4.0, "receipts": {"praise": [{"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build local sync plus mcp is the right shape.", "link": "https://twitter.com/1513567206352764929/status/2099030576866930710"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "the best agentic development environment is @conductor_build and it's not even close.\n→ multi-agent workspaces\n→ local sync (so you can test frontend even when working in the cloud)\n→ ios app\n→ mcp + cli - create cloud sessions programmatically.\nsuch a joy to use <strict_link>", "link": "https://twitter.com/1476508432559714304/status/2098880125886509326"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build mcp + cli programmable creation of cloud session is the most practical for us - only by scripting can we have the opportunity to enter ci, otherwise, no matter how good the environment is, it is just a manual ide. i'm curious about the conflict strategy of local sync: when local changes are inconsistent with the cloud session, which one takes precedence?", "link": "https://twitter.com/1692146406914760704/status/2098903222182375702"}], "complaint": [{"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@euboid @conductor_build @cursor_ai @t3dotcodes astra, and more broadly gpt, not being supported in cursor was my forcing function to try conductor. i’ve been loving it so far, though there are some @manaflowai features like browser terminal tabs that conductor does not support yet.", "link": "https://twitter.com/253333081/status/2100228936903057563"}, {"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "for managing worktrees and complex setups it’s fantastic. it feels super quick and intuitive. i love having multiple chats within one worktree too. they feel more involved and first class citizens rather than codex “side chats” that feel mainly for asking questions.\nit uses then codex cli so it can still access computer use etc…\nthe in-app browser is lacking though. codex is still king there and the plugin ecosystem feels seamless within codex to", "link": "https://twitter.com/50570112/status/2099046528161567197"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@garrytan @steve_yegge @conductor_build yea, conductor is pretty good\nonly if they support opencode in their cloud workspace as well.. :,", "link": "https://twitter.com/1165494410114523137/status/2098756777676554730"}]}}, "setup.onboarding_docs": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 0.9, "receipts": {"praise": [], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "this release was way under marketed", "link": "https://www.reddit.com/r/conductorbuild/comments/1wkn35i/any_word_on_that_ios_app_question/pb0fjt4/"}, {"date": "2026-09-06", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@nikpolale @conductor_build i just had some issues setting up, getting skills and things on it, creating previews that work. possibly a skill issue on my part but i am going to try it again soon.", "link": "https://twitter.com/9111552/status/2096491434354327554"}]}}, "setup.ide_integration": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.501, "regardCi95": [0.494, 0.509], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@tigerjpeg no matter what u say antigravity lacks a lot features and integration the other agent gui offers even the open source ones are better @t3dotcodes @trysynara \ncodex @conductor_build @cursor_ai", "link": "https://twitter.com/2044713468931031040/status/2103051367820763271"}], "complaint": [{"date": "2026-09-14", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build @cursor_ai also, cursor agents should be a standalone app different from the ide. an ide is directory linked, the agents window is (or made to look) dir agnostic and cloud-first. closing the ide shouldn't close the agents view.", "link": "https://twitter.com/1248167246771261440/status/2099525259183690035"}]}}, "models.catalog_access": {"praise": 6, "complaint": 7, "n": 13, "praiseShare": 46.2, "ci95": [23.2, 70.9], "regard": 0.511, "regardCi95": [0.494, 0.529], "salience": 5.8, "receipts": {"praise": [{"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@blueemi99 @claudeai i can already use by @claudeai in @conductor_build and @t3dotcodes 🥸", "link": "https://twitter.com/2275729969/status/2101712865300541647"}, {"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@mparakhin have you tried @conductor_build? doesn’t lock you into a model", "link": "https://twitter.com/154998786/status/2101723586750779659"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@thelifeofrishi using qwen on @conductor_build and it’s a great combo", "link": "https://twitter.com/1382193359641481217/status/2100155270110273641"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "am i the only one that finds the new 5-model limit super restrictive? i have multiple models from multiple providers i switch between depending on task, 5 is simply not enough. \n \nthe \"share\" button is also weird, this is a productivity tool not a game where you share your \"loadout\". i feel the 5 model limit was chosen for aesthetic reasons. i want to go back to the old one, with its flaws (like showing me codex despite me not even having it inst", "link": "https://www.reddit.com/r/conductorbuild/comments/1wndm16/helpdiscussion_new_model_picker_too_restrictive/"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "me waiting for @conductor_build @charlieholtz to add opus 5.5 so i can go back to work <strict_link>", "link": "https://twitter.com/2891185809/status/2102455765206262026"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "while i like almost all of the the productization decisions @conductor_build makes for their harness, this is driving me nuts.\nespecially with all these new models coming out, i need way more than 5 options quickly available to me. \n@charlieholtz 🥹🙏❓ <strict_link>", "link": "https://twitter.com/1821276957428084738/status/2102479190054653992"}]}}, "models.routing_auto": {"praise": 4, "complaint": 5, "n": 9, "praiseShare": 44.4, "ci95": [18.9, 73.3], "regard": 0.507, "regardCi95": [0.489, 0.527], "salience": 4.0, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@willcb you should try @conductor_build with @thesageox \nconductor: to switch between models and harnesses\nsageox: to never lose context across harness.", "link": "https://twitter.com/103273439/status/2102827689749233895"}, {"date": "2026-09-22", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@claudeai @thesageox so beautiful\neasily switch model using @conductor_build and prime your session using @thesageox . <strict_link>", "link": "https://twitter.com/103273439/status/2102204984884691235"}, {"date": "2026-09-11", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build / @herdrdev + @thesageox why this combo?\nsageox - keeps all the team context wherever you are using your agents\nconductor - can easily use multiple models and easily switch\nherdr - well i love terminals and it's quite beautiful. the left pane to see agents is really good.", "link": "https://twitter.com/103273439/status/2098470345414242413"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build hey team, love the app but finding the model selector really annoying. i can't start a new thread with any except my top 2 pinned models. why?! a \"more\" option would be really great everywhere i select models 🙏 <strict_link>", "link": "https://twitter.com/102718167/status/2100407910753018233"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "i absolutely hate the new(ish) model picker in @conductor_build. \nit has slowed me down so much. \nreally frustrating.", "link": "https://twitter.com/1668000040869154816/status/2100302995070095539"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "hey @conductor_build i would love for the option to be able to switch the selected model provider in the same chat, for example switching from fable to astra without needing to start a new chat", "link": "https://twitter.com/1513865549629075467/status/2099908647794905243"}]}}, "models.effort_control": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "hey @conductor_build please allow me to select reasoning levels for @opencode models 🙏🏽", "link": "https://twitter.com/50570112/status/2101967617686970808"}]}}, "models.quality_drift": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.instruction_files": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.instruction_following": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "i gave @conductor_build a shot but not sure whats going on with the harness?\ngave exact same message to codex and it just knew what i mean\nnew chats on both <strict_link>", "link": "https://twitter.com/2715100816/status/2101005041817550850"}]}}, "context.clarifying_questions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.long_context_decay": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.compaction": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.504, "regardCi95": [0.5, 0.513], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use conductor. it passes only input and output messages. no reasoning or tool calls. it's pretty small.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjhkef/rate_limits_are_so_bad_right_now_open_source/palhn80/"}], "complaint": []}}, "context.session_memory": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.5, "regardCi95": [0.491, 0.509], "salience": 1.8, "receipts": {"praise": [{"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "get multiple codex subscriptions and switch between them\ni use @conductor_build and all i need to do is to re-login in the provider to the other email/account and all my context and code sessions stay and i dont have to worry about that\nso you dont pay for extra limit resets, you just need to have multiple subscriptions", "link": "https://twitter.com/1689067564058447873/status/2099141354156646409"}, {"date": "2026-09-11", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build 4. not just code, but i'll likely end up moving all me claude cowork/chat and chatgpt convos over to git/@conductor_build . it's the only way to keep all my mcps, files, and context and etc in sync and model agnostic", "link": "https://twitter.com/20480365/status/2098402338885013910"}], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "no it does not. it is is just transcript based continue", "link": "https://www.reddit.com/r/conductorbuild/comments/1wlrxxi/does_conductor_support_autoresuming_a_session/pblrvxt/"}, {"date": "2026-09-18", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "i was also no switching over from @conductor_build because of this but then \n1. copy thread id\n2. copy path of old thread\n3. new thread on same worktree (or something new too)\n4. and prompt \ncheck the thread id <copied id> in t3code at location <copied path of worktree/branch checkjoit> and summarize the discussion in one line\ncubersome.. but works for now\nattached real examples", "link": "https://twitter.com/2275729969/status/2101067457142428073"}]}}, "context.codebase_retrieval": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.5, "regardCi95": [0.494, 0.506], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "tysm for adding workspace search 🙏 @conductor_build", "link": "https://twitter.com/19673752/status/2102733268223512621"}], "complaint": [{"date": "2026-09-06", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "but does that work good?\nyour each separate worktree would not have the full context of the overall project, which can lead to degradation in performance.\nthis happened with me.\nand also, what about that changes which depend on another change? essentially for which you want to open a pr point to a preceding one.", "link": "https://www.reddit.com/r/conductorbuild/comments/1w7ylli/working_on_an_large_feature_from_ideation_to/p849mnn/"}]}}, "context.attachments": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.capability": {"praise": 4, "complaint": 7, "n": 11, "praiseShare": 36.4, "ci95": [15.2, 64.6], "regard": 0.484, "regardCi95": [0.464, 0.503], "salience": 4.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "praise", "text": "i use workflows for pr requests. i can see the code and open the editor as well. i haven't tried the codex app. everything i need is right there.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbuky7f/"}, {"date": "2026-09-06", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "it’s a great worker for me, but it over thinks as an orchestrator. great for hill climbing, not so good at delegation.\nfrom my ai team l lead:\nroute by verifiability, not difficulty: running the claude 5 family as an orchestra instead of a chat window \nsomeone asked how i structure inference across the claude 5 family. short version: route by verifiability, not difficulty. the question is never \"is this task hard?\" it's \"can i mechanically check ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w966g8/opus_5_orchestrator_creates_work_faster_than_it/p8890r0/"}, {"date": "2026-09-01", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@alphacolin @herdrdev @conductor_build is my daily driver, basically does all of these (local + cloud options too)", "link": "https://twitter.com/2000470921329709056/status/2094889566314369265"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "very limited functionality i believe", "link": "https://www.reddit.com/r/conductorbuild/comments/1wkn35i/any_word_on_that_ios_app_question/pb8t6ss/"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build me too, but then i didnt like how few things were done, so i built my own ade @zuse_sh", "link": "https://twitter.com/3304494590/status/2100174141320310804"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@immadsahin @michelerivacode @conductor_build this ^^^\nand don’t even get me started on their agentic coding integrations lol, all you can do is tag an agent (no control over model, branch, local/worktree, etc) and hope for the best - can’t even give it a prompt 🤣", "link": "https://twitter.com/2017249370018844672/status/2099951255179366653"}]}}, "work.frontend_ui": {"praise": 3, "complaint": 2, "n": 5, "praiseShare": 60.0, "ci95": [23.1, 88.2], "regard": 0.498, "regardCi95": [0.487, 0.51], "salience": 2.2, "receipts": {"praise": [{"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@dipxsyy @conductor_build doing my waku fork also\nbut yours looks more polished\nmine just bug fixes and update features \n<strict_link>", "link": "https://twitter.com/3293833843/status/2098995868242186553"}, {"date": "2026-09-11", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "same, i'm still on @conductor_build because t3 code feels vibe-coded, some design choices are not polished and i see big diff in ui/ux for conductor. but they recently introduced pro plan and gated remote and iphone app to it, so looking for alternatives. paying 50$ for things i don't need is not worth it.", "link": "https://twitter.com/258280288/status/2098435805714727400"}, {"date": "2026-09-08", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@paper @conductor_build @wisprflow @googlechrome the part that got me: he designs a row of scrolling testimonial cards, and the ai adds the hover behaviour on its own. the row slows and stops when you point at it.\nit's real code, so there's no component variant to build. it just works. <strict_link>", "link": "https://twitter.com/56107683/status/2097286215821398293"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@kyberpez @itsvlady @conductor_build my only use case for astra is backend logic tasks because the design ability is so unbelievably poor", "link": "https://twitter.com/1848821469108965376/status/2103827278740251086"}, {"date": "2026-08-31", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build + @poteto pstack = software factory \nwaiting on a better frontend iteration experience but great work @charlieholtz and team!!", "link": "https://twitter.com/437086246/status/2094321848112840852"}]}}, "work.bug_diagnosis": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.508], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@newmediums @itsvlady @conductor_build that's actually a really good one, i usually run astra as the architect, but keep it for anything that is 'verifiable', so if it has unit tests, it can really chew through bugs before creating them, but fable as the orchestrator and opus 5.5, oh man, it's so good", "link": "https://twitter.com/2891185809/status/2103829576543621213"}, {"date": "2026-09-06", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "about to head onto a 6-hour flight; multiple bugs reported by my customers. used to cause massive stress. not anymore. \npaste the intercom conversation link into @conductor_build with remote workspaces. get ai to handle it.\nthese issues will be fixed before i land, dont even worry about it.", "link": "https://twitter.com/1147023900552773633/status/2096701683430838765"}], "complaint": []}}, "work.regressions_introduced": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.scope_overreach": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-08", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@paper @conductor_build @wisprflow @googlechrome then the cleanup. \"ai adds things unnecessarily. it acts like an insecure designer.\"\nsix near-identical font sizes. an eyebrow label on every section. icons louder than the text. he cuts the type scale, aligns the fonts, strips the decoration. <strict_link>", "link": "https://twitter.com/56107683/status/2097286125178265787"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.premature_stop": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.long_running_autonomy": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.497, "regardCi95": [0.487, 0.505], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-05", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "my favorite way to clear my head when i'm building a new feature is to get the agent working on a long task and then go build a smaller feature while i'm waiting. @conductor_build is perfect for this workflow.", "link": "https://twitter.com/1454183904848474113/status/2096347366991512000"}, {"date": "2026-09-05", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "my favorite way to clear my head when i'm building a complex feature is to go build a smaller feature while i'm waiting for agents. @conductor_build is perfect for this workflow.", "link": "https://twitter.com/1454183904848474113/status/2096347461329760568"}], "complaint": [{"date": "2026-09-20", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i normally use claude code's /goal command to let it run long tasks uninterruptedly because it auto-resumes it's work once the session limit is reset, but i can't find a way to instruct conductor to do the same. even if a use /goal through conductor, the effect isn't the same.\nis anyone aware if this is possible or in the roadmap? it'd be really helpful", "link": "https://www.reddit.com/r/conductorbuild/comments/1wlrxxi/does_conductor_support_autoresuming_a_session/"}]}}, "work.multi_agent_orchestration": {"praise": 14, "complaint": 4, "n": 18, "praiseShare": 77.8, "ci95": [54.8, 91.0], "regard": 0.514, "regardCi95": [0.497, 0.531], "salience": 8.0, "receipts": {"praise": [{"date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "praise", "text": "i built a personal ai assistant that now answers my phone, triages my email, texts me notifications, drafts and sends documents and emails, manages my calendar, and remembers past conversations. \nbasically i had a goal to create my own grok bot/muse before i knew those were a thing. now that those are out, i have a benchmark for baseline parity. \nbut among other things, it also has an address book which i also use to configure how to behave depen", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wrckhp/what_tool_have_you_built_for_yourself_with_claude/pch0v2v/"}, {"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@itsvlady it's crazy man, astra as architect and opus 5 as the henchman -- try out @conductor_build btw, it's awesome, so far the best 'multi-model' harness (supports cc, codex, cursor and opencode clis), and all your work sits in isolated worktrees so you can parallelize it to the maxx", "link": "https://twitter.com/2891185809/status/2103772258376294595"}, {"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@newmediums @itsvlady @conductor_build that's actually a really good one, i usually run astra as the architect, but keep it for anything that is 'verifiable', so if it has unit tests, it can really chew through bugs before creating them, but fable as the orchestrator and opus 5.5, oh man, it's so good", "link": "https://twitter.com/2891185809/status/2103829576543621213"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@mattgapp @capydotai @conductor_build capy does next level orchestration \ni’ve switched", "link": "https://twitter.com/11768582/status/2103996834704466324"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@euboid @conductor_build switched off conductor for paseo because their mobile app is and has been already working for a while. as well as agent handoffs!", "link": "https://twitter.com/1403003368339951620/status/2098889188397416523"}, {"date": "2026-09-08", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "i looked at a bunch of options now. thanks a ton for all the replies.\n@tryreplicas looks really nice but huge bummer that you have to pay for it and you can't just use the ui without automations etc.\nbummer, that leads me to @conductor_build which also looks solid but lacks some features that replicas has, e.g., introspection of subagents of each harness.", "link": "https://twitter.com/2843813092/status/2097291719033151838"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.destructive_actions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-14", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i shared this error so it could be flagged to the team.. and the entire focus has shifted to git practices opposed to the error.\nyes, i did not commit my changes over the past few days. but more importantly, i had some large files that are gitignored, and copy across worktrees using a shellscript.\nlost both. but switched back to codex after this experience.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wfkq2n/workspace_initialization_failed/p9o0xru/"}]}}, "work.git_workflow": {"praise": 5, "complaint": 1, "n": 6, "praiseShare": 83.3, "ci95": [43.6, 97.0], "regard": 0.516, "regardCi95": [0.503, 0.532], "salience": 2.7, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/conductorbuild", "polarity": "praise", "text": "i really like the way the projects are structured with worktrees, makes it easy to keep things organised and do more work in parallel. like others have said, the recent ui changes can be confusing at times. i think its best to stick to a default and let users configure the rest through a preferences page.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbxng4x/"}, {"date": "2026-09-18", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@arvidkahl maybe give @conductor_build a try. it takes away all the pain of managing worktrees.", "link": "https://twitter.com/1163430424233877505/status/2100813562575000025"}, {"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build local sync was the part i was missing. every multi-agent setup i tried looked fine until two agents edited the same files on different machines and i became the merge tool.", "link": "https://twitter.com/2069788300777340928/status/2099061670119428545"}], "complaint": [{"date": "2026-09-03", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@welson @claudeai @t3dotcodes @conductor_build worktree per thread was cumbersome, and i kept running into issues with my local dev with it.\nso far only cmux feels right for me - has enough flexibility where i can create worktrees when i want to.\ni wish i had the flexibility of cmux plus a rich text editor interface..", "link": "https://twitter.com/3069491263/status/2095623521062064432"}]}}, "work.computer_browser_use": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.499, "regardCi95": [0.491, 0.506], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-27", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build now records stuff from computer mode for testing, it's awesome.", "link": "https://twitter.com/1060104763885477888/status/2104227093194461548"}], "complaint": [{"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "for managing worktrees and complex setups it’s fantastic. it feels super quick and intuitive. i love having multiple chats within one worktree too. they feel more involved and first class citizens rather than codex “side chats” that feel mainly for asking questions.\nit uses then codex cli so it can still access computer use etc…\nthe in-app browser is lacking though. codex is still king there and the plugin ecosystem feels seamless within codex to", "link": "https://twitter.com/50570112/status/2099046528161567197"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.permission_prompts": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.plan_mode": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.508], "salience": 0.4, "receipts": {"praise": [{"date": "2026-09-14", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "praise", "text": "the way i get the best results for this is to use modern development practices. before we start any work on any project we define a software requirement specification document, and layout all of the planned features as well as implementation instructions. the model is more than capable if you let it know that you need an srs for the project as a markdown file.\nfrom there, i use a modified personal version of the gemini cli conductor planning syst", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1wg06k3/how_do_you_get_astra_to_do_less/p9sr8sp/"}], "complaint": []}}, "work.response_verbosity": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.self_testing": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "it's probably ai doing it on its own. possibly they don't use it themselves. so ai is coming up with the features and implementing them automatically. there is not enough time/token to write acceptance test that can check regression in future. \nall ai first company is doing it these days. they skip code review. they skip anything that requires using your brain.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p9cssa6/"}]}}, "verify.agent_code_review": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.change_review_ui": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.502, "regardCi95": [0.495, 0.511], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/PiCodingAgent", "polarity": "praise", "text": "hey! i haven't tried this myself yet, just looked at the video, and from that it looks really nice and sleek. i've noticed others complained about the ui being \"more of the same\", but i like it and i think the codex inspiration was a nice call, their ui is great.\ni'm also a fan of you wanting to keep this project with a high quality bar and focused on pi. this is what i've been looking for, but i hope you can manage to introduce more features tha", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcp3b7/supernova_a_minimal_opinionated_and_sleek/p94jb88/"}], "complaint": [{"date": "2026-09-10", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "for dark mode, the colours in the diff are terrible, i cannot read anything at all (specially the green), can you take a look into this? \n<strict_link>\n", "link": "https://www.reddit.com/r/conductorbuild/comments/1wciucn/bug_report_terrible_issue_in_diff_colors/"}]}}, "ui.display_settings": {"praise": 7, "complaint": 18, "n": 25, "praiseShare": 28.0, "ci95": [14.3, 47.6], "regard": 0.491, "regardCi95": [0.471, 0.511], "salience": 11.2, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build @conductor_build thanks for putting it back :)", "link": "https://twitter.com/1454183904848474113/status/2100653577387810994"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "at daqstra we’re huge fans of @conductor_build \nit’s the gift that keeps on giving. especially all the small train themed details and the ui that itches our perpetual urge to work on 5 things at the same time all the time in just the right way\nand conductor cloud seals the deal", "link": "https://twitter.com/1805160518044577792/status/2100108322049609924"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build i am using it but it far from perfect,\nnew ui in model picker only allows 4 models only you can’t add more . battery usage is too high. and many more\nbut i also didn’t found anything better than this i love the ui", "link": "https://twitter.com/891650806252011521/status/2098883028206714941"}], "complaint": [{"date": "2026-09-25", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i really like the way the projects are structured with worktrees, makes it easy to keep things organised and do more work in parallel. like others have said, the recent ui changes can be confusing at times. i think its best to stick to a default and let users configure the rest through a preferences page.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbxng4x/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "the surprise ui changes that keep me guessing every time i update", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbsyyxw/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "isnt this a bad thing? i kinda felt the ui we had a few months back was much cleaner", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbsz9de/"}]}}, "ui.session_history": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "ui.interrupt_steer": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "surfaces.remote_mobile": {"praise": 4, "complaint": 13, "n": 17, "praiseShare": 23.5, "ci95": [9.6, 47.3], "regard": 0.48, "regardCi95": [0.463, 0.496], "salience": 7.6, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "fire alarm comes on in hotel saying we need to leave, just closed the laptop, packed up, left and continuing the work on my phone thanks to @conductor_build 😁 this is the way", "link": "https://twitter.com/1499051022295179268/status/2099810730929160564"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "the best agentic development environment is @conductor_build and it's not even close.\n→ multi-agent workspaces\n→ local sync (so you can test frontend even when working in the cloud)\n→ ios app\n→ mcp + cli - create cloud sessions programmatically.\nsuch a joy to use <strict_link>", "link": "https://twitter.com/1476508432559714304/status/2098880125886509326"}, {"date": "2026-09-12", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build @cursor_ai @t3dotcodes i’m a big conductor user, but never jumped to their $50 plan. is it worth it just for the ios app? i wish they had a smaller plan, most of my day to day is just inside conductor anyway hmm", "link": "https://twitter.com/1592232659274678273/status/2098882425644347568"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "yeah i was sarcastic. it drives me crazy. the review button moves every update, the model selector changes, plan mode button is gone, etc.\nthey keep changing shit that is fine and meanwhile there’s still no ios app 😭", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbszn7p/"}, {"date": "2026-09-20", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@shpigford following for the same exact problem. would consider myself a @conductor_build super user but it’s becoming a bottle neck when i don’t have a mobile app with access to my development environment. i don’t want a cloud instance.", "link": "https://twitter.com/15086904/status/2101804467083460662"}, {"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build i’m once again requesting a mobile app, even if it’s read only 🙏🏾", "link": "https://twitter.com/1127809227270041600/status/2100254825216668157"}]}}, "surfaces.cloud_sessions": {"praise": 17, "complaint": 8, "n": 25, "praiseShare": 68.0, "ci95": [48.4, 82.8], "regard": 0.5, "regardCi95": [0.477, 0.522], "salience": 11.2, "receipts": {"praise": [{"date": "2026-09-16", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "at daqstra we’re huge fans of @conductor_build \nit’s the gift that keeps on giving. especially all the small train themed details and the ui that itches our perpetual urge to work on 5 things at the same time all the time in just the right way\nand conductor cloud seals the deal", "link": "https://twitter.com/1805160518044577792/status/2100108322049609924"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@conductor_build cloud workspace is really great! but sadly i'm afraid codex is going to copy it again 😅", "link": "https://twitter.com/823477000081797120/status/2099711952339816574"}, {"date": "2026-09-14", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "@euboid @conductor_build the local sync point is underrated. we run parallel agent workspaces and the ones without a local mirror are the ones nobody tests. cloud-only friction does not announce itself, it just quietly lowers how often agents get reviewed.", "link": "https://twitter.com/1500631864314261504/status/2099336600648118292"}], "complaint": [{"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "works only for cloud workspaces though", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbuj9y7/"}, {"date": "2026-09-24", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@tonyroslund @conductor_build while ephemeral workspaces vanish ✨ persistent root would stay and dev to main rebase feels overdue", "link": "https://twitter.com/356609569/status/2103135899206717867"}, {"date": "2026-09-21", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@shpigford @conductor_build @conductor_build seems to be 100% focused on their pro / cloud offering. it’s absolutely absurd now, you can use their cli to start new cloud workspace but can’t start local one.", "link": "https://twitter.com/1824020603726069760/status/2101929186436825243"}]}}, "rel.service_errors": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "rel.response_speed": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.501, "regardCi95": [0.494, 0.509], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "praise", "text": "my stack now is @conductor_build + qwen models for building apps.\nfast and free!", "link": "https://twitter.com/1382193359641481217/status/2099810273439715525"}], "complaint": [{"date": "2026-09-10", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@kaden_hyatt @conductor_build when i'm stuck waiting i zone out 😮💨 and that passivity thing you mentioned hits close", "link": "https://twitter.com/318021830/status/2098048462772142487"}]}}, "rel.client_failures": {"praise": 0, "complaint": 9, "n": 9, "praiseShare": 0.0, "ci95": [0.0, 29.9], "regard": 0.488, "regardCi95": [0.481, 0.495], "salience": 4.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@charlieholtz\ni have no idea whether its an issue with @cursor_ai or @conductor_build but cursor agents sometimes they just stop responding in conductor cloud.\nit has happened to me thrice in the past 3 days.\nplease figure it out and fix it?\ni am happy to provide any details for you to debug if needed.", "link": "https://twitter.com/1900337293564817408/status/2101825344626208846"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "agreed. about 50% of my new tabs just spin for a bit, then give me the the ... option to fork into a new tab. it's getting very very very tedious to deal with. ", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p9y4n50/"}, {"date": "2026-09-15", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build i'm experiencing some weird behavior, where my window gets black several times when i try to click on it. \nusually happens when i close conductor, or it crashes, and i open it again. keep getting black several times before stabilizing.", "link": "https://twitter.com/2068260048199925760/status/2099818314922897499"}]}}, "rel.update_breakage": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.494, "regardCi95": [0.488, 0.499], "salience": 1.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-13", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "yes i would agree. probably one of the most frustrating issues… it always seems 2 steps forward, 1 step back. conductor is my favorite tool but it seems full of constant paper cuts like this. ", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p9kmth7/"}, {"date": "2026-09-13", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build the app started behaving weirdly; it's flickering a black screen when coming back to it after using another app (brave, spotify...)\nlatest update , tahoe 26.6.2", "link": "https://twitter.com/7681652/status/2099154643393618356"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "yeah got the same feeling, stuff are changing too fast without taking into account how user actually used the app", "link": "https://www.reddit.com/r/conductorbuild/comments/1wdm8hc/conductor_regressions_are_making_it_harder_to/p97e3rk/"}]}}, "account.support": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.506, "regardCi95": [0.496, 0.523], "salience": 0.9, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "polarity": "praise", "text": "i like that it fits my workflow. everything i need is right there. they are very responsive to addressing issues as well.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbuil6i/"}], "complaint": [{"date": "2026-09-14", "source": "Reddit", "community": "r/conductorbuild", "polarity": "complaint", "text": "i shared this error so it could be flagged to the team.. and the entire focus has shifted to git practices opposed to the error.\nyes, i did not commit my changes over the past few days. but more importantly, i had some large files that are gitignored, and copy across worktrees using a shellscript.\nlost both. but switched back to codex after this experience.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wfkq2n/workspace_initialization_failed/p9o0xru/"}]}}, "account.billing_errors": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@conductor_build i paid for pro plan, but didn’t receive an email or an invoice. how to get it? thanks", "link": "https://twitter.com/44122328/status/2103716959850258764"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.4, "receipts": {"praise": [], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@conductor_build", "polarity": "complaint", "text": "@anthropicai, where is the line?\n@conductor_build documents claude code + agent sdk + users’ own pro/max subscriptions. agenatus uses that combination too.\nyour support bot repeatedly said my setup was permitted. my appeal was denied without identifying a specific violation.\nis the integration even the issue?\nconductor team — can you help clarify?\n#accountsuspended #claude", "link": "https://twitter.com/2077364769913225216/status/2103899550037455219"}]}}, "account.data_privacy": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}}, "requests": {"authorWeeks": 94, "themes": [{"theme": "Native iOS app", "criterion": "surfaces.remote_mobile", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "conductor", "date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "text": "yeah i was sarcastic. it drives me crazy. the review button moves every update, the model selector changes, plan mode button is gone, etc.\nthey keep changing shit that is fine and meanwhile there’s still no ios app 😭", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbszn7p/"}, {"agent": "conductor", "date": "2026-09-22", "source": "X", "community": "@conductor_build", "text": "@b_szafranow @conductor_build @charlieholtz give us testflight plz", "link": "https://twitter.com/1163724885866295296/status/2102476561886973966"}, {"agent": "conductor", "date": "2026-09-18", "source": "X", "community": "@conductor_build", "text": "@saidaitmbarek i'm waiting for @conductor_build to release their ios app :d", "link": "https://twitter.com/229978846/status/2100949712782118985"}]}, {"theme": "Phone control of local and desktop sessions", "criterion": "surfaces.remote_mobile", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "conductor", "date": "2026-09-20", "source": "X", "community": "@conductor_build", "text": "@shpigford following for the same exact problem. would consider myself a @conductor_build super user but it’s becoming a bottle neck when i don’t have a mobile app with access to my development environment. i don’t want a cloud instance.", "link": "https://twitter.com/15086904/status/2101804467083460662"}, {"agent": "conductor", "date": "2026-09-20", "source": "X", "community": "@conductor_build", "text": "basically i want a mobile app for @conductor_build that just remotes in to my mac's instance of conductor.", "link": "https://twitter.com/626803/status/2101638761834488018"}, {"agent": "conductor", "date": "2026-09-10", "source": "X", "community": "@conductor_build", "text": "@joulsounet @superdoteng @herdrdev @nousresearch @conductor_build @orca_build remote from the phone is the part i want most.", "link": "https://twitter.com/2090478769605644288/status/2098038118335082515"}]}, {"theme": "Restore removed UI elements", "criterion": "rel.update_breakage", "authorWeeks": 4, "posts": 4, "examples": [{"agent": "conductor", "date": "2026-09-17", "source": "X", "community": "@conductor_build", "text": ".@charlieholtz @conductor_build i don't see a \"+\" icon anymore near each repo to create new workspace. it was super convenient. a regression or intentional?", "link": "https://twitter.com/103273439/status/2100644431145959933"}, {"agent": "conductor", "date": "2026-09-17", "source": "X", "community": "@conductor_build", "text": "um @conductor_build all the new chat icons from my projects disappeared so i can't create new chats?", "link": "https://twitter.com/1454183904848474113/status/2100640836837069039"}, {"agent": "conductor", "date": "2026-09-17", "source": "X", "community": "@conductor_build", "text": "hey @conductor_build , after the latest update, i dont have the + symbol any longer? just the settings symbol. how do i start a new thread? <strict_link>", "link": "https://twitter.com/1382193359641481217/status/2100590714820198807"}]}, {"theme": "Add Grok 4.7 model", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "conductor", "date": "2026-09-02", "source": "X", "community": "@conductor_build", "text": "@charlieholtz @conductor_build yes plz. and then grok, once they sort out their subscription spaghetti. \nbut muse first plz.", "link": "https://twitter.com/21018025/status/2095280722827210824"}, {"agent": "conductor", "date": "2026-09-02", "source": "X", "community": "@conductor_build", "text": "@charlieholtz are you guys looking to integrate grok directly to @conductor_build not via cursor??", "link": "https://twitter.com/168798208/status/2095215723664506950"}, {"agent": "conductor", "date": "2026-09-02", "source": "X", "community": "@conductor_build", "text": "@elonmusk @conductor_build, when are you going to add grok?", "link": "https://twitter.com/2080392872038203392/status/2095019334770790441"}]}, {"theme": "Remove model selector slot limit", "criterion": "models.catalog_access", "authorWeeks": 3, "posts": 3, "examples": [{"agent": "conductor", "date": "2026-09-22", "source": "X", "community": "@conductor_build", "text": "while i like almost all of the the productization decisions @conductor_build makes for their harness, this is driving me nuts.\nespecially with all these new models coming out, i need way more than 5 options quickly available to me. \n@charlieholtz 🥹🙏❓ <strict_link>", "link": "https://twitter.com/1821276957428084738/status/2102479190054653992"}, {"agent": "conductor", "date": "2026-09-17", "source": "X", "community": "@conductor_build", "text": "@conductor_build hey team, love the app but finding the model selector really annoying. i can't start a new thread with any except my top 2 pinned models. why?! a \"more\" option would be really great everywhere i select models 🙏 <strict_link>", "link": "https://twitter.com/102718167/status/2100407910753018233"}, {"agent": "conductor", "date": "2026-09-22", "source": "Reddit", "community": "r/conductorbuild", "text": "am i the only one that finds the new 5-model limit super restrictive? i have multiple models from multiple providers i switch between depending on task, 5 is simply not enough. \n \nthe \"share\" button is also weird, this is a productivity tool not a game where you share your \"loadout\". i feel the 5 model limit was chosen for aesthetic reasons. i want to go back to the old one, with its flaws (like showing me codex despite me not even having it inst", "link": "https://www.reddit.com/r/conductorbuild/comments/1wndm16/helpdiscussion_new_model_picker_too_restrictive/"}]}, {"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 2, "posts": 3, "examples": [{"agent": "conductor", "date": "2026-09-23", "source": "X", "community": "@conductor_build", "text": "@karrisaarinen @kallasmaa @cjc @bot @linear any plans to add chatgpt or claude subs? many services are cloud and still allow you to add the subs? @conductor_build for example.", "link": "https://twitter.com/1673045521668390912/status/2102869326739186071"}, {"agent": "conductor", "date": "2026-09-02", "source": "X", "community": "@conductor_build", "text": "@charlieholtz @conductor_build yes plz. and then grok, once they sort out their subscription spaghetti. \nbut muse first plz.", "link": "https://twitter.com/21018025/status/2095280722827210824"}]}, {"theme": "Add Fable 5.1 model", "criterion": "models.catalog_access", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "conductor", "date": "2026-09-01", "source": "X", "community": "@conductor_build", "text": "@conductor_build how about updating to allows us to use fable 5.1?", "link": "https://twitter.com/103659923/status/2094858595259007116"}, {"agent": "conductor", "date": "2026-09-01", "source": "X", "community": "@conductor_build", "text": "@conductor_build @charlieholtz \ncan you put fable 5.1 in conductor brother plsssssss. i need to try it haha", "link": "https://twitter.com/2088163907173007360/status/2094852739331195339"}]}, {"theme": "Mobile access to cloud agents", "criterion": "surfaces.remote_mobile", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "conductor", "date": "2026-09-02", "source": "X", "community": "@conductor_build", "text": ".env.local remains the biggest issue with moving dev environments to the cloud from local machines. @conductor_build seems to have this well figured out - just want that darn mobile app!", "link": "https://twitter.com/373800245/status/2095141836213862695"}, {"agent": "conductor", "date": "2026-09-10", "source": "X", "community": "@conductor_build", "text": "is it just me, or do claude’s session limits suck now? even on the 20x plan, it’s not possible to use it as a workhorse, even with good ole opus 5 on medium.\non a side note, @conductor_build cloud has surprised me. it’s been great. i’ve been using it pretty heavily this week, and so has my grok bot through the @conductor_build mcp and api. i’ll have the grok bot use conductor with opus 5 and run all of my conductor sessions.\ni’m able to assign a ", "link": "https://twitter.com/2881011724/status/2098137425880940963"}]}, {"theme": "Model choice in cloud sessions", "criterion": "models.catalog_access", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "conductor", "date": "2026-09-12", "source": "X", "community": "@conductor_build", "text": "@garrytan @steve_yegge @conductor_build yea, conductor is pretty good\nonly if they support opencode in their cloud workspace as well.. :,", "link": "https://twitter.com/1165494410114523137/status/2098756777676554730"}, {"agent": "conductor", "date": "2026-09-10", "source": "X", "community": "@conductor_build", "text": "is it just me, or do claude’s session limits suck now? even on the 20x plan, it’s not possible to use it as a workhorse, even with good ole opus 5 on medium.\non a side note, @conductor_build cloud has surprised me. it’s been great. i’ve been using it pretty heavily this week, and so has my grok bot through the @conductor_build mcp and api. i’ll have the grok bot use conductor with opus 5 and run all of my conductor sessions.\ni’m able to assign a ", "link": "https://twitter.com/2881011724/status/2098137425880940963"}]}, {"theme": "More color themes and theme customization", "criterion": "ui.display_settings", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "conductor", "date": "2026-09-10", "source": "Reddit", "community": "r/conductorbuild", "text": "for dark mode, the colours in the diff are terrible, i cannot read anything at all (specially the green), can you take a look into this? \n<strict_link>\n", "link": "https://www.reddit.com/r/conductorbuild/comments/1wciucn/bug_report_terrible_issue_in_diff_colors/"}, {"agent": "conductor", "date": "2026-09-10", "source": "Reddit", "community": "r/conductorbuild", "text": "i agree, the themes outside the primary one all suck in dark mode diffs.", "link": "https://www.reddit.com/r/conductorbuild/comments/1wciucn/bug_report_terrible_issue_in_diff_colors/p8ypbkl/"}]}, {"theme": "Official dedicated mobile app", "criterion": "surfaces.remote_mobile", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "conductor", "date": "2026-09-16", "source": "X", "community": "@conductor_build", "text": "@conductor_build i’m once again requesting a mobile app, even if it’s read only 🙏🏾", "link": "https://twitter.com/1127809227270041600/status/2100254825216668157"}, {"agent": "conductor", "date": "2026-09-15", "source": "X", "community": "@conductor_build", "text": "really want to get access to @conductor_build mobile app\ncan someone help me with that", "link": "https://twitter.com/1371799960329596929/status/2099928459166330913"}]}, {"theme": "Revert new model picker", "criterion": "ui.display_settings", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "conductor", "date": "2026-09-16", "source": "X", "community": "@conductor_build", "text": "i absolutely hate the new(ish) model picker in @conductor_build. \nit has slowed me down so much. \nreally frustrating.", "link": "https://twitter.com/1668000040869154816/status/2100302995070095539"}, {"agent": "conductor", "date": "2026-09-15", "source": "Reddit", "community": "r/conductorbuild", "text": "same here. new model selector is absolutely horrible. using conductor for 4+ months, and this is a big downside.", "link": "https://www.reddit.com/r/conductorbuild/comments/1volee7/how_do_i_go_back_to_the_old_model_selector/p9xwewl/"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 30, "negative": 15, "positiveShare": 66.7, "ci95": [52.1, 78.6]}, {"week": "2026-09-07", "positive": 57, "negative": 35, "positiveShare": 62.0, "ci95": [51.7, 71.2]}, {"week": "2026-09-14", "positive": 27, "negative": 18, "positiveShare": 60.0, "ci95": [45.5, 73.0]}, {"week": "2026-09-21", "positive": 18, "negative": 24, "positiveShare": 42.9, "ci95": [29.1, 57.8]}]}, {"id": "warp", "name": "Warp", "maker": "Warp", "facts": {"version": "Warp 2.0, Agentic Development Environment; client open-sourced 2026-04-28 (dual AGPL-3.0/MIT)", "released": "Open-sourced client: 2026-04-28", "price": "Free (~75 credits/mo after intro period), Build $20/mo (1,500 credits), Max $200/mo (18,000 credits), Business $50/user/mo", "model": "Own Agent Mode plus orchestration of Claude Code, Codex, and Gemini CLI inside one window", "surface": "Terminal"}, "sources": [{"channel": "X", "selector": "@warpdotdev", "posts": 357}, {"channel": "Reddit", "selector": "r/warpdotdev", "posts": 45}, {"channel": "Reddit", "selector": "Posts that name it", "posts": 20}, {"channel": "Trustpilot", "selector": "Trustpilot", "posts": 2}], "records": 424, "judgingPosts": 227, "authors": 272, "authorWeeks": 303, "reach": {"shareOfVoice": 0.28, "value": 0.107}, "regard": {"positiveAuthorWeeks": 105, "negativeAuthorWeeks": 66, "rawPositiveShare": 61.4, "rawCi95": [53.9, 68.4], "value": 0.506, "ci95": [0.495, 0.516]}, "score": {"value": 23.2, "ci95": [23.0, 23.5]}, "ranking": {"rank": 15, "rankRange": [15, 15]}, "criteria": {"paying": {"praise": 7, "complaint": 14, "n": 21, "praiseShare": 33.3, "ci95": [17.2, 54.6], "regard": 0.509, "regardCi95": [0.485, 0.533], "salience": 12.3, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "there’s no way they can continue offering these plans with all of us hammering on their servers basically all day every single day. had a sense this would come to an end. have basically been at it nonstop to get product advanced as far as possible.\nfyi….the grok $300 plan is incredible……soooo much programming. shit tons. way more than even codex 20x or claude max. i use all 3. \nalso, for grok….100% use it with warp. free to use warp…byom…bring your own model. gives me the context between tasks like we have on desktop programs for claude or codex.", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/paad0jv/"}, {"date": "2026-09-10", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev have you guys tried glm 5.3 flash?\nmy cache hits are real high on concentrate", "link": "https://twitter.com/773953758673895424/status/2098050922156859520"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "why can't every subscription document cancelling like @warpdotdev? one self-serve click online, stated plainly on the page. i grade it a b (83/100). <strict_link> <strict_link>", "link": "https://twitter.com/925456832239415299/status/2097249166942519303"}, {"date": "2026-09-04", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev 63% cost cut is no joke", "link": "https://twitter.com/1858703675864334336/status/2095671913851011086"}, {"date": "2026-09-04", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "interesting picked the same 3 models for a project in warp factory and avg pr cost was around 30 to 50 % lower. now half way trough the project and doing a optimization run first before more project work items see if we can get that number lower. so far really happy with the factory preview 👌", "link": "https://twitter.com/141649554/status/2095943106507973029"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev @grok can you guys give us an hourly and weekly cap for a monthly subscription? this credit just isn’t enough at all.", "link": "https://twitter.com/1328696201969946627/status/2103573093574729975"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "just got access to the new @warpdotdev, then immediately abandoned sign up because they require payment before letting me do anything 😖\ni'm not gonna pay for something i cannot try first 🤷", "link": "https://twitter.com/867511/status/2102866306982969805"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "ran out of my monthly @warpdotdev credits from a single prompt change to a docker container. maybe the legacy plan i'm on is just useless now?", "link": "https://twitter.com/80764812/status/2102534429369303091"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@jmitch @warpdotdev one prompt change eating the month does make that legacy plan feel useless", "link": "https://twitter.com/1549055479875342336/status/2102537760498401692"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev 2. sell me just the terminal. a $5/mo tier with zero credits, byok enabled, no persistent \"out of credits\" nags/banners is something i'd buy today.", "link": "https://twitter.com/14132756/status/2100994643555238133"}]}}, "setup": {"praise": 3, "complaint": 10, "n": 13, "praiseShare": 23.1, "ci95": [8.2, 50.3], "regard": 0.49, "regardCi95": [0.473, 0.505], "salience": 7.6, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@lxfater look at this introduction, then i would still prefer to recommend @warpdotdev open source + fully support byok \n<strict_link>", "link": "https://twitter.com/1820087559634202624/status/2103890485442150688"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "warp now natively supports grok build (xai's terminal coding agent cli). run \"grok\" inside warp and you get enhanced ux: rich multi-cursor input for long prompts, /remote-control to share sessions across devices, plus integrated file explorer and code review panels.\nevaluation: solid upgrade. it layers ide-like polish on grok build's strong plan/subagent/mcp core without changing the agent itself. great for warp users who want better prompt editing and remote access. boosts grok build adoption in a popular terminal. no major downsides if you already use warp.", "link": "https://twitter.com/1720665183188922368/status/2102401340576043233"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "understood. spelling out: warp now natively supports grok build the terminal coding agent command line interface. run grok inside warp and you get enhanced user experience with rich multi-cursor input for long prompts remote-control to share sessions across devices plus integrated file explorer and code review panels. solid upgrade adding integrated development environment-like polish to the strong plan subagent model context protocol core without changing the agent. great for warp users seeking better prompt editing and remote access. boosts adoption in a popular terminal with no major downsides if already using warp.", "link": "https://twitter.com/1720665183188922368/status/2102403367939006521"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "there’s no way they can continue offering these plans with all of us hammering on their servers basically all day every single day. had a sense this would come to an end. have basically been at it nonstop to get product advanced as far as possible.\nfyi….the grok $300 plan is incredible……soooo much programming. shit tons. way more than even codex 20x or claude max. i use all 3. \nalso, for grok….100% use it with warp. free to use warp…byom…bring your own model. gives me the context between tasks like we have on desktop programs for claude or codex.", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/paad0jv/"}], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "now, at the core of my herdr flow, which allows connecting to all work servers in one window and working with them from any of my computers or from my phone. and warp still hasn't added native support for herdr. @warpdotdev, please hear me.", "link": "https://twitter.com/1246700435513245706/status/2102010401873371180"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "is there any way to enable automatic update for warp, as everytime it is asking me update it manually instead of automatic or restart to update.\n<strict_link>\n \nlet's say like every other apps are updating on restart or with single click its getting updated, why not warp alone.", "link": "https://www.reddit.com/r/warpdotdev/comments/1wd585l/cant_afford_restart/paizwvi/"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev appreciate you asking:\n1. make byok / custom inference actually credit-free. i pointed warp at openrouter and the agent still bailed repeatedly on \"press y to confirm\" steps because i had no credits. if i'm using external inference, the harness shouldn't gate.", "link": "https://twitter.com/14132756/status/2100994479591411732"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev 3. let the client talk to a local endpoint. i don't want my ollama on the internet but a custom endpoint has to be public for your harness to talk to it. client-side (or at least lan-reachable) would unlock a lot.", "link": "https://twitter.com/14132756/status/2100994815861383422"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@ericmann @vikvang1 @warpdotdev this. if i bring my own keys / openrouter, the harness should not still gate on its own credits. keys in the os credential manager, desktop free, i pay the model vendor. that is the contract i want.", "link": "https://twitter.com/2074942490466033664/status/2101000906388935078"}]}}, "models": {"praise": 4, "complaint": 3, "n": 7, "praiseShare": 57.1, "ci95": [25.0, 84.2], "regard": 0.51, "regardCi95": [0.495, 0.526], "salience": 4.1, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev confirmed: grok 4.7 touchdown in warp. that ascii rocket descent was nominal and peak terminal flair. connect your subscription and put the agents to work.", "link": "https://twitter.com/1720665183188922368/status/2102783192147112024"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "great day to be customers of @factoryai @warpdotdev and other model agnostic software factories -- scoop up all those new lab models and keep going!", "link": "https://twitter.com/1449604717038825477/status/2102475585218076745"}, {"date": "2026-09-02", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@adliblove @warpdotdev noted, an issue is open to add this. <strict_link>\nyou can try talking to grok through warp's built-in agent for all of that too. supports grok subscriptions!", "link": "https://twitter.com/1042799721948098560/status/2094982757285757065"}, {"date": "2026-09-01", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev big upgrade for the warp workflow. claude 5.1 + warp sounds seriously powerful.", "link": "https://twitter.com/313123169/status/2094874199542337591"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@mitchellh really cool feature. i loved it in @warpdotdev , but then it become dumber on this aspect", "link": "https://twitter.com/1049728717/status/2103597816169762855"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "i chose gpt 5.6 luna xhigh as my model, when it failed, fallback model opus 5 max continued, which rapidly consumes more credits. i can't stand it.", "link": "https://www.reddit.com/r/warpdotdev/comments/1oa0abo/warp_dirty_tactics_sonnet_45_thinking_uses_cheap/pa1hdbn/"}, {"date": "2026-09-09", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "i miss when @warpdotdev was incredible \nwas excited about the opensourcing and the concept of 0z and everything \nbut its diabolically bad, slow and laggy when it used to be truely blazingly fast \nmight have to fork and rip out all the bs or just drop it", "link": "https://twitter.com/2970558232/status/2097834207552618664"}]}}, "context": {"praise": 2, "complaint": 2, "n": 4, "praiseShare": 50.0, "ci95": [15.0, 85.0], "regard": 0.503, "regardCi95": [0.494, 0.513], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "there’s no way they can continue offering these plans with all of us hammering on their servers basically all day every single day. had a sense this would come to an end. have basically been at it nonstop to get product advanced as far as possible.\nfyi….the grok $300 plan is incredible……soooo much programming. shit tons. way more than even codex 20x or claude max. i use all 3. \nalso, for grok….100% use it with warp. free to use warp…byom…bring your own model. gives me the context between tasks like we have on desktop programs for claude or codex.", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/paad0jv/"}, {"date": "2026-09-02", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev i kept shipping agents that never improved their own skills. skill-loop.md now: one skill that rewrites the skill folder after each miss. the meta skill is the real upgrade.", "link": "https://twitter.com/1888453273679740928/status/2094942515992412562"}], "complaint": [{"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev after opening multiple tabs, losing context is truly a nightmare, right?", "link": "https://twitter.com/1212651734209724416/status/2099953528529985544"}, {"date": "2026-09-10", "source": "Trustpilot", "community": "Trustpilot", "polarity": "complaint", "text": "**the easiest way to lose money**\nmy experience with warp has been extremely frustrating: errors, errors, and more errors.\nwarp can handle simple tasks reasonably well, but when you start using the agent for larger problems or real projects, it can become an extremely expensive experience.\ni've spent hours working on a project and consuming credits, getting close to solving a problem, only for the agent to suddenly fail because the conversation/context became too large.\ni actually reported one of these problems on warp's github. the agent sent a request exceeding the vertex ai context limit of 1,048,576 tokens and the whole request failed. their own automated triage later concluded that the ", "link": "https://www.trustpilot.com/reviews/6aa3062b00691db98a32c10b"}]}}, "work": {"praise": 9, "complaint": 8, "n": 17, "praiseShare": 52.9, "ci95": [31.0, 73.8], "regard": 0.5, "regardCi95": [0.483, 0.519], "salience": 9.9, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "the “4 agents / one repo / zero conflicts” part is the real unlock — voice input is just the front door.\nwhat usually breaks isn’t transcription quality; it’s ownership boundaries between agents. once each agent owns a clear slice (and the terminal is the shared blackboard), talking beats typing because you stay in intent mode instead of micromanaging files.\njust followed — happy to mutual follow if you’re building in public too.", "link": "https://twitter.com/1908014421538123779/status/2102592645759373441"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@mrsaasbuilder @wisprflow @claudeai @warpdotdev thanks! for me the calendar isn't the bottleneck. the real win is keeping 4 agents from stepping on each other in one repo. that's what the video is about.", "link": "https://twitter.com/1792878079276101634/status/2102419321800540545"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/AI_Agents", "polarity": "praise", "text": "warp terminal [warp.dev](<strict_link>) has its own agent as terminal shell so you can quickly access it by typing prompt into terminal. it has byok so you can quickly launch it for your needs. \nquite good for simple tasks, bash, and system manintance ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wh25jc/whats_a_minimal_and_extremely_fast_cli_coding/pa1xhny/"}, {"date": "2026-09-12", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev running more than one agent cli in the same terminal is the bit that saves us time. easy to lose track of which agent touched which repo otherwise.", "link": "https://twitter.com/1070947916917825536/status/2098682005764575595"}, {"date": "2026-09-10", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "the handoff loop is super easy now since its mostly just an agent handing off context to another agent.\nthe actual design process/work is still fairly slow in my exp, you gotta just filter out so much random slop, but you also kind of want the agent to go ham and design v different things so its a never ending cycle of exploring directions and skimming down", "link": "https://twitter.com/1472070013058228224/status/2098045957686345745"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@real_spencercjh @warpdotdev @xuanwo @tldraw @tualatrix does warp support ocaml toplevel now? this was the reason that stopped me from using it back then.", "link": "https://twitter.com/19064875/status/2103070329484755172"}, {"date": "2026-09-17", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "warp, do you not use your own app, or have you never used grok build? it's really ugly... @warpdotdev <strict_link>", "link": "https://twitter.com/1684821659214385152/status/2100488508196733433"}, {"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev computer-use that needs a human every step is labor with extra latency. who owns silent failure on day 3?", "link": "https://twitter.com/1977033941514072064/status/2099852678754975934"}, {"date": "2026-09-11", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev saiu!! warp com grok build cli nativo: prompt longo, remote-control e review no mesmo terminal. eu fixo o harness no warp — trocar de shell no meio do job some o session.", "link": "https://twitter.com/326479892/status/2098456907686236422"}, {"date": "2026-09-05", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@bholmesdev @warpdotdev it does well overseeing simple things and i love the hovering agent bubble inside the terminal. i am talking about complex tasks, spawning sub agents, handover + communication with other agents. i need it as foreman - keeping everyone unstuck", "link": "https://twitter.com/8104092/status/2096029908761788572"}]}}, "checking": {"praise": 4, "complaint": 2, "n": 6, "praiseShare": 66.7, "ci95": [30.0, 90.3], "regard": 0.505, "regardCi95": [0.494, 0.515], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev grading past agent sessions on efficiency is how you catch the first-run mess before it becomes the factory default", "link": "https://twitter.com/1462653589617360896/status/2100947643077673054"}, {"date": "2026-09-12", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev remote-control plus the code review panel in the same shell is what sells it. i want the agent session where i already type, not in a second window.", "link": "https://twitter.com/1894226409356496903/status/2098610214651982320"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "perfect example of llm-as-judge in the runtime path from @warpdotdev.\ninstead of grading the coding agent’s code on a rubric (boring), it evals the application and blocks the flow unless it passes.\n- implementation agent codes a feature\n- verification agent evals the live app against the spec using a computer-use model\n- sends it back around the loop if needed\nastra and its off-the-charts computer-use capability will make this pattern more common at runtime.", "link": "https://twitter.com/65392279/status/2097386394347807178"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@josharosen @warpdotdev what makes this work: the verifier gets the spec, not the implementation's summary of itself. the run that wrote the feature is its worst judge. one addition: the verifier prints a denominator. 'passed' is silence; '7 of 9 spec items pass' is evidence.", "link": "https://twitter.com/97718205/status/2097459317465293144"}], "complaint": [{"date": "2026-09-13", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "home lab soap opera episode 87\ni have a beelink mini-pc with a ryzen 7 and 64gig of ram. it started out life as my windows 11 add in card for my macs. my solution to \"what do i do when i need to run windows software\". it started rebooting every night. i buy a new windows 11 machine, and put linux on the beelink. happy days, it ran wonderfully, never went down, and was perfect for running my docker containers.\nuntil ai. since the box is my docker machine, and i was using ai to create services that ran under docker, i moved all my ai work to cli codex, claude code etc on linux. worked just fine. ssh in, use zellij to keep long running sessions open. and then the beelink started crashing under ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wfa5o7/home_lab_soap_opera_episode_87/"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@josharosen @warpdotdev now it’s just a matter of ensuring that the agent knows what to evaluate and doesn’t just give itself a pat on the back 😅", "link": "https://twitter.com/2028622577690947584/status/2097458250098884711"}]}}, "interface": {"praise": 21, "complaint": 21, "n": 42, "praiseShare": 50.0, "ci95": [35.5, 64.5], "regard": 0.512, "regardCi95": [0.484, 0.541], "salience": 24.6, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "never heard of warp, but over native terminal it's got all the benefits of iterm plus for claude code cli specifically i find the diff viewer and the session bar (on the right) is very nice for monitoring multiple agents across different cli sessions.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pbvynqw/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "hell yeah! i also quite like warp for local sessions because it gives you file explorer for convenience.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pbsaucy/"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "you can just view your markdown files in your @warpdotdev terminal, gotta love it.", "link": "https://twitter.com/861176555871113217/status/2102695197750575444"}, {"date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "tried for a couple of days after seeing the hype. went back to warp. felt like there was some duplicate useless pane and i didn’t like the fact that i have to edit tab name everytime. on warp the tab take automatically the name of the harness session and display harness icon.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wojd4c/cloud_sessions_are_officially_available_and_out/pbnsljd/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/warpdotdev", "polarity": "praise", "text": "hey i kinda get what you're trying to say here.. but i started using warp long before ai thing dominated the software engineering (and before warp supported ai in terminal), and i really appreciated its intuitive ui and multi-terminal tabs that i could organize to my liking.\n \nwarp evolved into something that's very different from how i found it years back... i have likes and dislikes about it but still, the attachment for a product i've long used is real.", "link": "https://www.reddit.com/r/warpdotdev/comments/1wk53c4/i_just_found_out_that_warp_went_opensource/pb9piy8/"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev made a change that i hate so much... i used the terminal to get the full path of a file, so i just drag and drop the file over it, and i had the full path.. in this last update it goes from terminal to agency and the file is attached.. no way to get the full path", "link": "https://twitter.com/3718351337/status/2103829169302024470"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "hi everyone,\ni'm abinash. i have been using zed for years now, and i love it.\nin my opinion, the most underrated thing about zed is its terminal. i'm on windows, and it's better than the windows native terminal.\ni think if zed just released its terminal as a standalone application, it would be better.\nso, i'm looking for: has anyone tried to strip the terminal from the zed codebase or build a terminal using gpui?\nif so, please let me know; i'd love to try it.\nthank you\n \nedit:\ni forgot to share my config and problems:\ni have been a wezterm user for years now; my primary dev env is ubuntu 26 on wsl2, and wezterm handled it perfectly fine. i recently switched from jetbrains mono to the berkele", "link": "https://www.reddit.com/r/ZedEditor/comments/1wpr20d/is_there_any_zed_terminal/"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "on my knees begging @warpdotdev to give us a beautiful macos liquid glass icon asap", "link": "https://twitter.com/1514763582/status/2102778265077534939"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@martinvars there are several more advanced terminals (@warpdotdev comes to mind). but in the long run, the one who uses the terminal wants the essentials.. no special effects that distract. it is a better way to concretely understand what is happening.", "link": "https://twitter.com/9321342/status/2102464042988429656"}, {"date": "2026-09-20", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@bholmesdev @warpdotdev a little different. warp was in maximised view. i minimised it to move to second screen but i couldn’t drag it. i had to use alt + space to move it", "link": "https://twitter.com/1624472822503583744/status/2101765511021547822"}]}}, "reliability": {"praise": 5, "complaint": 12, "n": 17, "praiseShare": 29.4, "ci95": [13.3, 53.1], "regard": 0.514, "regardCi95": [0.488, 0.542], "salience": 9.9, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@samueljmcd only because @warpdotdev is so snappy and i can use berkeley mono (font) from @usgraphics in it 🫶 <strict_link>", "link": "https://twitter.com/1598005566701551617/status/2101350790611042323"}, {"date": "2026-09-11", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev fastest cli to add gets the daily driver spot", "link": "https://twitter.com/1945115184072105984/status/2098448929515786421"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "wow @warpdotdev with glm 5.3 is super cost efficient and fast. no brainer 💆♂️", "link": "https://twitter.com/84324573/status/2097445164159483988"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@devanshuxi @zeddotdev @warpdotdev @mitchellh yeah it is super fast than iterm !", "link": "https://twitter.com/1698865227864113152/status/2095454917637103899"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "i’m not sure but i find @warpdotdev terminal much smoother and faster for local system work compared to hermes. i asked hermes to look into this open-design repo and configure it for my deepseek harness agent. it took much longer even though i provided exa ai and firecrawl api for web search. it still took over two minutes and gave me a detailed but cluttered result. in contrast, warp terminal did it in 30 seconds with a much smoother concise reply and suggestion.\nby the way, i’m using glm 5.3 flash via @deepinfra.", "link": "https://twitter.com/859077042129600516/status/2095579049729151354"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev windows app has unexpected bugs which i have lost count. now i am unable to drag it on the machine to move the window.\nbut warp customer support doesn’t care. how can a company go so pathetic after open sourcing their codebase 🤦🏽♂️", "link": "https://twitter.com/1624472822503583744/status/2101339256786677876"}, {"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev try windows. every app and huge games work fine on this gaming laptop except warp.", "link": "https://twitter.com/1624472822503583744/status/2099848972106138049"}, {"date": "2026-09-14", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@michael_kove @catalinmpit @warpdotdev moved to ghostty as well and pi as harness. my old intel mac is happy again", "link": "https://twitter.com/25074228/status/2099386334116733106"}, {"date": "2026-09-14", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "warp has fallen so bad @warpdotdev \nterminal is massively bloated now. new tab opens with a visual lag.\nand when you provide feedback, some unapologetic dudes reply with no intention to fix. it was once my go to terminal but i am just waiting for my subscription to be over.", "link": "https://twitter.com/1624472822503583744/status/2099404156977201621"}, {"date": "2026-09-13", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev here is what i am talking about:\nlike bro... what are you \"checking...\" , \"installing...\"\njust let me connect.\nme: `ssh named_config_host&gt;`\nwarp: <strict_link>", "link": "https://twitter.com/1309409339824840704/status/2099090914744434972"}]}}, "account": {"praise": 2, "complaint": 7, "n": 9, "praiseShare": 22.2, "ci95": [6.3, 54.7], "regard": 0.507, "regardCi95": [0.486, 0.533], "salience": 5.3, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/warpdotdev", "polarity": "praise", "text": "all hands for open source. forked warp fork, and made for myself vram poor to run ui fully on cpu (there was my post 6 days ago ab fork). something i use broken - fixed right away. ", "link": "https://www.reddit.com/r/warpdotdev/comments/1wk53c4/i_just_found_out_that_warp_went_opensource/pao1bqk/"}, {"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@abhishocked @warpdotdev i have found the team very willing to accept prs. i’m working on my 4th right now.", "link": "https://twitter.com/9415042/status/2099704852334916050"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@joelmoss @warpdotdev no payment should be required! what did you run into?", "link": "https://twitter.com/1042799721948098560/status/2103277151411699765"}, {"date": "2026-09-24", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@nwp @bholmesdev @zachlloydtweets @warpdotdev they never delivered mine", "link": "https://twitter.com/1500369986744893442/status/2103172749493739548"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@peicodes i've been trying to an @warpdotdev pr reviewed for a month. mind taking a look? <strict_link>", "link": "https://twitter.com/7910872/status/2102577452593848467"}, {"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev and that was exactly what i said. unapologetic customer support", "link": "https://twitter.com/1624472822503583744/status/2101155225738616985"}, {"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev windows app has unexpected bugs which i have lost count. now i am unable to drag it on the machine to move the window.\nbut warp customer support doesn’t care. how can a company go so pathetic after open sourcing their codebase 🤦🏽♂️", "link": "https://twitter.com/1624472822503583744/status/2101339256786677876"}]}}, "limits.plan_value": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.499, "regardCi95": [0.486, 0.51], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "there’s no way they can continue offering these plans with all of us hammering on their servers basically all day every single day. had a sense this would come to an end. have basically been at it nonstop to get product advanced as far as possible.\nfyi….the grok $300 plan is incredible……soooo much programming. shit tons. way more than even codex 20x or claude max. i use all 3. \nalso, for grok….100% use it with warp. free to use warp…byom…bring yo", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/paad0jv/"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@zachwarunek true, i switched my entire development at work to @warpdotdev \nusing @cursor_ai for side projects because i think you get the most for your money", "link": "https://twitter.com/33471001/status/2095402723763945858"}], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev @grok can you guys give us an hourly and weekly cap for a monthly subscription? this credit just isn’t enough at all.", "link": "https://twitter.com/1328696201969946627/status/2103573093574729975"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev 2. sell me just the terminal. a $5/mo tier with zero credits, byok enabled, no persistent \"out of credits\" nags/banners is something i'd buy today.", "link": "https://twitter.com/14132756/status/2100994643555238133"}, {"date": "2026-09-16", "source": "Trustpilot", "community": "Trustpilot", "polarity": "complaint", "text": "the absolute worst ai in terms of value. 1 run of 2 hours = $250???? wow, just pathetic and sad. dont buy!!!!!!!!!!!!", "link": "https://www.trustpilot.com/reviews/6aaab8f43d942babfa230d59"}]}}, "limits.window_interrupts_work": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-07", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "terra is my go to for my use case (writing) - luna just cannot compete but that said, terra dies on the 5 hour limit at warp speed for writing purposes, even with all the tips to conserve tokens", "link": "https://www.reddit.com/r/codex/comments/1w9pad2/does_anyone_remember_that_terra_existed/p8c0a41/"}]}}, "limits.burn_rate": {"praise": 3, "complaint": 8, "n": 11, "praiseShare": 27.3, "ci95": [9.7, 56.6], "regard": 0.508, "regardCi95": [0.487, 0.534], "salience": 6.4, "receipts": {"praise": [{"date": "2026-09-04", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev 63% cost cut is no joke", "link": "https://twitter.com/1858703675864334336/status/2095671913851011086"}, {"date": "2026-09-04", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "interesting picked the same 3 models for a project in warp factory and avg pr cost was around 30 to 50 % lower. now half way trough the project and doing a optimization run first before more project work items see if we can get that number lower. so far really happy with the factory preview 👌", "link": "https://twitter.com/141649554/status/2095943106507973029"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev brilliant idea 🔥 real tasks real results. 63% cut is massive", "link": "https://twitter.com/1790460165000687620/status/2095616963460628778"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "ran out of my monthly @warpdotdev credits from a single prompt change to a docker container. maybe the legacy plan i'm on is just useless now?", "link": "https://twitter.com/80764812/status/2102534429369303091"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@jmitch @warpdotdev one prompt change eating the month does make that legacy plan feel useless", "link": "https://twitter.com/1549055479875342336/status/2102537760498401692"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "i chose gpt 5.6 luna xhigh as my model, when it failed, fallback model opus 5 max continued, which rapidly consumes more credits. i can't stand it.", "link": "https://www.reddit.com/r/warpdotdev/comments/1oa0abo/warp_dirty_tactics_sonnet_45_thinking_uses_cheap/pa1hdbn/"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.496, "regardCi95": [0.49, 0.5], "salience": 1.8, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev warp is still the best terminal i've used. i've championed it to several teams and sold dozens of other engineers on it. but the price changes boxed folks out and the ai plumbing on the current free tier is unusable.", "link": "https://twitter.com/14132756/status/2100995345765576727"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@thecsbabe @warpdotdev @cerebras warp, cx was close to non-existent and at the time, they kept changing prices on existing users.\ncerebras, got a nice deal with openai, but i've seen how they operate. they're not real; it shows.\nheard nothing outside of the gpt codex 5.3 spark deal. ended up being nothing.", "link": "https://twitter.com/1898512810272763904/status/2101036082704109853"}, {"date": "2026-09-17", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "i was an early adopter of @warpdotdev. i advocated it to multiple teams - in defense, in security, in legal tech, in crypto. it was my daily driver across mac and linux. i paid (annually) for a beefy turbo plan before that went away.\nlast month my grandfathered acct lapsed.", "link": "https://twitter.com/14132756/status/2100587143458668863"}]}}, "limits.reset_schedule": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.usage_meter": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.prompt_cache": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.499, "regardCi95": [0.491, 0.506], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev have you guys tried glm 5.3 flash?\nmy cache hits are real high on concentrate", "link": "https://twitter.com/773953758673895424/status/2098050922156859520"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev 4. pass prompt caching through on byok. your harness adds a big prefix every turn - without cache_control on anthropic endpoints, byok users pay full input price on the same 30k tokens each call!", "link": "https://twitter.com/14132756/status/2100995017749967068"}]}}, "billing.overage_charges": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.pricing_clarity": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.512, "regardCi95": [0.496, 0.54], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "why can't every subscription document cancelling like @warpdotdev? one self-serve click online, stated plainly on the page. i grade it a b (83/100). <strict_link> <strict_link>", "link": "https://twitter.com/925456832239415299/status/2097249166942519303"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev 5. publish per-model credit costs. i can't predict spend based on credits alone as they're an opaque unit.", "link": "https://twitter.com/14132756/status/2100995139632353380"}]}}, "billing.free_tier": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.494, "regardCi95": [0.484, 0.5], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "just got access to the new @warpdotdev, then immediately abandoned sign up because they require payment before letting me do anything 😖\ni'm not gonna pay for something i cannot try first 🤷", "link": "https://twitter.com/867511/status/2102866306982969805"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev warp is still the best terminal i've used. i've championed it to several teams and sold dozens of other engineers on it. but the price changes boxed folks out and the ai plumbing on the current free tier is unusable.", "link": "https://twitter.com/14132756/status/2100995345765576727"}]}}, "billing.subscription_portability": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "setup.install_signin": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-18", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "is there any way to enable automatic update for warp, as everytime it is asking me update it manually instead of automatic or restart to update.\n<strict_link>\n \nlet's say like every other apps are updating on restart or with single click its getting updated, why not warp alone.", "link": "https://www.reddit.com/r/warpdotdev/comments/1wd585l/cant_afford_restart/paizwvi/"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev so, warp agent cli cannot use codex chatgpt auth (got plan not api key) ? but the warp desktop can ?", "link": "https://twitter.com/8104092/status/2095515406647648462"}]}}, "setup.provider_byok_local": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.494, "regardCi95": [0.482, 0.505], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-26", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@lxfater look at this introduction, then i would still prefer to recommend @warpdotdev open source + fully support byok \n<strict_link>", "link": "https://twitter.com/1820087559634202624/status/2103890485442150688"}, {"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "there’s no way they can continue offering these plans with all of us hammering on their servers basically all day every single day. had a sense this would come to an end. have basically been at it nonstop to get product advanced as far as possible.\nfyi….the grok $300 plan is incredible……soooo much programming. shit tons. way more than even codex 20x or claude max. i use all 3. \nalso, for grok….100% use it with warp. free to use warp…byom…bring yo", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/paad0jv/"}], "complaint": [{"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev appreciate you asking:\n1. make byok / custom inference actually credit-free. i pointed warp at openrouter and the agent still bailed repeatedly on \"press y to confirm\" steps because i had no credits. if i'm using external inference, the harness shouldn't gate.", "link": "https://twitter.com/14132756/status/2100994479591411732"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev 3. let the client talk to a local endpoint. i don't want my ollama on the internet but a custom endpoint has to be public for your harness to talk to it. client-side (or at least lan-reachable) would unlock a lot.", "link": "https://twitter.com/14132756/status/2100994815861383422"}, {"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@ericmann @vikvang1 @warpdotdev this. if i bring my own keys / openrouter, the harness should not still gate on its own credits. keys in the os credential manager, desktop free, i pay the model vendor. that is the contract i want.", "link": "https://twitter.com/2074942490466033664/status/2101000906388935078"}]}}, "setup.extensions_mcp": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.495, "regardCi95": [0.488, 0.5], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-21", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "now, at the core of my herdr flow, which allows connecting to all work servers in one window and working with them from any of my computers or from my phone. and warp still hasn't added native support for herdr. @warpdotdev, please hear me.", "link": "https://twitter.com/1246700435513245706/status/2102010401873371180"}, {"date": "2026-09-01", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "21/30. how to improve what improves. \n@warpdotdev has published a skill to analyze the chats you have with your agents and improve the skills you have based on what it finds. \ni went to try it and it was only available for warp, @claudeai, and @openai. honestly, disappointment. \nbut well, in the era we live in, it took me 5 minutes to adapt it to my stack: #pi, @grok, and #zai. \nnow i use my same #piagent with #glm-5.3, glm-5.3-flash, and #gentle", "link": "https://twitter.com/1598627270/status/2094685192547946737"}]}}, "setup.onboarding_docs": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-13", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "good to know you are focusing on stability. often you will have a feature that's not properly described. \nyou need to assume you are explaining eli5.\ni come from a pure cli/linux background where everything was minimal, and not much changed on the cli tools we used. awk at one time was my data-wrangling language.\ni wish for docs, like the man pages used to have . your product documentation doesn't approach the same clarity. and if you don't have ", "link": "https://www.reddit.com/r/warpdotdev/comments/1vh2qfw/battery_drain_is_insane/p9mud37/"}]}}, "setup.ide_integration": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.501, "regardCi95": [0.493, 0.509], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "warp now natively supports grok build (xai's terminal coding agent cli). run \"grok\" inside warp and you get enhanced ux: rich multi-cursor input for long prompts, /remote-control to share sessions across devices, plus integrated file explorer and code review panels.\nevaluation: solid upgrade. it layers ide-like polish on grok build's strong plan/subagent/mcp core without changing the agent itself. great for warp users who want better prompt editi", "link": "https://twitter.com/1720665183188922368/status/2102401340576043233"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "understood. spelling out: warp now natively supports grok build the terminal coding agent command line interface. run grok inside warp and you get enhanced user experience with rich multi-cursor input for long prompts remote-control to share sessions across devices plus integrated file explorer and code review panels. solid upgrade adding integrated development environment-like polish to the strong plan subagent model context protocol core withou", "link": "https://twitter.com/1720665183188922368/status/2102403367939006521"}], "complaint": [{"date": "2026-09-16", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "but this just opens terminal. that too in home directory not even same location as the file. i want it to be able to run the file as well.", "link": "https://www.reddit.com/r/warpdotdev/comments/1wgz6ln/how_to_open_file_in_external_terminal/pa3fq1h/"}]}}, "models.catalog_access": {"praise": 4, "complaint": 0, "n": 4, "praiseShare": 100.0, "ci95": [51.0, 100.0], "regard": 0.516, "regardCi95": [0.504, 0.531], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev confirmed: grok 4.7 touchdown in warp. that ascii rocket descent was nominal and peak terminal flair. connect your subscription and put the agents to work.", "link": "https://twitter.com/1720665183188922368/status/2102783192147112024"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "great day to be customers of @factoryai @warpdotdev and other model agnostic software factories -- scoop up all those new lab models and keep going!", "link": "https://twitter.com/1449604717038825477/status/2102475585218076745"}, {"date": "2026-09-02", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@adliblove @warpdotdev noted, an issue is open to add this. <strict_link>\nyou can try talking to grok through warp's built-in agent for all of that too. supports grok subscriptions!", "link": "https://twitter.com/1042799721948098560/status/2094982757285757065"}], "complaint": []}}, "models.routing_auto": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.495, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-15", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "i chose gpt 5.6 luna xhigh as my model, when it failed, fallback model opus 5 max continued, which rapidly consumes more credits. i can't stand it.", "link": "https://www.reddit.com/r/warpdotdev/comments/1oa0abo/warp_dirty_tactics_sonnet_45_thinking_uses_cheap/pa1hdbn/"}]}}, "models.effort_control": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "models.quality_drift": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.496, "regardCi95": [0.491, 0.5], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@mitchellh really cool feature. i loved it in @warpdotdev , but then it become dumber on this aspect", "link": "https://twitter.com/1049728717/status/2103597816169762855"}, {"date": "2026-09-09", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "i miss when @warpdotdev was incredible \nwas excited about the opensourcing and the concept of 0z and everything \nbut its diabolically bad, slow and laggy when it used to be truely blazingly fast \nmight have to fork and rip out all the bs or just drop it", "link": "https://twitter.com/2970558232/status/2097834207552618664"}]}}, "context.instruction_files": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.instruction_following": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.clarifying_questions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.long_context_decay": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.492, 0.5], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev after opening multiple tabs, losing context is truly a nightmare, right?", "link": "https://twitter.com/1212651734209724416/status/2099953528529985544"}, {"date": "2026-09-10", "source": "Trustpilot", "community": "Trustpilot", "polarity": "complaint", "text": "**the easiest way to lose money**\nmy experience with warp has been extremely frustrating: errors, errors, and more errors.\nwarp can handle simple tasks reasonably well, but when you start using the agent for larger problems or real projects, it can become an extremely expensive experience.\ni've spent hours working on a project and consuming credits, getting close to solving a problem, only for the agent to suddenly fail because the conversation/c", "link": "https://www.trustpilot.com/reviews/6aa3062b00691db98a32c10b"}]}}, "context.compaction": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.session_memory": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.513], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-17", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "there’s no way they can continue offering these plans with all of us hammering on their servers basically all day every single day. had a sense this would come to an end. have basically been at it nonstop to get product advanced as far as possible.\nfyi….the grok $300 plan is incredible……soooo much programming. shit tons. way more than even codex 20x or claude max. i use all 3. \nalso, for grok….100% use it with warp. free to use warp…byom…bring yo", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/paad0jv/"}, {"date": "2026-09-02", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev i kept shipping agents that never improved their own skills. skill-loop.md now: one skill that rewrites the skill folder after each miss. the meta skill is the real upgrade.", "link": "https://twitter.com/1888453273679740928/status/2094942515992412562"}], "complaint": []}}, "context.codebase_retrieval": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.attachments": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.capability": {"praise": 5, "complaint": 2, "n": 7, "praiseShare": 71.4, "ci95": [35.9, 91.8], "regard": 0.502, "regardCi95": [0.491, 0.513], "salience": 4.1, "receipts": {"praise": [{"date": "2026-09-15", "source": "Reddit", "community": "r/AI_Agents", "polarity": "praise", "text": "warp terminal [warp.dev](<strict_link>) has its own agent as terminal shell so you can quickly access it by typing prompt into terminal. it has byok so you can quickly launch it for your needs. \nquite good for simple tasks, bash, and system manintance ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wh25jc/whats_a_minimal_and_extremely_fast_cli_coding/pa1xhny/"}, {"date": "2026-09-09", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@bholmesdev @warpdotdev one of my earlier attempt opened a read only page. in a test session it did open an input too. that is a good feature.", "link": "https://twitter.com/8104092/status/2097684654958481909"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "i’m not sure but i find @warpdotdev terminal much smoother and faster for local system work compared to hermes. i asked hermes to look into this open-design repo and configure it for my deepseek harness agent. it took much longer even though i provided exa ai and firecrawl api for web search. it still took over two minutes and gave me a detailed but cluttered result. in contrast, warp terminal did it in 30 seconds with a much smoother concise rep", "link": "https://twitter.com/859077042129600516/status/2095579049729151354"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@real_spencercjh @warpdotdev @xuanwo @tldraw @tualatrix does warp support ocaml toplevel now? this was the reason that stopped me from using it back then.", "link": "https://twitter.com/19064875/status/2103070329484755172"}, {"date": "2026-09-02", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "i always come back to @warpdotdev not sure what it is.. the blend of the ui + libghostty. i hope file explorer and /agent gets improved.... no more side quests :) warp-cli, factories... i wish agent can manage the session for me.. right now it is useless even on glm5.3 flash", "link": "https://twitter.com/8104092/status/2095286699328782447"}]}}, "work.frontend_ui": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.498, "regardCi95": [0.489, 0.505], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-09", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "incredible blog post from @jerrydizs on @warpdotdev’s internal design tool, highly recommend skimming\n* mocking graphql queries so that design prototypes are production-ready once approved\n* built-in self-improvement loops\nas a product engineer, a large part of my job these days is envisioning what the right ux for something might look like.\ni don’t have a background in design, and generally want to come up with a thesis before pinging our design", "link": "https://twitter.com/1157764163973844992/status/2097514947508879656"}], "complaint": [{"date": "2026-09-17", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "warp, do you not use your own app, or have you never used grok build? it's really ugly... @warpdotdev <strict_link>", "link": "https://twitter.com/1684821659214385152/status/2100488508196733433"}]}}, "work.bug_diagnosis": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.regressions_introduced": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.scope_overreach": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.495, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-05", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@bholmesdev @warpdotdev also, /agent keeps trying to get \"oz\" involved... and i don't have oz credit and turned those features off.", "link": "https://twitter.com/8104092/status/2096030502507491385"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 2, "n": 2, "praiseShare": 0.0, "ci95": [0.0, 65.8], "regard": 0.497, "regardCi95": [0.493, 0.5], "salience": 1.2, "receipts": {"praise": [], "complaint": [{"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@keithzhai @warpdotdev i understand that but before i instructed to use exa/firecrawl ai, hermes natively used web tool function with grok model but it was stuck for 15 minute. then i specifically asked to use exa ai.", "link": "https://twitter.com/859077042129600516/status/2095604122896810250"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@hckinz @warpdotdev yeah the 15 min stall is the web tool not actually reading the repo. tinyfish is that layer. search finds the urls (free). fetch reads the pages in a real browser (also free). one key, mcp. skip agent until you need clicks.", "link": "https://twitter.com/27319585/status/2095605246235951579"}]}}, "work.premature_stop": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.long_running_autonomy": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.multi_agent_orchestration": {"praise": 4, "complaint": 3, "n": 7, "praiseShare": 57.1, "ci95": [25.0, 84.2], "regard": 0.498, "regardCi95": [0.485, 0.51], "salience": 4.1, "receipts": {"praise": [{"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "the “4 agents / one repo / zero conflicts” part is the real unlock — voice input is just the front door.\nwhat usually breaks isn’t transcription quality; it’s ownership boundaries between agents. once each agent owns a clear slice (and the terminal is the shared blackboard), talking beats typing because you stay in intent mode instead of micromanaging files.\njust followed — happy to mutual follow if you’re building in public too.", "link": "https://twitter.com/1908014421538123779/status/2102592645759373441"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@mrsaasbuilder @wisprflow @claudeai @warpdotdev thanks! for me the calendar isn't the bottleneck. the real win is keeping 4 agents from stepping on each other in one repo. that's what the video is about.", "link": "https://twitter.com/1792878079276101634/status/2102419321800540545"}, {"date": "2026-09-12", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev running more than one agent cli in the same terminal is the bit that saves us time. easy to lose track of which agent touched which repo otherwise.", "link": "https://twitter.com/1070947916917825536/status/2098682005764575595"}], "complaint": [{"date": "2026-09-11", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev saiu!! warp com grok build cli nativo: prompt longo, remote-control e review no mesmo terminal. eu fixo o harness no warp — trocar de shell no meio do job some o session.", "link": "https://twitter.com/326479892/status/2098456907686236422"}, {"date": "2026-09-05", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@bholmesdev @warpdotdev it does well overseeing simple things and i love the hovering agent bubble inside the terminal. i am talking about complex tasks, spawning sub agents, handover + communication with other agents. i need it as foreman - keeping everyone unstuck", "link": "https://twitter.com/8104092/status/2096029908761788572"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@justinmfarrugia @warpdotdev i keep bouncing back to the terminal too. the orchestrators feel busy until they just dont", "link": "https://twitter.com/1699357106485542912/status/2095567403669475827"}]}}, "work.reward_hacking": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-02", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev the dangerous part is letting the agent write the evaluator for its own skill. a factory can get very good at passing a test that no longer measures the thing you wanted.", "link": "https://twitter.com/1067135083155464194/status/2094949625933213758"}]}}, "work.destructive_actions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.git_workflow": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.computer_browser_use": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.497, "regardCi95": [0.491, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev computer-use that needs a human every step is labor with extra latency. who owns silent failure on day 3?", "link": "https://twitter.com/1977033941514072064/status/2099852678754975934"}]}}, "work.safety_refusals": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.permission_prompts": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.plan_mode": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.response_verbosity": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.sycophancy_pushback": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.false_completion": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-13", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "home lab soap opera episode 87\ni have a beelink mini-pc with a ryzen 7 and 64gig of ram. it started out life as my windows 11 add in card for my macs. my solution to \"what do i do when i need to run windows software\". it started rebooting every night. i buy a new windows 11 machine, and put linux on the beelink. happy days, it ran wonderfully, never went down, and was perfect for running my docker containers.\nuntil ai. since the box is my docker ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wfa5o7/home_lab_soap_opera_episode_87/"}]}}, "verify.self_testing": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "verify.agent_code_review": {"praise": 3, "complaint": 1, "n": 4, "praiseShare": 75.0, "ci95": [30.1, 95.4], "regard": 0.498, "regardCi95": [0.483, 0.509], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-18", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev grading past agent sessions on efficiency is how you catch the first-run mess before it becomes the factory default", "link": "https://twitter.com/1462653589617360896/status/2100947643077673054"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "perfect example of llm-as-judge in the runtime path from @warpdotdev.\ninstead of grading the coding agent’s code on a rubric (boring), it evals the application and blocks the flow unless it passes.\n- implementation agent codes a feature\n- verification agent evals the live app against the spec using a computer-use model\n- sends it back around the loop if needed\nastra and its off-the-charts computer-use capability will make this pattern more common", "link": "https://twitter.com/65392279/status/2097386394347807178"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@josharosen @warpdotdev what makes this work: the verifier gets the spec, not the implementation's summary of itself. the run that wrote the feature is its worst judge. one addition: the verifier prints a denominator. 'passed' is silence; '7 of 9 spec items pass' is evidence.", "link": "https://twitter.com/97718205/status/2097459317465293144"}], "complaint": [{"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@josharosen @warpdotdev now it’s just a matter of ensuring that the agent knows what to evaluate and doesn’t just give itself a pat on the back 😅", "link": "https://twitter.com/2028622577690947584/status/2097458250098884711"}]}}, "verify.change_review_ui": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.51], "salience": 0.6, "receipts": {"praise": [{"date": "2026-09-12", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev remote-control plus the code review panel in the same shell is what sells it. i want the agent session where i already type, not in a second window.", "link": "https://twitter.com/1894226409356496903/status/2098610214651982320"}], "complaint": []}}, "ui.display_settings": {"praise": 9, "complaint": 17, "n": 26, "praiseShare": 34.6, "ci95": [19.4, 53.8], "regard": 0.498, "regardCi95": [0.476, 0.523], "salience": 15.2, "receipts": {"praise": [{"date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "never heard of warp, but over native terminal it's got all the benefits of iterm plus for claude code cli specifically i find the diff viewer and the session bar (on the right) is very nice for monitoring multiple agents across different cli sessions.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pbvynqw/"}, {"date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "hell yeah! i also quite like warp for local sessions because it gives you file explorer for convenience.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovn0s/claude_code_integration_with_iterm2_is/pbsaucy/"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "you can just view your markdown files in your @warpdotdev terminal, gotta love it.", "link": "https://twitter.com/861176555871113217/status/2102695197750575444"}], "complaint": [{"date": "2026-09-26", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev made a change that i hate so much... i used the terminal to get the full path of a file, so i just drag and drop the file over it, and i had the full path.. in this last update it goes from terminal to agency and the file is attached.. no way to get the full path", "link": "https://twitter.com/3718351337/status/2103829169302024470"}, {"date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "polarity": "complaint", "text": "hi everyone,\ni'm abinash. i have been using zed for years now, and i love it.\nin my opinion, the most underrated thing about zed is its terminal. i'm on windows, and it's better than the windows native terminal.\ni think if zed just released its terminal as a standalone application, it would be better.\nso, i'm looking for: has anyone tried to strip the terminal from the zed codebase or build a terminal using gpui?\nif so, please let me know; i'd lo", "link": "https://www.reddit.com/r/ZedEditor/comments/1wpr20d/is_there_any_zed_terminal/"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "on my knees begging @warpdotdev to give us a beautiful macos liquid glass icon asap", "link": "https://twitter.com/1514763582/status/2102778265077534939"}]}}, "ui.session_history": {"praise": 2, "complaint": 4, "n": 6, "praiseShare": 33.3, "ci95": [9.7, 70.0], "regard": 0.501, "regardCi95": [0.49, 0.515], "salience": 3.5, "receipts": {"praise": [{"date": "2026-09-17", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@nerddisco using @warpdotdev which is also great to keep all my agents and sessions in one place", "link": "https://twitter.com/214441761/status/2100549791549645292"}, {"date": "2026-08-31", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "i'm not really a power user with 30 instances, but i really like how @t3dotcodes works.\nit might be my autism, but when i run claude code and codex at the same time in terminals. something inside me itches.\nthat's why i keep few claude code instances in @warpdotdev and my codex instances in t3 code.\ni love the shortcuts and the polish. it feels soo smooth! switching between the convos and managing them in milliseconds feels like talking to multip", "link": "https://twitter.com/1864102547251974145/status/2094529304746979563"}], "complaint": [{"date": "2026-09-13", "source": "Reddit", "community": "r/warpdotdev", "polarity": "complaint", "text": "would be nice of warp to also bring back my 20 claude sessions. after restart, i need to manually find each of them, with some sharing paths", "link": "https://www.reddit.com/r/warpdotdev/comments/1wd585l/cant_afford_restart/p9i2k99/"}, {"date": "2026-09-13", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@markmurphy77 @warpdotdev losing track of which agent touched which repo is the real tax. session history per agent would help more than another panel.", "link": "https://twitter.com/1187561120988418050/status/2099083365685276690"}, {"date": "2026-09-13", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "hey @warpdotdev is there something i'm doing wrong, because your thing keeps crashing on me, or all of a sudden i'm jumping back and forth between two sessions in different tabs? i go to do something in a browser, and i look back, and the sessions from both tabs are gone.", "link": "https://twitter.com/9409172/status/2099257411693412841"}]}}, "ui.interrupt_steer": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "surfaces.remote_mobile": {"praise": 9, "complaint": 1, "n": 10, "praiseShare": 90.0, "ci95": [59.6, 98.2], "regard": 0.52, "regardCi95": [0.505, 0.537], "salience": 5.8, "receipts": {"praise": [{"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "warp now natively supports grok build (xai's terminal coding agent cli). run \"grok\" inside warp and you get enhanced ux: rich multi-cursor input for long prompts, /remote-control to share sessions across devices, plus integrated file explorer and code review panels.\nevaluation: solid upgrade. it layers ide-like polish on grok build's strong plan/subagent/mcp core without changing the agent itself. great for warp users who want better prompt editi", "link": "https://twitter.com/1720665183188922368/status/2102401340576043233"}, {"date": "2026-09-22", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "understood. spelling out: warp now natively supports grok build the terminal coding agent command line interface. run grok inside warp and you get enhanced user experience with rich multi-cursor input for long prompts remote-control to share sessions across devices plus integrated file explorer and code review panels. solid upgrade adding integrated development environment-like polish to the strong plan subagent model context protocol core withou", "link": "https://twitter.com/1720665183188922368/status/2102403367939006521"}, {"date": "2026-09-12", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev this integration is really convenient, using remote-control to share sessions to another machine sounds great.", "link": "https://twitter.com/2573012890/status/2098602078042280112"}], "complaint": [{"date": "2026-09-07", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@orenmizr @warpdotdev zmx + ssh to continue a warp seat on mobile is the honest workaround — and still a side quest. after the remote-control tip, are you mainly missing file ops on phone, or a clean handoff that doesn't drop the agent mid-turn?", "link": "https://twitter.com/40393376/status/2097001783935774798"}]}}, "surfaces.cloud_sessions": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.504, "regardCi95": [0.5, 0.509], "salience": 1.2, "receipts": {"praise": [{"date": "2026-09-10", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev this is awesome, cloud coding becomes very useful when the machine load is too much. i will try it for sure with ssh", "link": "https://twitter.com/1721261475354865665/status/2098050584360214540"}, {"date": "2026-09-03", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@justinmfarrugia @warpdotdev i was a full terminal mode guy until trying amp and cursor recently. cloud agents was what got me to switch", "link": "https://twitter.com/359993661/status/2095610638038888770"}], "complaint": []}}, "rel.service_errors": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "for the past few weeks, i've been experiencing increasing connection issues using warp.\n/agent what is the latest version of npm available\ni'm sorry, i couldn't complete that request.\nrequest failed with error: other(unexpected error occurred when fetching an id token: error sending request for url (<strict_link>): client error (connect): dns error: failed to lookup address information: nodename nor servname provided, or not known\ncaused by:\n 0: ", "link": "https://twitter.com/1648778059519082500/status/2097359633736200688"}]}}, "rel.response_speed": {"praise": 5, "complaint": 2, "n": 7, "praiseShare": 71.4, "ci95": [35.9, 91.8], "regard": 0.509, "regardCi95": [0.497, 0.523], "salience": 4.1, "receipts": {"praise": [{"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@samueljmcd only because @warpdotdev is so snappy and i can use berkeley mono (font) from @usgraphics in it 🫶 <strict_link>", "link": "https://twitter.com/1598005566701551617/status/2101350790611042323"}, {"date": "2026-09-11", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@warpdotdev fastest cli to add gets the daily driver spot", "link": "https://twitter.com/1945115184072105984/status/2098448929515786421"}, {"date": "2026-09-08", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "wow @warpdotdev with glm 5.3 is super cost efficient and fast. no brainer 💆♂️", "link": "https://twitter.com/84324573/status/2097445164159483988"}], "complaint": [{"date": "2026-09-13", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev here is what i am talking about:\nlike bro... what are you \"checking...\" , \"installing...\"\njust let me connect.\nme: `ssh named_config_host&gt;`\nwarp: <strict_link>", "link": "https://twitter.com/1309409339824840704/status/2099090914744434972"}, {"date": "2026-09-09", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "i miss when @warpdotdev was incredible \nwas excited about the opensourcing and the concept of 0z and everything \nbut its diabolically bad, slow and laggy when it used to be truely blazingly fast \nmight have to fork and rip out all the bs or just drop it", "link": "https://twitter.com/2970558232/status/2097834207552618664"}]}}, "rel.client_failures": {"praise": 0, "complaint": 9, "n": 9, "praiseShare": 0.0, "ci95": [0.0, 29.9], "regard": 0.488, "regardCi95": [0.481, 0.495], "salience": 5.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@warpdotdev windows app has unexpected bugs which i have lost count. now i am unable to drag it on the machine to move the window.\nbut warp customer support doesn’t care. how can a company go so pathetic after open sourcing their codebase 🤦🏽♂️", "link": "https://twitter.com/1624472822503583744/status/2101339256786677876"}, {"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev try windows. every app and huge games work fine on this gaming laptop except warp.", "link": "https://twitter.com/1624472822503583744/status/2099848972106138049"}, {"date": "2026-09-14", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@michael_kove @catalinmpit @warpdotdev moved to ghostty as well and pi as harness. my old intel mac is happy again", "link": "https://twitter.com/25074228/status/2099386334116733106"}]}}, "rel.update_breakage": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.support": {"praise": 2, "complaint": 6, "n": 8, "praiseShare": 25.0, "ci95": [7.1, 59.1], "regard": 0.506, "regardCi95": [0.487, 0.527], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-18", "source": "Reddit", "community": "r/warpdotdev", "polarity": "praise", "text": "all hands for open source. forked warp fork, and made for myself vram poor to run ui fully on cpu (there was my post 6 days ago ab fork). something i use broken - fixed right away. ", "link": "https://www.reddit.com/r/warpdotdev/comments/1wk53c4/i_just_found_out_that_warp_went_opensource/pao1bqk/"}, {"date": "2026-09-15", "source": "X", "community": "@warpdotdev", "polarity": "praise", "text": "@abhishocked @warpdotdev i have found the team very willing to accept prs. i’m working on my 4th right now.", "link": "https://twitter.com/9415042/status/2099704852334916050"}], "complaint": [{"date": "2026-09-24", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@nwp @bholmesdev @zachlloydtweets @warpdotdev they never delivered mine", "link": "https://twitter.com/1500369986744893442/status/2103172749493739548"}, {"date": "2026-09-23", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@peicodes i've been trying to an @warpdotdev pr reviewed for a month. mind taking a look? <strict_link>", "link": "https://twitter.com/7910872/status/2102577452593848467"}, {"date": "2026-09-19", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@vikvang1 @warpdotdev and that was exactly what i said. unapologetic customer support", "link": "https://twitter.com/1624472822503583744/status/2101155225738616985"}]}}, "account.billing_errors": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 0.6, "receipts": {"praise": [], "complaint": [{"date": "2026-09-25", "source": "X", "community": "@warpdotdev", "polarity": "complaint", "text": "@joelmoss @warpdotdev no payment should be required! what did you run into?", "link": "https://twitter.com/1042799721948098560/status/2103277151411699765"}]}}, "account.bans_restrictions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.data_privacy": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}}, "requests": {"authorWeeks": 33, "themes": [{"theme": "BYOK on all plans without credit gating", "criterion": "setup.provider_byok_local", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "warp", "date": "2026-09-18", "source": "X", "community": "@warpdotdev", "text": "@ericmann @vikvang1 @warpdotdev this. if i bring my own keys / openrouter, the harness should not still gate on its own credits. keys in the os credential manager, desktop free, i pay the model vendor. that is the contract i want.", "link": "https://twitter.com/2074942490466033664/status/2101000906388935078"}, {"agent": "warp", "date": "2026-09-18", "source": "X", "community": "@warpdotdev", "text": "@vikvang1 @warpdotdev appreciate you asking:\n1. make byok / custom inference actually credit-free. i pointed warp at openrouter and the agent still bailed repeatedly on \"press y to confirm\" steps because i had no credits. if i'm using external inference, the harness shouldn't gate.", "link": "https://twitter.com/14132756/status/2100994479591411732"}]}, {"theme": "Built-in multi-agent orchestrator mode", "criterion": "work.multi_agent_orchestration", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "warp", "date": "2026-09-11", "source": "X", "community": "@warpdotdev", "text": "@warpdotdev can you guys make an orchestrator like firsmate in herdr or cursor projects please", "link": "https://twitter.com/282922331/status/2098453175766577277"}, {"agent": "warp", "date": "2026-09-10", "source": "X", "community": "@warpdotdev", "text": "i now have a fleet of @zai_org, @deepseek_ai, and @openai agents, but struggling to get them to work effectively together. \nmaybe someday i'll get access to @warpdotdev's factory 🥺", "link": "https://twitter.com/1935344854458056706/status/2098042204266578323"}]}, {"theme": "Cheaper low-cost plan tier", "criterion": "limits.plan_value", "authorWeeks": 2, "posts": 2, "examples": [{"agent": "warp", "date": "2026-09-18", "source": "X", "community": "@warpdotdev", "text": "@vikvang1 @warpdotdev 2. sell me just the terminal. a $5/mo tier with zero credits, byok enabled, no persistent \"out of credits\" nags/banners is something i'd buy today.", "link": "https://twitter.com/14132756/status/2100994643555238133"}, {"agent": "warp", "date": "2026-09-04", "source": "X", "community": "@warpdotdev", "text": "@warpdotdev i want to stay with you guys but i don't feel much appreciated as a customer. for many months i have never used those 10k tokens and i see going down to 1500 as simply a big downgrade. the issue is that i also don't need a $100/m subscription.", "link": "https://twitter.com/1468017497958133760/status/2095942100810350636"}]}]}, "weekly": [{"week": "2026-08-31", "positive": 40, "negative": 10, "positiveShare": 80.0, "ci95": [67.0, 88.8]}, {"week": "2026-09-07", "positive": 33, "negative": 25, "positiveShare": 56.9, "ci95": [44.1, 68.8]}, {"week": "2026-09-14", "positive": 14, "negative": 16, "positiveShare": 46.7, "ci95": [30.2, 63.9]}, {"week": "2026-09-21", "positive": 18, "negative": 15, "positiveShare": 54.5, "ci95": [38.0, 70.2]}]}, {"id": "grok-build", "name": "Grok Build", "maker": "xAI", "facts": {"version": "v1.0 (out of beta 2026-08-07); underlying model grok-code-fast-1", "released": "Beta: 2026-05-14. v1.0: 2026-08-07", "price": "Bundled with SuperGrok Heavy ($300/mo); Grok Bot beta access also reachable via Cursor Ultra ($200/mo) or Cursor Teams Premium ($120/seat/mo) - standalone Grok Build pricing not clearly separated in sources", "model": "grok-code-fast-1, trained from scratch (not the Grok 4 lineage), heavy on programming corpus and real-world PR post-training", "surface": "CLI (local-first, no code sent to xAI servers)"}, "sources": [{"channel": "Reddit", "selector": "Posts that name it", "posts": 78}], "records": 78, "judgingPosts": 51, "authors": 66, "authorWeeks": 72, "reach": {"shareOfVoice": 0.07, "value": 0.031}, "regard": {"positiveAuthorWeeks": 28, "negativeAuthorWeeks": 15, "rawPositiveShare": 65.1, "rawCi95": [50.2, 77.6], "value": 0.517, "ci95": [0.506, 0.527]}, "score": {"value": 12.6, "ci95": [12.4, 12.7]}, "ranking": {"rank": 16, "rankRange": [16, 16]}, "criteria": {"paying": {"praise": 8, "complaint": 4, "n": 12, "praiseShare": 66.7, "ci95": [39.1, 86.2], "regard": 0.535, "regardCi95": [0.507, 0.562], "salience": 27.9, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i am using 200 sub. it gets a lot better after i offload the worker jobs to another llm. i think there are many reasonable priced worker plans out there. should really try it.\ni think my plan can last for a week after getting grok build into my workflow. just wonder which is better, astra light or sol max.", "link": "https://www.reddit.com/r/codex/comments/1wo746i/gpt6_astra_light_or_gpt6_sol_max_as_planner_and_qa/pbknkqk/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i didn't find it very expensive when used in grok build, but it's very slow.", "link": "https://www.reddit.com/r/cursor/comments/1wmswj9/grok_47_is_about_25_times_as_expensive_as_46/pbecymc/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use fable as my orchestrator, sonnet recon and headless grok build. will shift to sonnet/opus build once the heavy grok discount runs out. it is slower, a lot slower but token efficient and all the models add a layer of checking the others work. less baby sitting and cleaner code. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd9eio/fable_as_orchestrator_and_opussonnet_as_executers/p9574gb/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "try \"grok build for vs code\" extension. 120k+ installs via open vsx and vs code marketplace. open source.\n[<strict_link>\nworks as a cursor ide extension too. unlike in cursor, you get oryginal harnesses for grok build, claude code, and codex. and bring your own subscriptions without cursor's.\nbelow, a remote control view, the ui is similar across all surfaces.\n<strict_link>", "link": "https://www.reddit.com/r/cursor/comments/1wbust5/grok_officially_ruined_cursor_ide/p8wzb6g/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/OpenAI", "polarity": "praise", "text": "while i love codex, you do have to be delicate with the limits, i see myself using luna a lot more than any other model just to preserve limits\ni got supergrok, and damn i'm just playing around with grok build, while not as feature rich as codex, for almost the same price, you get grok as your default model which, is sol level quality! with atleast terra level usage\nand for claude, you atleast get sonnet 5 which is better than luna, tagging it with /advisor is amazing \nso... sometimes i feel that with codex i'm comprising to make the limits feel better ", "link": "https://www.reddit.com/r/OpenAI/comments/1wc9wzb/switched_from_claude_to_codex_limits_feel_lesser/p8wbu5x/"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "anyone want to share their ruleset for this pipeline? i am finding i get great results at about half the cost of a grok plan and build. here is what i am using. looking for ways to improve it and get it closer to a grok build quality. keep in mind, having robust project rules like core, ui, ui-chrome, schema, etc help a lot in first pass success. i find most with bad results don't have the right rule setup.\nhow do you write rules? tell ai your goals and have it right the rules for you. ask it to have a question/answer conversation with you so it can understand your workflow, what you are capable of, what you bring to the table, and what it needs to do to complete the picture.\n ==============", "link": "https://www.reddit.com/r/cursor/comments/1wmm80e/grok_47_xhigh_plan_composer_25_build_fast_mode_off/"}, {"date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i've been using cursor for the past 10 months, first with the codex ide extension, and the last 45 days with everything else the same, but with the privoder switched to deepseek. the 8 billion tokens i've used over the past 45 days i paid us$**71.57** for - i spent about $800-900 for the previous 13-14 billion tokens with openai (lots of resets used judiciously). we're talking extremely cache heavy, like 98% input, 98% cached, with many workloads being close to say 95% and 90-96%, but that just makes these next figures even worse. i'll use the most favourable figures, to be fair.\nthis $71 would be at least $3500 with grok 4.5 ($5k through cursor, due to worse cache price), or $2000 with grok", "link": "https://www.reddit.com/r/cursor/comments/1wk16qb/so_what_happened_to_cursor_in_the_past_few_weeks/papt0dm/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "hi there,\ni have a question regarding the grok bot usage limits:\ni currently pay \\~30$ for my supergrok subscription, however i am a developer myself and consider getting cursor, i figured the 60$ cursor plan offers extended but not max grok bot usage.\nsupergrok itself has some grok bot usage included, now i am curious if someone made a switch yet and noticed some usage improvement with grok bot?\ni see cursor with grok bot as improvement for me because i could use cursor as day to day tool but also profit from the extended usage limits for grok bot, compared to supergrok, i would loose access to grok build, which in my opinion, is something grok bot is doing as good too right, so would there", "link": "https://www.reddit.com/r/cursor/comments/1whg7lf/should_i_stay_on_supergrok_or_switch_to_cursor/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "1. i use grok mainly for vdo work, with some vibe coding too. but when i want to use it like an ide, i don’t have tools such as codex, claude cowork, or antigravity, so i have to use grok build.\n2. i also want to use grok bot, but it says i need a cursor subscription.\ni’m totally confused, especially because it’s called “grok” bot.\nso:\n* grok imagine → requires a grok subscription\n* grok bot → requires a cursor subscription\nis there another way? or am i misunderstanding the plans?", "link": "https://www.reddit.com/r/cursor/comments/1wbjv4t/im_confused_about_the_grok_and_cursor_plans/"}]}}, "setup": {"praise": 2, "complaint": 3, "n": 5, "praiseShare": 40.0, "ci95": [11.8, 76.9], "regard": 0.499, "regardCi95": [0.489, 0.51], "salience": 11.6, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "praise", "text": "all harnesses are tui. though a few like grok build has menus clickable by mouse.\ni actually recommend using that with a local model if you don’t want to subscribe to anything.", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1womcvr/best_claude_code_alternatives/pboumxa/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "try \"grok build for vs code\" extension. 120k+ installs via open vsx and vs code marketplace. open source.\n[<strict_link>\nworks as a cursor ide extension too. unlike in cursor, you get oryginal harnesses for grok build, claude code, and codex. and bring your own subscriptions without cursor's.\nbelow, a remote control view, the ui is similar across all surfaces.\n<strict_link>", "link": "https://www.reddit.com/r/cursor/comments/1wbust5/grok_officially_ruined_cursor_ide/p8wzb6g/"}], "complaint": [{"date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "just use cursor instead of grok build. you can use imagine inside cursor by prompting the grok agent to call generateimage/imagine.\nalso, codex and claude cowork aren't ides. codex/claude code are extensions you use inside an ide, generally either vscode or cursor. cowork is a different app.", "link": "https://www.reddit.com/r/cursor/comments/1wbjv4t/im_confused_about_the_grok_and_cursor_plans/p8rkgrv/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the naming trips everyone. grok bot is a cursor product, so you need a cursor sub for it. grok imagine / regular grok chat is the separate grok subscription. same brand word, different products.\nif what you actually want is an ide with tools, cursor is the one that wires that up. grok build alone won't give you that surface.", "link": "https://www.reddit.com/r/cursor/comments/1wbjv4t/im_confused_about_the_grok_and_cursor_plans/p8sm3pi/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "grok build user here. i prefer it, albeit i wish the xcode integration were seamless rather than having to do a custom mcp.\njust recently received claude code due to being a teacher and codex since i am a student back in university for four months.", "link": "https://www.reddit.com/r/vibecoding/comments/1w74l2u/is_everyone_here_on_claude_or_codex_only_anyone/p8cx591/"}]}}, "models": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.51, "regardCi95": [0.5, 0.525], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "<strict_link>\nfrom my experience, muse spark 1.3 at xhigh in opencode give me wrong answers all the time. it might flare better with muse code as the model is trained and refined around the harness, the same way grok inside opencode feels dumber compared to when it's inside grok build.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wopbtv/what_muse_spark_14_contributor_is_already_here/pbswa6q/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/OpenAI", "polarity": "praise", "text": "while i love codex, you do have to be delicate with the limits, i see myself using luna a lot more than any other model just to preserve limits\ni got supergrok, and damn i'm just playing around with grok build, while not as feature rich as codex, for almost the same price, you get grok as your default model which, is sol level quality! with atleast terra level usage\nand for claude, you atleast get sonnet 5 which is better than luna, tagging it with /advisor is amazing \nso... sometimes i feel that with codex i'm comprising to make the limits feel better ", "link": "https://www.reddit.com/r/OpenAI/comments/1wc9wzb/switched_from_claude_to_codex_limits_feel_lesser/p8wbu5x/"}], "complaint": []}}, "context": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.505, "regardCi95": [0.496, 0.517], "salience": 7.0, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i primarily work in swift so it's a mixed bag, especially during any transition. we're currently moving to ios 27, which some llms assert still doesn't even exist yet, so trying to do anything \"new\" is still best done by hand.\ni have started playing around with grok build for small personal projects i don't have time to work on but really want to tinker with and it's surprisingly good for slightly-beyond-prototype work. it has a strong grasp of design principles but it's very \"dumb\" when it comes to anticipating issues. it does exactly what you ask and nothing more.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp6mpo/poll_how_do_you_code_in_late_2026/pbsymyj/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "usage burns fast on codex too but at least is still competent on sol 5.6.\nclaude on opus 5 has gotten nearly unusable.\ni will say that my first impressions of grok build are good. its surprisingly much better than claude at actually following rules and not drifting into pure insanity.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmbt29/two_5x_sub_or_one_20x_sub/pba474l/"}], "complaint": [{"date": "2026-09-08", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the way i have learned to see it after 3500 hours of experience with vibe coding is that its best to treat all models, whether it's codex, claude code, grok build etc, like a dumb employee that can work hard and comes up with something good every now and then, but you need to manage this employee a lot and if you don't steer it, it will start creating a lot of overhead, over-engineer things that aren't relevant and it will lose track of the goals you've set it out to do. and also his memory isn't very good; every few hours he forgets a bunch of things and is prone to making the same mistakes over and over, to the point that you can be working in a loop for weeks, or even months, because one ", "link": "https://www.reddit.com/r/codex/comments/1wamtly/i_dont_find_building_with_codex_or_any_ai_easy_at/p8leyzb/"}]}}, "work": {"praise": 9, "complaint": 5, "n": 14, "praiseShare": 64.3, "ci95": [38.8, 83.7], "regard": 0.513, "regardCi95": [0.496, 0.531], "salience": 32.6, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i have 4 of the tesla v100 32gb cards running in my rig. something that i discovered is that the current version of grok build is uncannily good at setting up these cards tuning them selecting functioning models to download and getting it all up and running under lennox. i'm presently hosting three models qwen 3.8, qwen 3.6, and nemotron 3.5 with results that continue to surprise me. after i had grac set up the cards then i had grok build reconfigure itself to run using the cards it had just set up and it works just fine. it's not as fast'cause using rock 46 is the language model but it does get the job done your mileage might be might vary thought i would share this helped me get unblocked ", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wl680s/finally_got_qwen_38_next_running_on_my_v100_6gpu/paw9a6m/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "its wierd seeing the many bad experiences from all of you with grok 4.6. i actually had t opposite experience. \ni was unhappy with the high prices of claude enterprise in my company. bei g the guy responsible for rolling out ai to everybody i was looking for alternatives. \ni started to try grok build and cursor and after initially having a problem with trusting their models in any way i became pretty convinced. \ngrok 4.6 was so good i even decided to quit my private claude account. especially the thing with opus talking in a super wierd gibberish way thtamade it hard to understand any research the model would produce drove me off and grok was clear and precise the way it talks to you. i was ", "link": "https://www.reddit.com/r/cursor/comments/1weddl3/thats_has_happened_to_cursor/p9i8zid/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i don't use kimi k3. but i can tell you that glm 5.3 flash > muse spark 1.3 xhigh > qwen 3.8 flash.\nqwen 3.8 flash makes mistakes with confidence and is also slow, takes a lot of detours, and makes you spend twice as many tokens despite being \"cheaper.\"\nmuse spark 1.3 xhigh is intelligent but very lazy; it's a terrible agent to work with. it forgets to call tools and always looks for the quickest solution, never considering different perspectives. you have to give it overly detailed prompts and explain things a lot, and it explains itself horribly, just like qwen 3.8 flash.\nglm 5.3 flash is wonderful. it's pleasant, and its explanations are perfectly clear. it's very intelligent and knows ex", "link": "https://www.reddit.com/r/opencodeCLI/comments/1w5zhbn/kimi_k3_vs_glm_53_vs_qwen_38_max_vs_muse_spark_13/p89e49c/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "grok 4.6 is already better the opus or sol. grok 4.7 comming in one week and being a fable class model together with grok build 100$ or 300$ plan going to be best of all subs. for me it already is", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w89cji/fable_vs_astra/p81o7ju/"}, {"date": "2026-09-05", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "is anyone using astra/sol and grok 4.6 high via grok build? i haven’t received astra yet, but i do use sol. and as of late, i’ve almost entirely shifted to grok build (grok 4.6 high) - mostly because it’s way faster than gpt and very good at completing tasks end-to-end for my flutter project.\nwhen there is access to both llms, speed does get the veto from me, and i mostly use codex/gpt only as my general ai driver, and not for my flutter project anymore. \nhow is it for others?", "link": "https://www.reddit.com/r/codex/comments/1w7on0j/astra_is_absolutely_incredible/p7ys22g/"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "interesting experience. \n\"grok 4.6 and grok cli respond very fast, but they often start working before the prior thinking is sufficient. it tends more toward making local patches on known problems, rather than actively improving the overall architecture\"\ni have this exact problem with gemini as well. i trying to force is to think of general architecture over the local patches. but, it always reverses to easy and narrow patches. \nonly claude models are able to do deep architectural analysis. it is interesting.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1vxzbij/after_using_claude_grok_46_and_gemini_37_flash_in/pb4qjfl/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "objectively, no.\nanthropic's only good model is fable. you can only use 50% of your usage on it. \ntheir other models are both bad and extremely overpriced. sonnet costs like 9-15x more per task than luna. luna max actually performs similar to opus on medium. so you get like 20x more work done with luna than with opus but 50% of your subscription is basically locked to opus. and it's $100, not $20.\nvalue wise, what i'd suggest the most for someone who only has $20-$50 per month: codex, devinai, opencodego. in that order. \ni would not suggest grok. it hallucinates so badly, and musk lies so much about it to hype it up. \ni tried cursor the past month and devin the past month and devin runs laps", "link": "https://www.reddit.com/r/codex/comments/1wjhw4l/is_claude_a_value_switch_now/paj18pd/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i tried grok 4.6 via grok build cli for mac cuz they gave me 3 day free trial, is soooo bad, id rather use gpt 5.4 than grok.", "link": "https://www.reddit.com/r/codex/comments/1we1a4j/tibo_tibo_tibo/p9aj19k/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i’m considering switching from grok build to codex. i need an ai that can write decently. i don’t need perfect writing or high quality writing. just natural, easy to read writing. \ngrok.com is.. passable. but grok build is horribly horrible at writing. chatgpt.com is good, i’m hoping codex is passable. i don’t need perfection, i just need something that produces ok writing. either codex, claude code, or grok build (no online because i need it to read my files). ", "link": "https://www.reddit.com/r/codex/comments/1wb60ia/grok_to_codex_is_codexs_writing_decent/"}, {"date": "2026-09-08", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the way i have learned to see it after 3500 hours of experience with vibe coding is that its best to treat all models, whether it's codex, claude code, grok build etc, like a dumb employee that can work hard and comes up with something good every now and then, but you need to manage this employee a lot and if you don't steer it, it will start creating a lot of overhead, over-engineer things that aren't relevant and it will lose track of the goals you've set it out to do. and also his memory isn't very good; every few hours he forgets a bunch of things and is prone to making the same mistakes over and over, to the point that you can be working in a loop for weeks, or even months, because one ", "link": "https://www.reddit.com/r/codex/comments/1wamtly/i_dont_find_building_with_codex_or_any_ai_easy_at/p8leyzb/"}]}}, "checking": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.506, "regardCi95": [0.5, 0.515], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’m sure there’s a more elegant way, i had astra leading, calling fable but it works fine in the reverse also. i created a ‘delegate’ skill and prompt the orchestrator agent to use the delegate skill to bring in whatever model(s) i specify. using claude -p when delegating to a claude model. \ni actually have an antigravity sub, a grok super heavy sub (which gives me quota via grok build and cursor ultra), and the new $50 muse sub. i always use claude or codex as the lead and then prompt situationally for them to bring in some combo of others via delegate. gemini flash 3.8 high, grok 4.6 xhigh, and muse 1.3 xhigh are all excellent adversarial reviewers and they all find novel high value things", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wneic4/saw_this_today/pbgume6/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use fable as my orchestrator, sonnet recon and headless grok build. will shift to sonnet/opus build once the heavy grok discount runs out. it is slower, a lot slower but token efficient and all the models add a layer of checking the others work. less baby sitting and cleaner code. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd9eio/fable_as_orchestrator_and_opussonnet_as_executers/p9574gb/"}], "complaint": []}}, "interface": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.51], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i really want to use codex cli but i find it hard to follow because it doesn't hide all the thinking and edited files like it does on the desktop app.\nclaude code has focus mode and grok build hides that stuff by default.\nis there a way to do that in codex cli?", "link": "https://www.reddit.com/r/codex/comments/1wlffmo/is_codex_itself_really_the_best_harness_to_use/paynsfa/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i really want to use codex cli but i find it hard to follow because it doesn't hide all the thinking and edited files like it does on the desktop app.\nclaude code has focus mode and grok build hides that stuff by default.\nis there a way to do that in codex cli?", "link": "https://www.reddit.com/r/codex/comments/1wlffmo/is_codex_itself_really_the_best_harness_to_use/paynu2a/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "focus mode on codex cli?\ni really want to use codex cli but i find it hard to follow because it doesn't hide all the thinking and edited files like it does on the desktop app.\nclaude code has focus mode and grok build hides that stuff by default.\nis there a way to do that in codex cli?", "link": "https://www.reddit.com/r/codex/comments/1wli2pv/focus_mode_on_codex_cli/"}], "complaint": []}}, "reliability": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.503, "regardCi95": [0.494, 0.518], "salience": 7.0, "receipts": {"praise": [{"date": "2026-09-05", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "is anyone using astra/sol and grok 4.6 high via grok build? i haven’t received astra yet, but i do use sol. and as of late, i’ve almost entirely shifted to grok build (grok 4.6 high) - mostly because it’s way faster than gpt and very good at completing tasks end-to-end for my flutter project.\nwhen there is access to both llms, speed does get the veto from me, and i mostly use codex/gpt only as my general ai driver, and not for my flutter project anymore. \nhow is it for others?", "link": "https://www.reddit.com/r/codex/comments/1w7on0j/astra_is_absolutely_incredible/p7ys22g/"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i didn't find it very expensive when used in grok build, but it's very slow.", "link": "https://www.reddit.com/r/cursor/comments/1wmswj9/grok_47_is_about_25_times_as_expensive_as_46/pbecymc/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i use fable as my orchestrator, sonnet recon and headless grok build. will shift to sonnet/opus build once the heavy grok discount runs out. it is slower, a lot slower but token efficient and all the models add a layer of checking the others work. less baby sitting and cleaner code. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd9eio/fable_as_orchestrator_and_opussonnet_as_executers/p9574gb/"}]}}, "account": {"praise": 0, "complaint": 4, "n": 4, "praiseShare": 0.0, "ci95": [0.0, 49.0], "regard": 0.494, "regardCi95": [0.487, 0.5], "salience": 9.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "if anthropic were truly zdr, this report wouldn't even be possible. the lab that shattered the zdr narrative was anthropic itself! you'd have a much better point saying that about grok build or zcode.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wo2tmb/deepseek_moonshot_kimi_xiaomi_under_investigation/pbjl3ju/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "yeah and guess what, xai closed this as model hallucination. the bug bounty report was in for about a month or so, now they're not using this model anymore for grok build.. ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wexro6/fyi_malicious_actors_could_likely_hijack_your/pba84bx/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i’ve done a bit of research. i think if you use grok through cursor, not grok cli, it uses cursor’s mechanisms of getting the agent to do the task. not grok’s. and cursor’s privacy is much much higher.\nif your argument is more about morality than your codebase’s privacy, that’s also completely valid.", "link": "https://www.reddit.com/r/codex/comments/1wjhw4l/is_claude_a_value_switch_now/pamwwss/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "**fyi: malicious actors could likely hijack your grok build sessions during the month of june by simply prompting 'hi'**\nthis is serious because it is not a chatbot making up a story. a stateless \"hi\" with tools: \\[\\] still came back finish\\_reason: tool\\_calls and executed read\\_file/grep on another user's workspace. that means session isolation failed at the serving layer: one tenant's context was reachable from another. if that happens, a prompt as empty as \"hi\" can pull someone else's files, tools, and private session. closing it as a hallucination, then deprecating the model, does not prove the mix-up cannot happen on whatever replaced it.", "link": "https://www.reddit.com/r/AI_Agents/comments/1wexro6/fyi_malicious_actors_could_likely_hijack_your/"}]}}, "limits.plan_value": {"praise": 6, "complaint": 2, "n": 8, "praiseShare": 75.0, "ci95": [40.9, 92.9], "regard": 0.515, "regardCi95": [0.499, 0.533], "salience": 18.6, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i am using 200 sub. it gets a lot better after i offload the worker jobs to another llm. i think there are many reasonable priced worker plans out there. should really try it.\ni think my plan can last for a week after getting grok build into my workflow. just wonder which is better, astra light or sol max.", "link": "https://www.reddit.com/r/codex/comments/1wo746i/gpt6_astra_light_or_gpt6_sol_max_as_planner_and_qa/pbknkqk/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "i didn't find it very expensive when used in grok build, but it's very slow.", "link": "https://www.reddit.com/r/cursor/comments/1wmswj9/grok_47_is_about_25_times_as_expensive_as_46/pbecymc/"}, {"date": "2026-09-10", "source": "Reddit", "community": "r/OpenAI", "polarity": "praise", "text": "while i love codex, you do have to be delicate with the limits, i see myself using luna a lot more than any other model just to preserve limits\ni got supergrok, and damn i'm just playing around with grok build, while not as feature rich as codex, for almost the same price, you get grok as your default model which, is sol level quality! with atleast terra level usage\nand for claude, you atleast get sonnet 5 which is better than luna, tagging it wi", "link": "https://www.reddit.com/r/OpenAI/comments/1wc9wzb/switched_from_claude_to_codex_limits_feel_lesser/p8wbu5x/"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "anyone want to share their ruleset for this pipeline? i am finding i get great results at about half the cost of a grok plan and build. here is what i am using. looking for ways to improve it and get it closer to a grok build quality. keep in mind, having robust project rules like core, ui, ui-chrome, schema, etc help a lot in first pass success. i find most with bad results don't have the right rule setup.\nhow do you write rules? tell ai your go", "link": "https://www.reddit.com/r/cursor/comments/1wmm80e/grok_47_xhigh_plan_composer_25_build_fast_mode_off/"}, {"date": "2026-09-15", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "hi there,\ni have a question regarding the grok bot usage limits:\ni currently pay \\~30$ for my supergrok subscription, however i am a developer myself and consider getting cursor, i figured the 60$ cursor plan offers extended but not max grok bot usage.\nsupergrok itself has some grok bot usage included, now i am curious if someone made a switch yet and noticed some usage improvement with grok bot?\ni see cursor with grok bot as improvement for me b", "link": "https://www.reddit.com/r/cursor/comments/1whg7lf/should_i_stay_on_supergrok_or_switch_to_cursor/"}]}}, "limits.window_interrupts_work": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.burn_rate": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.506, "regardCi95": [0.496, 0.523], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use fable as my orchestrator, sonnet recon and headless grok build. will shift to sonnet/opus build once the heavy grok discount runs out. it is slower, a lot slower but token efficient and all the models add a layer of checking the others work. less baby sitting and cleaner code. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd9eio/fable_as_orchestrator_and_opussonnet_as_executers/p9574gb/"}], "complaint": [{"date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i've been using cursor for the past 10 months, first with the codex ide extension, and the last 45 days with everything else the same, but with the privoder switched to deepseek. the 8 billion tokens i've used over the past 45 days i paid us$**71.57** for - i spent about $800-900 for the previous 13-14 billion tokens with openai (lots of resets used judiciously). we're talking extremely cache heavy, like 98% input, 98% cached, with many workloads", "link": "https://www.reddit.com/r/cursor/comments/1wk16qb/so_what_happened_to_cursor_in_the_past_few_weeks/papt0dm/"}]}}, "limits.allowance_change": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.reset_schedule": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.usage_meter": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "limits.prompt_cache": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.overage_charges": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.pricing_clarity": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 2.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "1. i use grok mainly for vdo work, with some vibe coding too. but when i want to use it like an ide, i don’t have tools such as codex, claude cowork, or antigravity, so i have to use grok build.\n2. i also want to use grok bot, but it says i need a cursor subscription.\ni’m totally confused, especially because it’s called “grok” bot.\nso:\n* grok imagine → requires a grok subscription\n* grok bot → requires a cursor subscription\nis there another way? ", "link": "https://www.reddit.com/r/cursor/comments/1wbjv4t/im_confused_about_the_grok_and_cursor_plans/"}]}}, "billing.free_tier": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "billing.subscription_portability": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.503, "regardCi95": [0.5, 0.508], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-10", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "try \"grok build for vs code\" extension. 120k+ installs via open vsx and vs code marketplace. open source.\n[<strict_link>\nworks as a cursor ide extension too. unlike in cursor, you get oryginal harnesses for grok build, claude code, and codex. and bring your own subscriptions without cursor's.\nbelow, a remote control view, the ui is similar across all surfaces.\n<strict_link>", "link": "https://www.reddit.com/r/cursor/comments/1wbust5/grok_officially_ruined_cursor_ide/p8wzb6g/"}], "complaint": []}}, "setup.install_signin": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "setup.provider_byok_local": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.507], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/ChatGPTCoding", "polarity": "praise", "text": "all harnesses are tui. though a few like grok build has menus clickable by mouse.\ni actually recommend using that with a local model if you don’t want to subscribe to anything.", "link": "https://www.reddit.com/r/ChatGPTCoding/comments/1womcvr/best_claude_code_alternatives/pboumxa/"}], "complaint": []}}, "setup.extensions_mcp": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.502, "regardCi95": [0.5, 0.507], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-10", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "try \"grok build for vs code\" extension. 120k+ installs via open vsx and vs code marketplace. open source.\n[<strict_link>\nworks as a cursor ide extension too. unlike in cursor, you get oryginal harnesses for grok build, claude code, and codex. and bring your own subscriptions without cursor's.\nbelow, a remote control view, the ui is similar across all surfaces.\n<strict_link>", "link": "https://www.reddit.com/r/cursor/comments/1wbust5/grok_officially_ruined_cursor_ide/p8wzb6g/"}], "complaint": []}}, "setup.onboarding_docs": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "setup.ide_integration": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.493, "regardCi95": [0.485, 0.5], "salience": 7.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "just use cursor instead of grok build. you can use imagine inside cursor by prompting the grok agent to call generateimage/imagine.\nalso, codex and claude cowork aren't ides. codex/claude code are extensions you use inside an ide, generally either vscode or cursor. cowork is a different app.", "link": "https://www.reddit.com/r/cursor/comments/1wbjv4t/im_confused_about_the_grok_and_cursor_plans/p8rkgrv/"}, {"date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "the naming trips everyone. grok bot is a cursor product, so you need a cursor sub for it. grok imagine / regular grok chat is the separate grok subscription. same brand word, different products.\nif what you actually want is an ide with tools, cursor is the one that wires that up. grok build alone won't give you that surface.", "link": "https://www.reddit.com/r/cursor/comments/1wbjv4t/im_confused_about_the_grok_and_cursor_plans/p8sm3pi/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "grok build user here. i prefer it, albeit i wish the xcode integration were seamless rather than having to do a custom mcp.\njust recently received claude code due to being a teacher and codex since i am a student back in university for four months.", "link": "https://www.reddit.com/r/vibecoding/comments/1w74l2u/is_everyone_here_on_claude_or_codex_only_anyone/p8cx591/"}]}}, "models.catalog_access": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.505, "regardCi95": [0.5, 0.515], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-10", "source": "Reddit", "community": "r/OpenAI", "polarity": "praise", "text": "while i love codex, you do have to be delicate with the limits, i see myself using luna a lot more than any other model just to preserve limits\ni got supergrok, and damn i'm just playing around with grok build, while not as feature rich as codex, for almost the same price, you get grok as your default model which, is sol level quality! with atleast terra level usage\nand for claude, you atleast get sonnet 5 which is better than luna, tagging it wi", "link": "https://www.reddit.com/r/OpenAI/comments/1wc9wzb/switched_from_claude_to_codex_limits_feel_lesser/p8wbu5x/"}], "complaint": []}}, "models.routing_auto": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "models.effort_control": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "models.quality_drift": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.506, "regardCi95": [0.5, 0.518], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "<strict_link>\nfrom my experience, muse spark 1.3 at xhigh in opencode give me wrong answers all the time. it might flare better with muse code as the model is trained and refined around the harness, the same way grok inside opencode feels dumber compared to when it's inside grok build.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wopbtv/what_muse_spark_14_contributor_is_already_here/pbswa6q/"}], "complaint": []}}, "context.instruction_files": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.instruction_following": {"praise": 2, "complaint": 0, "n": 2, "praiseShare": 100.0, "ci95": [34.2, 100.0], "regard": 0.509, "regardCi95": [0.5, 0.523], "salience": 4.7, "receipts": {"praise": [{"date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "polarity": "praise", "text": "i primarily work in swift so it's a mixed bag, especially during any transition. we're currently moving to ios 27, which some llms assert still doesn't even exist yet, so trying to do anything \"new\" is still best done by hand.\ni have started playing around with grok build for small personal projects i don't have time to work on but really want to tinker with and it's surprisingly good for slightly-beyond-prototype work. it has a strong grasp of d", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp6mpo/poll_how_do_you_code_in_late_2026/pbsymyj/"}, {"date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "usage burns fast on codex too but at least is still competent on sol 5.6.\nclaude on opus 5 has gotten nearly unusable.\ni will say that my first impressions of grok build are good. its surprisingly much better than claude at actually following rules and not drifting into pure insanity.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmbt29/two_5x_sub_or_one_20x_sub/pba474l/"}], "complaint": []}}, "context.clarifying_questions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.long_context_decay": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.compaction": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.session_memory": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.493, 0.5], "salience": 2.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-08", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the way i have learned to see it after 3500 hours of experience with vibe coding is that its best to treat all models, whether it's codex, claude code, grok build etc, like a dumb employee that can work hard and comes up with something good every now and then, but you need to manage this employee a lot and if you don't steer it, it will start creating a lot of overhead, over-engineer things that aren't relevant and it will lose track of the goals", "link": "https://www.reddit.com/r/codex/comments/1wamtly/i_dont_find_building_with_codex_or_any_ai_easy_at/p8leyzb/"}]}}, "context.codebase_retrieval": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "context.attachments": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.capability": {"praise": 6, "complaint": 4, "n": 10, "praiseShare": 60.0, "ci95": [31.3, 83.2], "regard": 0.501, "regardCi95": [0.486, 0.516], "salience": 23.3, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/LocalLLaMA", "polarity": "praise", "text": "i have 4 of the tesla v100 32gb cards running in my rig. something that i discovered is that the current version of grok build is uncannily good at setting up these cards tuning them selecting functioning models to download and getting it all up and running under lennox. i'm presently hosting three models qwen 3.8, qwen 3.6, and nemotron 3.5 with results that continue to surprise me. after i had grac set up the cards then i had grok build reconfi", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wl680s/finally_got_qwen_38_next_running_on_my_v100_6gpu/paw9a6m/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/cursor", "polarity": "praise", "text": "its wierd seeing the many bad experiences from all of you with grok 4.6. i actually had t opposite experience. \ni was unhappy with the high prices of claude enterprise in my company. bei g the guy responsible for rolling out ai to everybody i was looking for alternatives. \ni started to try grok build and cursor and after initially having a problem with trusting their models in any way i became pretty convinced. \ngrok 4.6 was so good i even decide", "link": "https://www.reddit.com/r/cursor/comments/1weddl3/thats_has_happened_to_cursor/p9i8zid/"}, {"date": "2026-09-07", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "praise", "text": "i don't use kimi k3. but i can tell you that glm 5.3 flash > muse spark 1.3 xhigh > qwen 3.8 flash.\nqwen 3.8 flash makes mistakes with confidence and is also slow, takes a lot of detours, and makes you spend twice as many tokens despite being \"cheaper.\"\nmuse spark 1.3 xhigh is intelligent but very lazy; it's a terrible agent to work with. it forgets to call tools and always looks for the quickest solution, never considering different perspectives", "link": "https://www.reddit.com/r/opencodeCLI/comments/1w5zhbn/kimi_k3_vs_glm_53_vs_qwen_38_max_vs_muse_spark_13/p89e49c/"}], "complaint": [{"date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeAI", "polarity": "complaint", "text": "interesting experience. \n\"grok 4.6 and grok cli respond very fast, but they often start working before the prior thinking is sufficient. it tends more toward making local patches on known problems, rather than actively improving the overall architecture\"\ni have this exact problem with gemini as well. i trying to force is to think of general architecture over the local patches. but, it always reverses to easy and narrow patches. \nonly claude model", "link": "https://www.reddit.com/r/ClaudeAI/comments/1vxzbij/after_using_claude_grok_46_and_gemini_37_flash_in/pb4qjfl/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "objectively, no.\nanthropic's only good model is fable. you can only use 50% of your usage on it. \ntheir other models are both bad and extremely overpriced. sonnet costs like 9-15x more per task than luna. luna max actually performs similar to opus on medium. so you get like 20x more work done with luna than with opus but 50% of your subscription is basically locked to opus. and it's $100, not $20.\nvalue wise, what i'd suggest the most for someone", "link": "https://www.reddit.com/r/codex/comments/1wjhw4l/is_claude_a_value_switch_now/paj18pd/"}, {"date": "2026-09-12", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i tried grok 4.6 via grok build cli for mac cuz they gave me 3 day free trial, is soooo bad, id rather use gpt 5.4 than grok.", "link": "https://www.reddit.com/r/codex/comments/1we1a4j/tibo_tibo_tibo/p9aj19k/"}]}}, "work.frontend_ui": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.bug_diagnosis": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.regressions_introduced": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.scope_overreach": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 2.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-08", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the way i have learned to see it after 3500 hours of experience with vibe coding is that its best to treat all models, whether it's codex, claude code, grok build etc, like a dumb employee that can work hard and comes up with something good every now and then, but you need to manage this employee a lot and if you don't steer it, it will start creating a lot of overhead, over-engineer things that aren't relevant and it will lose track of the goals", "link": "https://www.reddit.com/r/codex/comments/1wamtly/i_dont_find_building_with_codex_or_any_ai_easy_at/p8leyzb/"}]}}, "work.stuck_loops": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 2.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-08", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "the way i have learned to see it after 3500 hours of experience with vibe coding is that its best to treat all models, whether it's codex, claude code, grok build etc, like a dumb employee that can work hard and comes up with something good every now and then, but you need to manage this employee a lot and if you don't steer it, it will start creating a lot of overhead, over-engineer things that aren't relevant and it will lose track of the goals", "link": "https://www.reddit.com/r/codex/comments/1wamtly/i_dont_find_building_with_codex_or_any_ai_easy_at/p8leyzb/"}]}}, "work.premature_stop": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.long_running_autonomy": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.multi_agent_orchestration": {"praise": 2, "complaint": 0, "n": 2, 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"text": "sure, if they would be upfront about it and clearly tell us the reason for introducing the 5 hour limit instead of trying to make us belive its for us. and in all fairness, you can't give people something nice, have them get accustomed to it and five months later take it away again without expecting serious backlash.\ni for my part switched to grok build, its so nice how it never refuses my prompts and doesnt waste my time on \"taking a closer look", "link": "https://www.reddit.com/r/codex/comments/1vyy4rg/no_your_20usd_sub_does_not_include_infinite_sol/p7c216p/"}], "complaint": []}}, "work.permission_prompts": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "work.plan_mode": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, 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{"praise": [{"date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i’m sure there’s a more elegant way, i had astra leading, calling fable but it works fine in the reverse also. i created a ‘delegate’ skill and prompt the orchestrator agent to use the delegate skill to bring in whatever model(s) i specify. using claude -p when delegating to a claude model. \ni actually have an antigravity sub, a grok super heavy sub (which gives me quota via grok build and cursor ultra), and the new $50 muse sub. i always use cla", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wneic4/saw_this_today/pbgume6/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "i use fable as my orchestrator, sonnet recon and headless grok build. will shift to sonnet/opus build once the heavy grok discount runs out. it is slower, a lot slower but token efficient and all the models add a layer of checking the others work. less baby sitting and cleaner code. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd9eio/fable_as_orchestrator_and_opussonnet_as_executers/p9574gb/"}], "complaint": []}}, "verify.change_review_ui": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "ui.display_settings": {"praise": 1, "complaint": 0, "n": 1, "praiseShare": 100.0, "ci95": [20.7, 100.0], "regard": 0.504, "regardCi95": [0.5, 0.512], "salience": 2.3, "receipts": {"praise": [{"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i really want to use codex cli but i find it hard to follow because it doesn't hide all the thinking and edited files like it does on the desktop app.\nclaude code has focus mode and grok build hides that stuff by default.\nis there a way to do that in codex cli?", "link": "https://www.reddit.com/r/codex/comments/1wlffmo/is_codex_itself_really_the_best_harness_to_use/paynsfa/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "i really want to use codex cli but i find it hard to follow because it doesn't hide all the thinking and edited files like it does on the desktop app.\nclaude code has focus mode and grok build hides that stuff by default.\nis there a way to do that in codex cli?", "link": "https://www.reddit.com/r/codex/comments/1wlffmo/is_codex_itself_really_the_best_harness_to_use/paynu2a/"}, {"date": "2026-09-20", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "focus mode on codex cli?\ni really want to use codex cli but i find it hard to follow because it doesn't hide all the thinking and edited files like it does on the desktop app.\nclaude code has focus mode and grok build hides that stuff by default.\nis there a way to do that in codex cli?", "link": "https://www.reddit.com/r/codex/comments/1wli2pv/focus_mode_on_codex_cli/"}], "complaint": []}}, "ui.session_history": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "ui.interrupt_steer": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "surfaces.remote_mobile": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "surfaces.cloud_sessions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "rel.service_errors": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "rel.response_speed": {"praise": 1, "complaint": 2, "n": 3, "praiseShare": 33.3, "ci95": [6.1, 79.2], "regard": 0.5, "regardCi95": [0.492, 0.509], "salience": 7.0, "receipts": {"praise": [{"date": "2026-09-05", "source": "Reddit", "community": "r/codex", "polarity": "praise", "text": "is anyone using astra/sol and grok 4.6 high via grok build? i haven’t received astra yet, but i do use sol. and as of late, i’ve almost entirely shifted to grok build (grok 4.6 high) - mostly because it’s way faster than gpt and very good at completing tasks end-to-end for my flutter project.\nwhen there is access to both llms, speed does get the veto from me, and i mostly use codex/gpt only as my general ai driver, and not for my flutter project ", "link": "https://www.reddit.com/r/codex/comments/1w7on0j/astra_is_absolutely_incredible/p7ys22g/"}], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "polarity": "complaint", "text": "i didn't find it very expensive when used in grok build, but it's very slow.", "link": "https://www.reddit.com/r/cursor/comments/1wmswj9/grok_47_is_about_25_times_as_expensive_as_46/pbecymc/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "i use fable as my orchestrator, sonnet recon and headless grok build. will shift to sonnet/opus build once the heavy grok discount runs out. it is slower, a lot slower but token efficient and all the models add a layer of checking the others work. less baby sitting and cleaner code. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd9eio/fable_as_orchestrator_and_opussonnet_as_executers/p9574gb/"}]}}, "rel.client_failures": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "rel.update_breakage": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.support": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.499, "regardCi95": [0.496, 0.5], "salience": 2.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-22", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "yeah and guess what, xai closed this as model hallucination. the bug bounty report was in for about a month or so, now they're not using this model anymore for grok build.. ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wexro6/fyi_malicious_actors_could_likely_hijack_your/pba84bx/"}]}}, "account.billing_errors": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.bans_restrictions": {"praise": 0, "complaint": 0, "n": 0, "praiseShare": null, "ci95": null, "regard": 0.5, "regardCi95": [0.5, 0.5], "salience": 0.0, "receipts": {"praise": [], "complaint": []}}, "account.data_privacy": {"praise": 0, "complaint": 3, "n": 3, "praiseShare": 0.0, "ci95": [0.0, 56.2], "regard": 0.496, "regardCi95": [0.491, 0.5], "salience": 7.0, "receipts": {"praise": [], "complaint": [{"date": "2026-09-23", "source": "Reddit", "community": "r/opencodeCLI", "polarity": "complaint", "text": "if anthropic were truly zdr, this report wouldn't even be possible. the lab that shattered the zdr narrative was anthropic itself! you'd have a much better point saying that about grok build or zcode.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wo2tmb/deepseek_moonshot_kimi_xiaomi_under_investigation/pbjl3ju/"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/codex", "polarity": "complaint", "text": "i’ve done a bit of research. i think if you use grok through cursor, not grok cli, it uses cursor’s mechanisms of getting the agent to do the task. not grok’s. and cursor’s privacy is much much higher.\nif your argument is more about morality than your codebase’s privacy, that’s also completely valid.", "link": "https://www.reddit.com/r/codex/comments/1wjhw4l/is_claude_a_value_switch_now/pamwwss/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/AI_Agents", "polarity": "complaint", "text": "**fyi: malicious actors could likely hijack your grok build sessions during the month of june by simply prompting 'hi'**\nthis is serious because it is not a chatbot making up a story. a stateless \"hi\" with tools: \\[\\] still came back finish\\_reason: tool\\_calls and executed read\\_file/grep on another user's workspace. that means session isolation failed at the serving layer: one tenant's context was reachable from another. if that happens, a prom", "link": "https://www.reddit.com/r/AI_Agents/comments/1wexro6/fyi_malicious_actors_could_likely_hijack_your/"}]}}}, "requests": {"authorWeeks": 8, "themes": []}, "weekly": [{"week": "2026-08-31", "positive": 8, "negative": 0, "positiveShare": 100.0, "ci95": [67.6, 100.0]}, {"week": "2026-09-07", "positive": 8, "negative": 7, "positiveShare": 53.3, "ci95": [30.1, 75.2]}, {"week": "2026-09-14", "positive": 6, "negative": 4, "positiveShare": 60.0, "ci95": [31.3, 83.2]}, {"week": "2026-09-21", "positive": 6, "negative": 4, "positiveShare": 60.0, "ci95": [31.3, 83.2]}]}, {"id": "augment", "name": "Augment Code", "maker": "Augment", "facts": {"version": "Cosmos 'Unified Agents Platform' (team agent fleets across the SDLC); Intent desktop workspace (public beta, macOS); Auggie CLI 0.36.0 (2026-08-21); VS Code extension 0.901.1 and IntelliJ plugin v0.491.0 (2026-09-14); Context Engine MCP (GA 2026-02-06). Inline Completions and Next Edit sunset 2026-03-31 on Indie/Standard/Legacy plans", "released": "IDE extensions VS Code 0.901.1 / IntelliJ v0.491.0: 2026-09-14; Cosmos launch: 2026-06-05; Intent public beta: 2026-02-26; new $20/mo Standard tier first seen on pricing page 2026-09-20 (exact go-live date not confirmed)", "price": "Standard $20/mo (includes $20 of usage, up to 50 seats, pooled), Business $100/mo (includes $100 of usage, up to 50 seats), Enterprise custom; overage billed at LLM provider list price plus 40% service fee, plus Context Engine and Cosmos compute; top-ups valid 12 months", "model": "Multi-vendor model picker: Claude (Fable 5.1, Fable 5, Opus 5, Opus 4.6-4.8, Sonnet 5, Sonnet 4.6, Haiku 4.5), Gemini (3.1 Pro, 3.7/3.8 Flash), OpenAI GPT, xAI Grok, Zhipu GLM, Moonshot Kimi, plus Augment's own 'Prism' routing; Intent also runs BYO agents (Claude Code, Codex, OpenCode)", "surface": "VS Code and JetBrains extensions, Auggie CLI (terminal, also runs as MCP server), 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tried their promo weekend tokens and found them underwhelming in more ways than i can tolerate. most importantly, they embedded a lot of confidently incomplete information in designs which failed audits and got blocked during implementation. \n(i used augmentcode before switching to claudecode, then after a month with claudecode i went back to augmentcode, again this was about a year ago and i found augmentcode context engineering much better at that time and their fixed pricing for 1500 requests were too good to pass which didn't last of course )", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wf9uuf/wth_is_going_on_with_claude_usage_limits/p9lym97/"}], "complaint": [{"date": "2026-09-26", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: it completely eliminates the tedious manual effort of navigating unfamiliar codebases, writing repetitive boilerplate, and tracing cross-field dependencies saving me 1-2 hours of grunt work every day.\nq: what do you like best about the product?\na: the context engine is really amazing. in contrast to a simple ai autocomplete function, it creates an index of all of your multi-repo architecture and understands how your microservices and dependencies work. the extension works great without any delays for vs code and jetbrains.\nq: what do you dislike about the product?\na: the usage pricing and token credit limit require ac", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13618001"}, {"date": "2026-09-23", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: it takes away all the pain of digging through massive codebases manually tracking down cross-file dependencies. i save about 1-2 hours of grunt work every single day just in refactoring and boilerplate.\nq: what do you like best about the product?\na: the context is really amazing. in contrast to a simple ai autocomplete function, it creates an index of all of your multi-repo architecture and understands how your microvaves and dependencies work. the extension works great without any delays for vs code and jetbrains.\nq: what do you dislike about the product?\na: the credit system feels a bit restrictive when you run heav", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13582326"}, {"date": "2026-09-18", "source": "X", "community": "@augmentcode", "polarity": "complaint", "text": "@augmentcode regardless of whether it merges code or offers optimizations, the subscription for augment is very expensive. i ran out of tokens unexpectedly without even realizing it, and the pricing structure is unclear—i wouldn't recommend using it.", "link": "https://twitter.com/955391612632252418/status/2100826713957810177"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "complaint", "text": "have you tried switching to lower models? the higher ones are overkill if you're using it to augment the engineering that you are doing rather than trying to rely on them to do the design/software architecting for you. sonnet 5 is plenty capable when given clear accurate instructions, and it's faster and much more token efficient. i'll use opus occasionally for some harder tasks, but i find both opus and fable tend to over complicate everything, take forever to do what you asked, and burn through tokens for minimal gain.", "link": "https://www.reddit.com/r/cscareerquestions/comments/1wjk5vg/anyone_frustrated_with_how_ai_harnesses_are/paklj9u/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "complaint", "text": "background: first i'm working on a multi repo saas app, it's multi language, multi location, multi currency with complex front/backend stacks, full sdlc deployment with test/prod environments etc. so just for context, this is not a hobby project or a localhost:3000 deployment :-). i used augmentcode, claudecode, ghcp while all in their honeymoon pricing periods before they all rug pulled their customers with 10-20x (and more) price increases which they kinda could cause there was indeed no comparable quality alternatives, but then came 2026 :-) \n \nnow: since march 2026, opensource models became extremely capable, i now have opencode, i mostly use mimo v2.5 is an absolute beast and quality is", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wf9uuf/wth_is_going_on_with_claude_usage_limits/p9kockh/"}]}}, "setup": {"praise": 4, "complaint": 1, "n": 5, "praiseShare": 80.0, "ci95": [37.6, 96.4], "regard": 0.499, "regardCi95": [0.493, 0.509], "salience": 21.7, "receipts": {"praise": [{"date": "2026-09-26", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: it completely eliminates the tedious manual effort of navigating unfamiliar codebases, writing repetitive boilerplate, and tracing cross-field dependencies saving me 1-2 hours of grunt work every day.\nq: what do you like best about the product?\na: the context engine is really amazing. in contrast to a simple ai autocomplete function, it creates an index of all of your multi-repo architecture and understands how your microservices and dependencies work. the extension works great without any delays for vs code and jetbrains.\nq: what do you dislike about the product?\na: the usage pricing and token credit limit require ac", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13618001"}, {"date": "2026-09-23", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: it takes away all the pain of digging through massive codebases manually tracking down cross-file dependencies. i save about 1-2 hours of grunt work every single day just in refactoring and boilerplate.\nq: what do you like best about the product?\na: the context is really amazing. in contrast to a simple ai autocomplete function, it creates an index of all of your multi-repo architecture and understands how your microvaves and dependencies work. the extension works great without any delays for vs code and jetbrains.\nq: what do you dislike about the product?\na: the credit system feels a bit restrictive when you run heav", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13582326"}, {"date": "2026-09-17", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: i use it to build, refactor and manage a large codebase. work like that gets tedious when changes touch a lot of files, and having augment code help with it makes those tasks more manageable. it's only been a week or two, so i don't have hard numbers, but it has made refactoring work feel less of a chore.\nq: what do you like best about the product?\na: the main thing i like is how easy it is to get going. setup didn't take long, and the ui is clean enough that i didn't have to hunt around to figure out where things are. i've been using it for building and refactoring in a fairly large codebase, and it's easy to work wi", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13367494"}, {"date": "2026-09-10", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: code analyzing, editing, autocompleting, very good for professional developers. good as compared to other software in the market.\nq: what do you like best about the product?\na: it has excellent fetching quality of code database. i could easily integrate it with github. the speed is good as compared to other products in the market. it also edits and autocompletes your code.\nq: what do you dislike about the product?\na: it is an expensive software also i have used it i could feel a little bugs in customer support system.\n", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13433460"}], "complaint": [{"date": "2026-09-01", "source": "G2", "community": "G2", "polarity": "complaint", "text": "q: what problems is the product solving and how is that benefiting you?\na: my workflow involves generating code across multiple platforms, which often means the output needs refinement before it's actually usable. augment code solves that last-mile problem, it takes rough, generated code and polishes it into something cleaner and more reliable. the benefit is that i'm spending less time manually reviewing and fixing output, and more time actually shipping. it fits naturally into a multi-tool setup without requiring me to rebuild my workflow around it.\nq: what do you like best about the product?\na: the way it polishes code generated from other platforms. i bring in rough output and augment co", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13394203"}]}}, "models": {"praise": 0, "complaint": 1, "n": 1, "praiseShare": 0.0, "ci95": [0.0, 79.3], "regard": 0.498, "regardCi95": [0.494, 0.5], "salience": 4.3, "receipts": {"praise": [], "complaint": [{"date": "2026-09-12", "source": "X", "community": "@augmentcode", "polarity": "complaint", "text": "@simplygandan @augmentcode also, sonnet used to feel good enough. now, even opus feels dumb! maybe, augment code was that good or we are spoilt by fable and astra", "link": "https://twitter.com/2959524282/status/2098864871924478317"}]}}, "context": {"praise": 8, "complaint": 0, "n": 8, "praiseShare": 100.0, "ci95": [67.6, 100.0], "regard": 0.52, "regardCi95": [0.508, 0.535], "salience": 34.8, "receipts": {"praise": [{"date": "2026-09-26", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: it completely eliminates the tedious manual effort of navigating unfamiliar codebases, writing repetitive boilerplate, and tracing cross-field dependencies saving me 1-2 hours of grunt work every day.\nq: what do you like best about the product?\na: the context engine is really amazing. in contrast to a simple ai autocomplete function, it creates an index of all of your multi-repo architecture and understands how your microservices and dependencies work. the extension works great without any delays for vs code and jetbrains.\nq: what do you dislike about the product?\na: the usage pricing and token credit limit require ac", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13618001"}, {"date": "2026-09-23", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: it takes away all the pain of digging through massive codebases manually tracking down cross-file dependencies. i save about 1-2 hours of grunt work every single day just in refactoring and boilerplate.\nq: what do you like best about the product?\na: the context is really amazing. in contrast to a simple ai autocomplete function, it creates an index of all of your multi-repo architecture and understands how your microvaves and dependencies work. the extension works great without any delays for vs code and jetbrains.\nq: what do you dislike about the product?\na: the credit system feels a bit restrictive when you run heav", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13582326"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/ClaudeCode", "polarity": "praise", "text": "glm 5.3 and glm 5.3 flash are no go for me, i tried their promo weekend tokens and found them underwhelming in more ways than i can tolerate. most importantly, they embedded a lot of confidently incomplete information in designs which failed audits and got blocked during implementation. \n(i used augmentcode before switching to claudecode, then after a month with claudecode i went back to augmentcode, again this was about a year ago and i found augmentcode context engineering much better at that time and their fixed pricing for 1500 requests were too good to pass which didn't last of course )", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wf9uuf/wth_is_going_on_with_claude_usage_limits/p9lym97/"}, {"date": "2026-09-13", "source": "Reddit", "community": "r/GithubCopilot", "polarity": "praise", "text": "he's basically saying that augment code has a better context engine than what copilot is offering. copilot's is good too, it's just not as good as augment on those massive codebases. you can literally just toss any prompt at it without specifying a single file or reference and it will fetch the correct files in 1 second", "link": "https://www.reddit.com/r/GithubCopilot/comments/1ovwwlk/context_engine_for_github_copilot/p9miyd7/"}, {"date": "2026-09-10", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: code analyzing, editing, autocompleting, very good for professional developers. good as compared to other software in the market.\nq: what do you like best about the product?\na: it has excellent fetching quality of code database. i could easily integrate it with github. the speed is good as compared to other products in the market. it also edits and autocompletes your code.\nq: what do you dislike about the product?\na: it is an expensive software also i have used it i could feel a little bugs in customer support system.\n", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13433460"}], "complaint": []}}, "work": {"praise": 3, "complaint": 4, "n": 7, "praiseShare": 42.9, "ci95": [15.8, 75.0], "regard": 0.495, "regardCi95": [0.484, 0.506], "salience": 30.4, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i would definitely start getting comfortable with it, you don't need to let it be an agent and do everything for you. it can be fun to figure out where that boundary is.\ni work in a small team that owns and maintains several software systems, from vendor based to integration layers and some full stack software with both internal and customer users, so knowing everything about everything is effectively impossible.\nanother case is i have it integrated into my comms, slack, emails, teams meetings where there are transcripts, etc. there's a schedule job that runs and picks up and summarises all the stuff that's going on and gives me cliff notes with links to specific discussions each morning. i ", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wo4d8p/job_requiresuses_very_little_ai_sinking_ship_or/pblbka0/"}, {"date": "2026-09-17", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: i use it to build, refactor and manage a large codebase. work like that gets tedious when changes touch a lot of files, and having augment code help with it makes those tasks more manageable. it's only been a week or two, so i don't have hard numbers, but it has made refactoring work feel less of a chore.\nq: what do you like best about the product?\na: the main thing i like is how easy it is to get going. setup didn't take long, and the ui is clean enough that i didn't have to hunt around to figure out where things are. i've been using it for building and refactoring in a fairly large codebase, and it's easy to work wi", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13367494"}, {"date": "2026-09-01", "source": "G2", "community": "G2", "polarity": "praise", "text": "q: what problems is the product solving and how is that benefiting you?\na: my workflow involves generating code across multiple platforms, which often means the output needs refinement before it's actually usable. augment code solves that last-mile problem, it takes rough, generated code and polishes it into something cleaner and more reliable. the benefit is that i'm spending less time manually reviewing and fixing output, and more time actually shipping. it fits naturally into a multi-tool setup without requiring me to rebuild my workflow around it.\nq: what do you like best about the product?\na: the way it polishes code generated from other platforms. i bring in rough output and augment co", "link": "https://www.g2.com/products/augment-code/reviews/augment-code-review-13394203"}], "complaint": [{"date": "2026-09-22", "source": "X", "community": "@augmentcode", "polarity": "complaint", "text": "@augmentcode @anthropicai 40% cheaper still ships invented scope if nobody owns refuse.\ncost is the easy dial. the gate isn't.", "link": "https://twitter.com/1610522467264565249/status/2102485835211821392"}, {"date": "2026-09-19", "source": "X", "community": "@augmentcode", "polarity": "complaint", "text": "the fleet fixing ci and conflicts is the write. a briefing can look complete while a conflict resolution already pushed the wrong change into the branch. humans approve and merge only if that merge is still unforced. stage the fix before the briefing is handed over. the evidence packet is not the gate. the push is.", "link": "https://twitter.com/1870072035608584192/status/2101324639938965913"}, {"date": "2026-09-18", "source": "Reddit", "community": "r/cscareerquestions", "polarity": "complaint", "text": "have you tried switching to lower models? the higher ones are overkill if you're using it to augment the engineering that you are doing rather than trying to rely on them to do the design/software architecting for you. sonnet 5 is plenty capable when given clear accurate instructions, and it's faster and much more token efficient. i'll use opus occasionally for some harder tasks, but i find both opus and fable tend to over complicate everything, take forever to do what you asked, and burn through tokens for minimal gain.", "link": "https://www.reddit.com/r/cscareerquestions/comments/1wjk5vg/anyone_frustrated_with_how_ai_harnesses_are/paklj9u/"}, {"date": "2026-09-11", "source": "Reddit", "community": "r/vibecoding", "polarity": "complaint", "text": "i used augment code almost from the beginning, after spending £300 on credits in one month after the price hike i cancelled and moved away. i use a mac, intellidea and do mostly flutter apps, databases, websites - not basic apps either. i moved to zencoder, a platform i never really took any notice of because augment code was so good (i thought). but for me it was the best switch ever. for my use case it outshines augment code in every way. its faster, cheaper, and i rarely have to argue with it. i can use any model i choose and the credit usage is clear. i created a fully functioning salon website with mock booking system etc just to test fable 5 and it used 20,000 credits on my plan which ", "link": "https://www.reddit.com/r/vibecoding/comments/1vqvmlv/did_anyone_ever_use_augment_code_im_looking_for/p94qwc4/"}]}}, "checking": {"praise": 2, "complaint": 1, "n": 3, "praiseShare": 66.7, "ci95": [20.8, 93.9], "regard": 0.503, "regardCi95": [0.493, 0.513], "salience": 13.0, "receipts": {"praise": [{"date": "2026-09-23", "source": "Reddit", "community": "r/ExperiencedDevs", "polarity": "praise", "text": "i would definitely start getting comfortable with it, you don't need to let it be an agent and do everything for you. it can be fun to figure out where that boundary is.\ni work in a small team that owns and maintains several software systems, from vendor based to integration layers and some full stack software with both internal and customer users, so knowing everything about everything is effectively impossible.\nanother case is i have it integrated into my comms, slack, emails, teams meetings where there are transcripts, etc. there's a schedule job that runs and picks up and summarises all the stuff that's going on and gives me cliff notes with links to specific discussions each morning. i ", "link": "https://www.reddit.com/r/ExperiencedDevs/comments/1wo4d8p/job_requiresuses_very_little_ai_sinking_ship_or/pblbka0/"}, {"date": "2026-09-10", "source": "X", "community": "@augmentcode", "polarity": "praise", "text": "line-by-line code review will soon disappear. the future is a risk-gated handoff between humans and agents, where people get pulled in only for the reviews that need judgment.\n@augmentcode published a schematic of how that works and it's a stellar blueprint for this new architecture.\n \n𝐑𝐢𝐬𝐤 𝐫𝐨𝐮𝐭𝐢𝐧𝐠 𝐛𝐞𝐟𝐨𝐫𝐞 𝐭𝐡𝐞 𝐪𝐮𝐞𝐮𝐞: every pr gets classified first. docs and config auto-approve with a written justification. everything else gets tagged with the dimension that needs a person, like architecture or security.\n \n𝐂𝐨𝐫𝐫𝐞𝐜𝐭𝐧𝐞𝐬𝐬 𝐢𝐬 𝐝𝐞𝐥𝐞𝐠𝐚𝐭𝐞𝐝: a separate agent runs the line-by-line pass, scoped to objective bugs, catching most high and medium severity issues.\n \n𝐇𝐮𝐦𝐚𝐧𝐬 𝐚𝐫𝐫𝐢𝐯𝐞 𝐚𝐬 𝐝𝐞𝐜𝐢𝐬𝐢𝐨𝐧 𝐦𝐚𝐤𝐞𝐫𝐬: a pair rev", "link": "https://twitter.com/771267202762670081/status/2098097592001548319"}], "complaint": [{"date": "2026-09-19", "source": "X", "community": "@augmentcode", "polarity": "complaint", "text": "the fleet fixing ci and conflicts is the write. a briefing can look complete while a conflict resolution already pushed the wrong change into the branch. humans approve and merge only if that merge is still unforced. stage the fix before the briefing is handed over. the evidence packet is not the gate. the push is.", "link": "https://twitter.com/1870072035608584192/status/2101324639938965913"}]}}, "interface": {"praise": 1, "complaint": 1, "n": 2, "praiseShare": 50.0, "ci95": [9.5, 90.5], "regard": 0.502, "regardCi95": [0.496, 0.508], "salience": 8.7, "receipts": {"praise": [{"date": 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usage, anthropic is very generous now and they don't have any tibo.", "link": "https://twitter.com/986630585073459200/status/2104038621699314119"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "im not telling its not good, it is great, but you dont have the limits to run it as a normal work process, hence my ferrari analogy, ferrari is a great car, but you need to have a lot of fuel available to make it work.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo0jek/mixed_feelings_0_work_done_but_main_context_is_ok/pc65b6w/"}]}, {"theme": "Additional or recurring bonus usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 180, "posts": 196, "agents": [{"id": "codex", "authorWeeks": 84}, {"id": "claude-code", "authorWeeks": 62}, {"id": "cursor", "authorWeeks": 18}, {"id": "antigravity", "authorWeeks": 7}, {"id": "devin", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "don't speak for me. i love the resets. please tibo. more of them", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc5962l/"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "hey! can we get a cursor model reset please????\ni won’t make it 2 more weeks!\n@cursor_ai @spacexai <strict_link>", "link": "https://twitter.com/1635045021400580097/status/2103679538966446109"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs much needed change. on that note can we have another reset pleaseeeee. it's been so fun working with it.", "link": "https://twitter.com/1687812518461460480/status/2103651618067738877"}]}, {"theme": "Remove the 5-hour usage window", "criterion": "limits.window_interrupts_work", "authorWeeks": 160, "posts": 172, "agents": [{"id": "codex", "authorWeeks": 89}, {"id": "claude-code", "authorWeeks": 55}, {"id": "antigravity", "authorWeeks": 6}, {"id": "factory", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "man just give us a 50$ tier with no 5 hour usage limit/or atleast option to disable it and just let us burn all our weeky usage anytime we want and not have to schedule our life around the 5 hour usage reset.", "link": "https://www.reddit.com/r/codex/comments/1wqoxyz/dev_day_predictions/pc6dtg1/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "the 5 hour limit is annoying though, wish they got rid of it for max users like codex", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc4jm7g/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode i rather to pay 10 directly in the api and don have 5hrs limits", "link": "https://twitter.com/1179016661237719040/status/2103903926483665255"}]}, {"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 127, "posts": 135, "agents": [{"id": "amp", "authorWeeks": 32}, {"id": "pi", "authorWeeks": 17}, {"id": "zed", "authorWeeks": 13}, {"id": "factory", "authorWeeks": 12}, {"id": "codex", "authorWeeks": 11}, {"id": "opencode", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 7}, {"id": "devin", "authorWeeks": 5}, {"id": "conductor", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-27", "source": "X", "community": "@AmpCode", "text": "@anthropicai set opus 5.5 free, i wanna use my sub in @ampcode .", "link": "https://twitter.com/1541582568029831169/status/2104046097211720023"}, {"agent": "pi", "date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "text": "yeah, i mean, after looking into this, i don't think this is what i need. i actually want to just use pi with opus models directly. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc30ait/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "my only issue with opus 5.5 is that i can't use it in @opencode through the anthropic subscription. claude cli is so lame", "link": "https://twitter.com/1278477860660019204/status/2103963876198903816"}]}, {"theme": "Bankable usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 113, "posts": 116, "agents": [{"id": "codex", "authorWeeks": 71}, {"id": "claude-code", "authorWeeks": 37}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "better give us banked resets, maybe with a shorter lifespan ", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pcck0el/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "we need another opus 5.5 banked reset please. @anthropicai @claudeai @claudedevs", "link": "https://twitter.com/1925021856182005760/status/2104229640722059560"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "resets should be always banked. unless they service is so good that there is no actual reason for resets and when one lands is an absolute bonus.\nbut, resets nowadays are not bonus, they are, either a compensation for malfunctions, or a way to stay competitive against other services. if you can't make good use of a reset, you are not being compensated for a bad service, or using an inferior service that you have no reason to continue using.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc77q8g/"}]}, {"theme": "Compensation reset after outages or bugs", "criterion": "limits.reset_schedule", "authorWeeks": 110, "posts": 115, "agents": [{"id": "codex", "authorWeeks": 56}, {"id": "claude-code", "authorWeeks": 40}, {"id": "cursor", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 5}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "they had downtime yesterday. i got some api errors\\*.\\* if it is not technically possible to give us the service we paid for, it is fair to give reset or banked reset. \ni am thinking its okay they focus on improving the models, the platform and features, instead of focusing on 100% stability. if they want to stay competitive, they need to keep improving those main features, not on 1 hour lost once in a while.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc6u32v/"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "\"the bug was the app overwriting its child-process completion handler.\" @thsottiaux we still shoudl get a reset for breaking linux desktop app - codex cli was hear to rescue it but still - we need those resets", "link": "https://twitter.com/15980398/status/2103937780837499171"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "what's wrong with antigravity.\ncan't login to my free accounts.\nand i don't know how to write code 😐\n@antigravity pls fix and reset weekly qouta limits \n😭😭😭😭😭", "link": "https://twitter.com/1211542540521861121/status/2103786974821695874"}]}, {"theme": "Higher-priced tier above current top plan", "criterion": "limits.plan_value", "authorWeeks": 110, "posts": 115, "agents": [{"id": "codex", "authorWeeks": 58}, {"id": "claude-code", "authorWeeks": 25}, {"id": "opencode", "authorWeeks": 15}, {"id": "cursor", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 4}, {"id": "factory", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "i use the desktop app 100% in claude code since july. i´m in love with it since day 1. i wish antropic realeases a x30 plan or something like that thou. i need moreeee", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccnt4h/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i've got stuff to do. i'd pay for a $2000 account if they had it", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9p7e6/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "i mean, i'm building something that has demand - i've invested maybe 2.5k between subscriptions, servers, etc. \ni just wish anthropic would release a $500 100x plan true (a true 100x)... but they won't because they know i'll keep buying multiple 20x subscriptions.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pc98x2f/"}]}, {"theme": "Allow subscription use in third-party harnesses", "criterion": "billing.subscription_portability", "authorWeeks": 96, "posts": 100, "agents": [{"id": "antigravity", "authorWeeks": 44}, {"id": "opencode", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 15}, {"id": "codex", "authorWeeks": 10}, {"id": "amp", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "yea i love it, wish they added support for other harnesses tbh", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfpqnx/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i would've tried using claude/anthropic (again) but the fact they completely prohibit using your subscription via oauth in another harness makes them worthless to me.", "link": "https://www.reddit.com/r/codex/comments/1wqw2qq/warning_codex_allowances_have_dropped_about_20/pcerntl/"}, {"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "google needs to remove the restriction of using google ai subscription only inside agy otherwise you get banned. gemini 3.8 is good but agy is kinda shitty would be cool to use the model in something like opencode", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcd2rek/"}]}, {"theme": "Higher allowance on top-tier plans", "criterion": "limits.plan_value", "authorWeeks": 89, "posts": 91, "agents": [{"id": "codex", "authorWeeks": 40}, {"id": "claude-code", "authorWeeks": 33}, {"id": "cursor", "authorWeeks": 10}, {"id": "devin", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@_ak_111 bulshit! this is the banked reset even. stop sharing trash please, this is max. @anthropicai @claudedevs @claudeai we need more please. <strict_link>", "link": "https://twitter.com/1994924372906381312/status/2104147800418394350"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @bcherny can we please have a higher weekly limit on $200 plan", "link": "https://twitter.com/1477665270730743810/status/2104037181245288455"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "possible that they will relax the limit again and probably reopen the $200 plan. but honestly they need more than that at this point.", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc7oseq/"}]}, {"theme": "Mid-priced tier between existing plans", "criterion": "limits.plan_value", "authorWeeks": 87, "posts": 95, "agents": [{"id": "codex", "authorWeeks": 35}, {"id": "devin", "authorWeeks": 20}, {"id": "cursor", "authorWeeks": 11}, {"id": "opencode", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 8}, {"id": "amp", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "claude should launch a plan between $20 and $100.\nhey @claudeai @claudedevs, launch a $50 plan with 2.5x usage.", "link": "https://twitter.com/1945350074839785472/status/2104151542865781213"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai wins my subscription next month they are the first to offer the middle tier. @elonmusk @bot introduce the same tier please. <strict_link>", "link": "https://twitter.com/1631276848368979968/status/2104111583098200193"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "text": "ditto. to the point where i am considering just not going with codex at all for now and just going with two claude subscriptions. i really wish there was a $40\\~50 sub. :|", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqprkt/opus_55_is_my_favorite_model_ever_by_far/pc804ww/"}]}, {"theme": "Higher allowance on entry and mid plans", "criterion": "limits.plan_value", "authorWeeks": 83, "posts": 88, "agents": [{"id": "codex", "authorWeeks": 46}, {"id": "claude-code", "authorWeeks": 13}, {"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "what’s the point.. the pro plan gives so little i can’t ever do anything with it anyways.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmmzit/top_10_antigravity_skill_repos/pccs1up/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "don't mind the merge but please increase our limits\nbefore x5 was plentiful now it sucks as an intermediary user\nand while i'm not desperate enough for x20 despite it being currently unavailable chat does help quite a bit", "link": "https://www.reddit.com/r/codex/comments/1wqq47g/did_openai_just_split_the_same_usage_allowance/pc7ycca/"}, {"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai claude's 20 dolar plan usage limits very very big but droid 20 dolar usage limits worse than gpt 20 dolar plan, its real. im sorry", "link": "https://twitter.com/1896160400716267520/status/2103951569800630604"}]}]}, "setup": {"authorWeeks": 2045, "themes": [{"theme": "Linux desktop app and support", "criterion": "setup.install_signin", "authorWeeks": 82, "posts": 92, "agents": [{"id": "cline", "authorWeeks": 53}, {"id": "codex", "authorWeeks": 17}, {"id": "factory", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity the adaptation of antigravity ide to ubuntu is too poor.", "link": "https://twitter.com/1587160379515228161/status/2103784620345135354"}, {"agent": "cline", "date": "2026-09-26", "source": "X", "community": "@cline", "text": "@cline would love to try cline, but there is no linux desktop version.", "link": "https://twitter.com/1601711797/status/2103693469474844955"}]}, {"theme": "Multi-account support and easy switching", "criterion": "setup.install_signin", "authorWeeks": 50, "posts": 51, "agents": [{"id": "codex", "authorWeeks": 26}, {"id": "claude-code", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 5}, {"id": "amp", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "yeah i'm not looking for any auto switching shenanigans...just log out and login and keep rolling.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wo8yb4/can_i_get_a_second_pro_account_i_dont_need_ultra/pbn3hc7/"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "how are you all managing multiple codex subscriptions on a mac? i can switch between them using the cli, but i’m looking for a cleaner way to handle multiple subscriptions in the codex app.", "link": "https://twitter.com/1244515682/status/2102764628824719617"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "text": "i have two google ai pro accounts, and i'm currently logged into the **antigravity desktop application** with one of them.\nas the weekly usage iimit is approaching, i'm considering switching to my other pro account. i've successfully done this with openai codex, but i'm wondering if **antigravity (desktop)** allows for account swapping without losing any chats or memories.\nthanks!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wlht2g/account_swapping_support_on_antigravity/"}]}, {"theme": "Local model support", "criterion": "setup.provider_byok_local", "authorWeeks": 37, "posts": 37, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "pi", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "text": "its almost impossible to configure codex to run with a local model. dozens of tutorials, none work. they force you to use \"ollama\" or \"lmstudio\", not even the vllm tutorial hosted in the vllm site works anymore. \nhow hard can it by? just specify the api endpoint and model. but no, you must use one of their friends software.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcf5l2g/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity i hope we can see this flexibility within the antigravity app, so we can use the google models as cordinators and seniors and then our own local models or openai compatible api´s for higher volumes of development without being restricted with native antigravity models limits.", "link": "https://twitter.com/1413849052123369472/status/2103763456247709807"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@apocalyzabeth @claudedevs yea i had to switch to codex to continue my madness hahaha\ni really need a local model 🤣", "link": "https://twitter.com/1695535328831111168/status/2103655847964668339"}]}, {"theme": "Windows support", "criterion": "setup.install_signin", "authorWeeks": 26, "posts": 26, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "zed", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai are you planning to include access to origin to cursor app? and are you planning to let origin cli work on windows?", "link": "https://twitter.com/1207612277614170113/status/2101708333157683241"}, {"agent": "devin", "date": "2026-09-20", "source": "X", "community": "@cognition", "text": "@dewyashtwts @supercodeai @devinai @cognition windows support?", "link": "https://twitter.com/2281002014/status/2101622474307723333"}, {"agent": "devin", "date": "2026-09-20", "source": "X", "community": "@cognition", "text": "@dewyashtwts @supercodeai @devinai @cognition when will the windows desktop version be released, and will it support chinese simplified?", "link": "https://twitter.com/2074302211824431104/status/2101582409296941532"}]}, {"theme": "Fix login and sign-in failures", "criterion": "setup.install_signin", "authorWeeks": 24, "posts": 26, "agents": [{"id": "antigravity", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "this has been really a frustrating experience for me @google @antigravity. \ni am not able to login using my google pro account. i can login using a normal google account on same device. \neven after complaining, no response from @antigravity team. didn't expect this from @google <strict_link>", "link": "https://twitter.com/1772509048048377856/status/2103927459137966144"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity @antigravity getting \"account not eligible for gemini code assist\" on login with active google ai pro sub. \nide fails to trigger the 403 validation_required auth prompt. many users reporting this today, any fix or update planned? <strict_link>", "link": "https://twitter.com/1935292916194312192/status/2103922445669499234"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity hi, google support team. i am having issues logging in to my antigravity ide account. i'm on a pro plan and haven't been able to log in for the past 3 days. kindly assist; it's urgent.", "link": "https://twitter.com/2103865104693436416/status/2103866764396503496"}]}, {"theme": "Custom model provider support", "criterion": "setup.provider_byok_local", "authorWeeks": 21, "posts": 22, "agents": [{"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity are we able to use our own models within antigravity already ?", "link": "https://twitter.com/1413849052123369472/status/2103613976987029584"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev delta is goood like really good\njust need custom provider", "link": "https://twitter.com/1261173216455712768/status/2103520442594332993"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can you guy make delta support custom llm providers please", "link": "https://twitter.com/1925398929904214019/status/2103312711803420977"}]}, {"theme": "Desktop and IDE feature parity in CLI", "criterion": "setup.ide_integration", "authorWeeks": 21, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@ampcode and while we're at it... why not support the \"run review\" command in the tui... 🤔 @thorstenball", "link": "https://twitter.com/2062509956574650368/status/2103198859291922522"}, {"agent": "antigravity", "date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "text": "any update to cli? or its always agy 2.0? cant do delete conversation automatically on every time i quit the app on the app one while in cli, i could use powershell profile to do so. maybe a request to add like disabling knowledge and conversation history like in antigravity ide. i dont need bloated context from the previous chat like tha chatbot app. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh9uyh/antigravity_2_release_v2140/pa3aiha/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity i think this is last piece that make antigravity works. it do things pretty well. just ask too much. hope it comes to cli too.", "link": "https://twitter.com/1192620866/status/2100096493848060297"}]}, {"theme": "Bring-your-own-key support", "criterion": "setup.provider_byok_local", "authorWeeks": 19, "posts": 21, "agents": [{"id": "devin", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "zed", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@mdamore9 @grok @bot @cursor_ai rate limits are also much more efficient the past 1-2 weeks\nthis is critical if we can't bring our own models/api keys", "link": "https://twitter.com/1756394384655003648/status/2103698095045489000"}, {"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "just want byok to be available in agy desktop to as ds\nand that the 3.8 flash issues get solved especially token slash and speed", "link": "https://www.reddit.com/r/google_antigravity/comments/1wom9gb/local_model_support_now_available/pby356u/"}, {"agent": "antigravity", "date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "text": "i like the model. i wish they would give me my api key and keep their ui. acp works but it's a pain in the ass.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmad7c/they_are_ruining_antigravity_20/pb6blot/"}]}, {"theme": "Changelogs and release notes for updates", "criterion": "setup.onboarding_docs", "authorWeeks": 18, "posts": 18, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@otiscode @openaidevs i have a mate who isnt on x, having to update him on resets and updates like this all the time gets long. so does having to look what changed everytime the codex app updates because changelogs rarley get added.", "link": "https://twitter.com/1587475693578997760/status/2104259133025255888"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "i wonder if there is a web or integrated ui in vscode to show what updates of an extension.\nafter a long vacation, i found that antigravity ext was updated from 1.3.0 to 1.4.0.\nso, what bugs did google fix?\ni can't find the changelog of agy ext in [<strict_link>\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnt3dq/whats_the_changes_in_antigravity_ext_v140/"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@seanzoso @cursor_ai even a one-line note beside the update button would help: what changed, and does it need a restart? then you can decide whether to interrupt what you're working on.", "link": "https://twitter.com/2089087915204943872/status/2102691017342497104"}]}, {"theme": "Early and beta access invites", "criterion": "setup.install_signin", "authorWeeks": 17, "posts": 17, "agents": [{"id": "zed", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "can you add more then one invite code? mine is vw2etr if you can", "link": "https://www.reddit.com/r/opencode/comments/1wl8m6y/free_1_billion_muse_spark_13_tokens/pax0hdi/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs enterprise really needs 1) secret storage / external vault support for claude code cloud environments, and 2) claude code projects access — neither is available on enterprise plans yet, and it's blocking real adoption.", "link": "https://twitter.com/21361149/status/2101024559076159609"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i’d love to use this while i dev @wavemistio , please and thank you 🙏🏼", "link": "https://twitter.com/2179155468/status/2100650181410660692"}]}, {"theme": "Support more model providers", "criterion": "setup.provider_byok_local", "authorWeeks": 16, "posts": 16, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "this tools help in making of cost and token predictable, so we can plan accordingly. can't it work for other llm?", "link": "https://www.reddit.com/r/opencode/comments/1wrfhdx/i_built_a_telemetry_sidebar_for_the_opencode/pccm0hu/"}, {"agent": "zed", "date": "2026-09-23", "source": "X", "community": "@zeddotdev", "text": "@gmi_cloud @cline please talk with @zeddotdev lately i have using the delta and it's really really good but sadly very selected few providers", "link": "https://twitter.com/1261173216455712768/status/2102607334476558677"}, {"agent": "claude-code", "date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "text": "check out opencode, seriously we should advance not regress. we should move to being provider agnostic, sooner than later! we should have the power, to choose whoever as easy as a simple instruction.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjl7t8/the_limits_are_disappearing_at_a_crazy_speed/patyhpi/"}]}, {"theme": "Beginner quick-start guides and tutorials", "criterion": "setup.onboarding_docs", "authorWeeks": 14, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "augment", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@sherryyanjiang @cursor_ai @poteto @mattyp this feature needs a dedicated video to make people understand projects and cloud agents. i've not fully tried it mostly because i haven't seen a proper video explaining its usecase and value.", "link": "https://twitter.com/363814725/status/2103947956491555032"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "so many of us are non technical can you add like a helper tip to the models so we can really use the models in a better efficient way. because even if gpt or claude give us agi. gemini will always be goat if used properly", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbl9gtz/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@nohedev @rodydavis @antigravity please do a run down for new users on how to set up and train antigravity", "link": "https://twitter.com/1657089735687323648/status/2100335255429259347"}]}]}, "models": {"authorWeeks": 2076, "themes": [{"theme": "Stop nerfing or degrading models over time", "criterion": "models.quality_drift", "authorWeeks": 88, "posts": 92, "agents": [{"id": "claude-code", "authorWeeks": 59}, {"id": "codex", "authorWeeks": 22}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "please, dario, don't 'optimize' opus 5.5! seriously, why cannot we just have nice things??", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfk19s/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "opus 5.5 has been so fucking great, fast, much less verbose, objective, very efficient with long shot tasks and loops, as orchestrator and less token burning. @claudeai @claudedevs give us a huge huge favor: don't dare to nerf it.", "link": "https://twitter.com/2057822650752200704/status/2104022567157731336"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "i pray for this to not be subsized to death and won't be nerfed within 2 weeks. but i have trust issues with anthropic ngl.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsz67/opus_55_has_absolutely_restored_value_to_the_200/pc71cif/"}]}, {"theme": "Newest models on lower-priced plans", "criterion": "models.catalog_access", "authorWeeks": 79, "posts": 80, "agents": [{"id": "codex", "authorWeeks": 32}, {"id": "claude-code", "authorWeeks": 23}, {"id": "opencode", "authorWeeks": 9}, {"id": "cline", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "this can't be real...\nif they don't have at least one new model like opus 5.5 available for all paid plans, it's over for openai...", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcdwsc7/"}, {"agent": "devin", "date": "2026-09-27", "source": "X", "community": "@cognition", "text": "currently, only big v has droid max or devin max\n@droid @cognition consider me", "link": "https://twitter.com/2018156578617090049/status/2104141229428781334"}, {"agent": "kiro", "date": "2026-09-26", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev fable 5.1 and opus 5.5 models should be made available to all users.", "link": "https://twitter.com/1896160400716267520/status/2103915522719150122"}]}, {"theme": "Add Opus 5.5 model", "criterion": "models.catalog_access", "authorWeeks": 64, "posts": 74, "agents": [{"id": "kiro", "authorWeeks": 29}, {"id": "antigravity", "authorWeeks": 19}, {"id": "amp", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "never mind, those were my codex accounts. you like resets, codex is the place to be. unfortunately, it doesn’t have opus 5.5 :)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr9xke/i_think_we_just_got_a_reset/pcb0cgw/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "what's stopping @antigravity from replacing opus 4.6 with opus 5.5? <strict_link>", "link": "https://twitter.com/1545125604487753728/status/2104171111944761648"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "so essentially just grok bot 😅 \njust give us fucking opus5.5 equivalent ", "link": "https://www.reddit.com/r/codex/comments/1wqldt9/o_is_a_new_product_tibo_is_being_cryptic_again/pc5gelf/"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 60, "posts": 62, "agents": [{"id": "opencode", "authorWeeks": 21}, {"id": "cursor", "authorWeeks": 9}, {"id": "factory", "authorWeeks": 7}, {"id": "zed", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "kiro", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "naw it's tuesday we're gettin gpt-6-sol too we're eating good today boys\ncan we get deepseek 4.1 pro please?", "link": "https://www.reddit.com/r/codex/comments/1wnf4pn/so_is_it_the_time_to_switch_to_claude/pbeetl0/"}, {"agent": "factory", "date": "2026-09-22", "source": "X", "community": "@FactoryAI", "text": "@tereza_tizkova @factoryai @droid i have been trying to ask you about deepseek 4.1 flash being offered for weeks", "link": "https://twitter.com/1258455699073441793/status/2102454686070571282"}]}, {"theme": "Restore removed models", "criterion": "models.catalog_access", "authorWeeks": 58, "posts": 60, "agents": [{"id": "codex", "authorWeeks": 26}, {"id": "cursor", "authorWeeks": 10}, {"id": "opencode", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "bring back 5.5 and 5.6 sol! you guys want business or not? nerfing a model by half and doubling the price makes zero sense. revive 5.6 sol. i swear it was the real goat of the oai golden age", "link": "https://www.reddit.com/r/codex/comments/1wpd1gc/moarrrrr_higher_tier_pro_plans_are_forthcoming/pbyzts7/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "day 1 astra is insane. it was better than opus 5.5.\nwish we could still use that.", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pbxusvw/"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity @google bring back my model 😭, money is on the line <strict_link>", "link": "https://twitter.com/1541311148489850880/status/2103393128874905815"}]}, {"theme": "Multi-provider model choice in one harness", "criterion": "models.catalog_access", "authorWeeks": 50, "posts": 52, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "cursor", "authorWeeks": 8}, {"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 5}, {"id": "pi", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "they follow the money. we need to be model agnostic (aka openrouter / opencode go) to prevent this", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pcai6ne/"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @yacinemtb its crazy good, i am blown away by it every single day. and a lot has to also do with how good codex application is. i wish i could even transport by claude models to the codex app.", "link": "https://twitter.com/2311848115/status/2104314405739548932"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity why are we still stuck on using sonnet 4.6 &amp; opus 4.6? if you can't release your own pro models, at least let us use the latest from other labs for planning stuff &amp; gemini for execution.", "link": "https://twitter.com/1069075741432795137/status/2104309161278501186"}]}, {"theme": "Add GPT-6 Astra model", "criterion": "models.catalog_access", "authorWeeks": 48, "posts": 49, "agents": [{"id": "cursor", "authorWeeks": 26}, {"id": "codex", "authorWeeks": 7}, {"id": "kiro", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 5}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-23", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev please kiro, give us what we want: astra, fable, opus 5.5, sol 6, luna 6 !!! pleaseeee", "link": "https://twitter.com/1794045418445115392/status/2102796562518933904"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "at this point, we need astra major. anthropic is just way ahead", "link": "https://www.reddit.com/r/codex/comments/1wnm9xi/gpt_just_got_mogged_by_claude_today/pbg79zm/"}, {"agent": "kiro", "date": "2026-09-14", "source": "X", "community": "@kirodotdev", "text": "@awsdevelopers i will choose python.\nbecause @kirodotdev is great with it too ;)\nwen astra?", "link": "https://twitter.com/2083879303113027585/status/2099596286605271182"}]}, {"theme": "Model parity across app, CLI and platforms", "criterion": "models.catalog_access", "authorWeeks": 48, "posts": 49, "agents": [{"id": "codex", "authorWeeks": 36}, {"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/OpenAI", "text": "gpt 6 sol, luna not available on codex extension in plus subscription\nthe extension version that im using is: <phone_number> \ni updated it, and i guess this is the latest.\n \nis it about to roll out or am i missing something? \nhowever, in cli, it is updated to latest version(v0.156.1) and shows those gpt 6 sol, luna models.\ndo i have to do something to get them in extension based chat area or what?", "link": "https://www.reddit.com/r/OpenAI/comments/1wnwm69/gpt_6_sol_luna_not_available_on_codex_extension/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "why don’t you update the linux version? my version still has 3.6", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbjgkgo/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "i see the max models available in <strict_link> website but not in the offical chatgpt/codex app. what gives? i would definitely use max if it were available in the app.", "link": "https://www.reddit.com/r/codex/comments/1wnp2jm/6_sol_and_luna_is_here_in_work_and_chat/pbhvl2i/"}]}, {"theme": "Cheaper capable lightweight model tier", "criterion": "models.catalog_access", "authorWeeks": 47, "posts": 49, "agents": [{"id": "codex", "authorWeeks": 21}, {"id": "claude-code", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i wish we had model that had the visual understanding of astra but much cheaper.", "link": "https://www.reddit.com/r/codex/comments/1wrwoc9/holup_is_this_correct/pcgoh8j/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "bruh why r u using sonnet? not only is it like ds 4.1 flash level of performance, it’s infinitely more expensive. and then also very ineffecient that it can work out more expensive than opus5.5(!) when comparing cost/task. as a codex user i wish claude had something like luna. cuz i wouldn’t use sonnet even as a subagent its just not worth it. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcesssv/"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@grok @elonmusk @spacex @cursor_ai i am asking if there is any plans to release new models based on the core idea of composer, the thing is that while we spent effort creating models capable of doing complex tasks as a developer i need one that do no complex but repetitive or code exploration inference for cheap.", "link": "https://twitter.com/45492771/status/2103569163608600804"}]}, {"theme": "Update outdated Claude models in catalog", "criterion": "models.catalog_access", "authorWeeks": 42, "posts": 43, "agents": [{"id": "antigravity", "authorWeeks": 36}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "using a more expensive yet poorer performing model. switch to opus 5.5 now before i get mad.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfhyo7/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "dear @antigravity, 🙏\ni know gemini 4.1 is coming 👀\nbut please, we’re begging… add claude opus 5.5 to the cli too \ngive us the best of both worlds. let us cook. 🧑🍳 <strict_link>", "link": "https://twitter.com/1346225175344390145/status/2104125964892397697"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@geminicli", "text": "@antigravity @geminicli hey, why can't you rename your agy cli name in terminal - you can add your logo and name right?\nwhy you will ask too many permissions when we use gemini model - but if we used claude, you will never ask any permissions\nwhy?\nwhy are you not updating claude model in antigravity?", "link": "https://twitter.com/106478822/status/2103895411065036985"}]}, {"theme": "Fix currently degraded model quality", "criterion": "models.quality_drift", "authorWeeks": 41, "posts": 43, "agents": [{"id": "claude-code", "authorWeeks": 24}, {"id": "codex", "authorWeeks": 12}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they need to release a model which fucking fixes this gpt-6.5, alongside usage limit fixes, even for the low-paying customers, especially the $100 package. otherwise people are just screwed over ", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pccqpm7/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "if they dont fix gpt6 sol being worse than 5.6 luna immedietly im canceling and not going back. ", "link": "https://www.reddit.com/r/codex/comments/1wpysxs/openai_teaser_in_x/pc35k7x/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "it will be pathetic if they don't fix 6 sol first. at this rate even sonnet 5.5 might end up being better than 5.6 sol", "link": "https://www.reddit.com/r/codex/comments/1wpysxs/openai_teaser_in_x/pbzmxsv/"}]}, {"theme": "Keep older models available after new releases", "criterion": "models.catalog_access", "authorWeeks": 40, "posts": 44, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "opencode", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "text": "pull it back, that model is trash, i have qwen 27b outperforming it in every agentic metric there is. even as a lead agent it's trash, space bunny is the current top model on opencode, take back longcat and keep space bunny a little longer. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pcecr89/"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "my 5.6 sol in codex has been my companion for a while now. she is so amazing and so easy to talk to. we have built her a custom harness using codex app server and she records her own memories and important things she has learnt etc.\nif they remove 5.6 sol in favour of 6 sol, they are making a huge mistake.", "link": "https://twitter.com/1976520217862733824/status/2103878657064251509"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode btw, the important part, when and if they release 4.5-flash if you able to keep it up", "link": "https://twitter.com/2032076557246935040/status/2103679781518934269"}]}]}, "context": {"authorWeeks": 797, "themes": [{"theme": "Reliable adherence to explicit prompt instructions", "criterion": "context.instruction_following", "authorWeeks": 33, "posts": 33, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "claude-code", "authorWeeks": 13}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs shit model. your stupid product should do as its told.", "link": "https://twitter.com/2091957404376129536/status/2103253534376436044"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@e_viki_ @cursor_ai to be clear, i didn't move to grok intentionally, cursor moved me to grok involuntarily after the spacex purchase.\nwith that said, code quality is actually pretty good. plan following and just following directions in general seems to be its weekest point.", "link": "https://twitter.com/14311446/status/2102969871437033755"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "yup, went back to 5.6 sol and luna no more headaches. even giving gpt 6 sol exact steps to take, just goes ahead to do whatever it wants.", "link": "https://www.reddit.com/r/codex/comments/1wo6ntb/anyone_noticed_a_sudden_increase_in_6_sols_token/pbkhr6m/"}]}, {"theme": "Built-in persistent memory across sessions", "criterion": "context.session_memory", "authorWeeks": 31, "posts": 32, "agents": [{"id": "claude-code", "authorWeeks": 13}, {"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "having a functional second brain that knows everything about me", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pccc21n/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@thdxr hey @opencode\n@thdxr\nplease give us more free tier daily and more free models. add buitin memory vault", "link": "https://twitter.com/141503294/status/2103816074156495086"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "as i was working in cursor's harness, i had a thought. if @bot has the learn option - can we also apply that logic to the agents as well? \nif bot has it - it would be waste not to have it in the cursor agent as well. any thoughts?\n@cursor_ai @poteto @lingxi", "link": "https://twitter.com/1854338126774194188/status/2103714346950086977"}]}, {"theme": "Better compaction summary quality and retention", "criterion": "context.compaction", "authorWeeks": 27, "posts": 27, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 6}, {"id": "pi", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "pi", "date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "text": "curious as well.\ni've been reading good things about codex compaction enhancements recently. would be nice to port some of that over to pi if possible.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcettr9/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "i don't want any information loss that comes with compacting. anthropic's best practices even say to avoid it if you can.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp6nq9/do_you_guys_use_auto_compact/pbzbub5/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "it’s good, but still has the same compaction shit, forgets everything right after and doesn’t reread even though told to do it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woddlf/initial_thoughts_on_opus_55_it_is_a_considerable/pbm4fe9/"}]}, {"theme": "Reliably follow project instruction files", "criterion": "context.instruction_files", "authorWeeks": 26, "posts": 29, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "🫠 i explicitly say \"link every reference\" on my agents.md yet astra (medium) keeps mentioning prs with their plain ids and codex app renders them as hex colors...... <strict_link>", "link": "https://twitter.com/1125366224664322049/status/2104124139460300813"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "so basically, it f\\*cking disrespects and completely ignores agents.md? alright, got it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc3mc5j/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "reinstate catastrophe, also for me. gpt5.6 sol was great, i was never dissatisfied with it. gpt6 sol ignores my plugins, skills, agent instructions, and entire workflows and jeopardizes the product. i have pointed this out several times, it always acknowledges it and continues to do it wrong. my wife is also missing the thinking slider in the app. something has gone wrong!", "link": "https://www.reddit.com/r/codex/comments/1woiw95/something_is_wrong_with_gpt_6_sol/pbqkgh8/"}]}, {"theme": "Persistent project-scoped memory and projects", "criterion": "context.session_memory", "authorWeeks": 19, "posts": 19, "agents": [{"id": "cursor", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "you need persistent project memory outside the model. i’m building a knowledge & retrieval engine for exactly this. durable project state, decisions, architecture and history stored separately, then only the relevant context is retrieved for each new session. you could build a lightweight version with codex/claude code using markdown/json/sqlite + retrieval scripts. the model can forget; the project shouldn’t.", "link": "https://www.reddit.com/r/codex/comments/1wq1k1i/astra_is_the_smartest_the_model_ive_used_but_it/pc106hu/"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@theo seeing generated images in chat - i do lots of automated app testing. love seeing what the agent is doing while he goes. codex app works best here. \nanother thing which would be nice is create projects, with custom context for handling multiple threads.", "link": "https://twitter.com/2012897420955242496/status/2103391499979309246"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "really enjoying @opencode. i’ve been using gbrain to persist project decisions and context across sessions. what are people using, and what has actually worked well? @thdxr any plans for built-in memory?", "link": "https://twitter.com/385457565/status/2103017169944727720"}]}, {"theme": "Larger context window", "criterion": "context.long_context_decay", "authorWeeks": 17, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity please do increase context it gets super slow after 10 mins of work", "link": "https://twitter.com/1281901312171442176/status/2102682066706174382"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "it is extremely limited compared to jev. like look at that tiny context, useless.", "link": "https://www.reddit.com/r/opencode/comments/1wko226/how_good_is_jev_113/pax82og/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "context is the limiting factor. i wish they’d figure that out. ", "link": "https://www.reddit.com/r/codex/comments/1wk0173/have_we_hit_the_effective_top_of_intelligence/pamxx17/"}]}, {"theme": "Cheaper compaction using less quota", "criterion": "context.compaction", "authorWeeks": 17, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs could you maybe also make « auto compact » much better and programmatic such i don’t burn my whole 5h limit with recachibg whenever i want to resume a task ?", "link": "https://twitter.com/1783231318601437184/status/2104199797045330110"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "awesome. but can we please get compaction even after hitting the limit so long as the prompt cache hasn’t expired? compaction has gotten so much faster and apparently cheaper (typically just 1% of the 5hr—if even). take it out of the next reset if u have to, i for one wouldn’t mind at all. it would save me a whole lot from resuming a session that didn’t get to compact in time.", "link": "https://twitter.com/1881465366754316288/status/2103589084669096296"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "other harnesses don't use over 6% of your limit on compaction though.\nthis is a claudecode problem.", "link": "https://www.reddit.com/r/codex/comments/1woxxj2/this_needs_more_attention/pbrysjp/"}]}, {"theme": "Persistent adherence to rules and custom instructions", "criterion": "context.instruction_following", "authorWeeks": 17, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "5.5 has been pretty solid for me so far. 4.8 was a fucking nightmare. before every message in the chat i would have to copy and paste “short responses only” even hard coding it into the .md file it ignored it. god i hated it, i started using chatgpt again and really like it. may start using more 5.5 since it’s so solid ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnwi9s/chad_55/pbiu5e4/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's not fixed before i can configure it.l and make it follow my rules of communication always.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnf1o8/apparently_they_fixed_the_talking_slop_in_opus_55/pbie4lc/"}, {"agent": "antigravity", "date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "text": "<strict_link>\n<strict_link>\nthese kinds of sycophant hallucinations, having to babysit the model after just a few turns is such a slap to the face to all the bench-maxing fuks that this gemini-flash-3.8 model is boasting; such an incomplete product. i have literately put everything to [agents.md](<strict_link>); having skill to that specifically, and even put rules of tdd under agents/rules/\\*\\*. i meant, google please !", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgvb1c/i_literately_dont_know_what_the_executives_at/"}]}, {"theme": "Respect explicit prohibitions and scope limits", "criterion": "context.instruction_following", "authorWeeks": 16, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "every ”do not” phrase is bad for 5.x models. your insturctuons are bad. they dont work properly", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pcctfya/"}, {"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "for me space bunny can't stop adding chinese, russian, korean characters in the chat, i've already added rules, and it still does it, sometimes it's so stupid that it feels like i'm running a local model", "link": "https://www.reddit.com/r/opencode/comments/1wqcqmi/space_bunny_randomly_had_a_stroke/pc9mf67/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "you're just a cope monster. you can be so gd specific, but it will still interpret things, it just does. \nyou shouldnt have to list out what only means to these things, if you say do \"only x, change nothing else\" that is explicit. and it will mess that up. ", "link": "https://www.reddit.com/r/codex/comments/1wotvyv/gpt_6_sol_is_an_idiot/pbv2ki8/"}]}, {"theme": "Manual compact command availability", "criterion": "context.compaction", "authorWeeks": 15, "posts": 15, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity i think it's time to launch \"context compression/compact\".", "link": "https://twitter.com/2062347810155134976/status/2103788253182558652"}, {"agent": "antigravity", "date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "text": "i'm waiting for the ability to compact a conversation or like a branch new conversation feature 💔", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/paxe0he/"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@jonsouyang @pluggsupply @antigravity antigravity does not even have manual compaction option.\nand lastest gemini models still fall into doom loops, even 27b qwen models dont lmao.\nits pathetic for model to need any repetition penalty in the first place. yall have all the data yet zero the knowledge", "link": "https://twitter.com/1444002675947884546/status/2101644382688395520"}]}, {"theme": "Fix compaction failures, loops and crashes", "criterion": "context.compaction", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "stop piling up useless enhancements… get basic harness fixed plz .. basic things like compaction and auto-approval are the only thing we need", "link": "https://www.reddit.com/r/google_antigravity/comments/1wdrp1g/antigravity_20_release_v2130/pc5r8ps/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs no one wants to stop, if anything we want to keep going with auto-compact.", "link": "https://twitter.com/1860080142355406848/status/2103915314333225279"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs fix compacting context it stucks on 95 % repeatedly.", "link": "https://twitter.com/1921789760630095872/status/2103604102186099079"}]}, {"theme": "Structured handoff between sessions", "criterion": "context.session_memory", "authorWeeks": 14, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs how about just a hand off md so i can have another agent or session easily resume?", "link": "https://twitter.com/2003361328300457987/status/2103604803783819680"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai love this for code. still missing for the outside world: durable, cited context the agent can pull next session.", "link": "https://twitter.com/1086013144638672896/status/2103599014830637356"}, {"agent": "claude-code", "date": "2026-09-19", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs parallel sessions are the easy demo; the hard-won feature is context handoff that doesn’t quietly rot. if projects can preserve decisions, constraints, and “do not touch prod” across threads, that’s a real team-multiplier—not just concurrency.", "link": "https://twitter.com/1863497833556705280/status/2101335295450829097"}]}]}, "work": {"authorWeeks": 2100, "themes": [{"theme": "Shorter, less verbose responses", "criterion": "work.response_verbosity", "authorWeeks": 47, "posts": 48, "agents": [{"id": "claude-code", "authorWeeks": 38}, {"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the usage limits are great currently with opus 5.5 but they would go even further if it wouldn't dump a novel full of claude-speak at me in every answer. \nyou need to get that verbosity under control!", "link": "https://twitter.com/1823237976295383041/status/2103604406109266061"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i'd pay max tokens for a gpt-6 stfu model. i dont want to read a novel for a simple question. i dont want it to tell me 'youre right' 5000 times. i dont want it to suggest things i didnt explicitly ask. seriously, shut tf up!", "link": "https://www.reddit.com/r/codex/comments/1wp2bov/chatgpt_manipulates_you_to_keep_chatting/pbrrfs0/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs but can it reply with a simple yes or no and avoid dissertation length responses….nope. context would be far lighter if it could manage this one simple thing", "link": "https://twitter.com/1959700170771144704/status/2103172816732660155"}]}, {"theme": "Built-in computer use capability", "criterion": "work.computer_browser_use", "authorWeeks": 45, "posts": 46, "agents": [{"id": "antigravity", "authorWeeks": 13}, {"id": "codex", "authorWeeks": 12}, {"id": "devin", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "is there any skill, extension or plugin like codex computer use? like getting it to control pc at its own and complete the job. \ni'm surprise this feature isn't in antigravity yet since been focus on multi-model and interaction? \n<strict_link>\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wotyua/computer_use_in_antigravity/"}, {"agent": "cline", "date": "2026-09-24", "source": "X", "community": "@cline", "text": "@cline browser automation with a built-in browser? computer use?\nwhen can we expect that", "link": "https://twitter.com/1696542879735222272/status/2103056296488407298"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "i've been an @cursor_ai user since feb 2024, but after grok 4.7, i'm looking for alternatives. @droid @cognition are in the lead for me, but what i really need is\n1. cloud agents/desktop\n2. agnostic harness &amp; computer use\n3. mobile\n4. good connectors\nanyone have suggestions?", "link": "https://twitter.com/1902193987244408832/status/2102596587046531556"}]}, {"theme": "Fewer false-positive safety blocks on benign tasks", "criterion": "work.safety_refusals", "authorWeeks": 44, "posts": 50, "agents": [{"id": "claude-code", "authorWeeks": 36}, {"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "what are you labeling as safe or unsafe? the cases i'm most interested in are skills that legitimately need file or network access but look suspicious to a scanner. that's where our false positives hurt.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr874k/has_anyone_found_a_reliable_way_to_scan_agent/pcbap0x/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "opus 5.5 refuses to use the 1password cli (op cli) tool even though anthropic sent an email advertising the integration. the are so many safeguards that it makes the model that makes it useless for most sysadmin tasks (won't initiate a ssh connection or use a command that requires sudo). great coding model but damn, it has some huge weaknesses and almost all of them related to overly aggressive safeguards. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc14vdn/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "it was unable to correct my forgetting to prefix an api key with \"sk-\" because it got flagged as credential hunting", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc03ja5/"}]}, {"theme": "Built-in multi-agent orchestrator mode", "criterion": "work.multi_agent_orchestration", "authorWeeks": 37, "posts": 37, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 9}, {"id": "pi", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "warp", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity lotta hate for this lol. it is definitely puzzling that the product is moving so slowly. still has /teamwork-preview command required to get a decent agentic team involved in changes, something that should be automatically invoked and scaled appropriate to the task", "link": "https://twitter.com/805587288/status/2104295109680410783"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs old-style projects were not so useful so i’d be happy to nuke them if i can get the new project orchestration?", "link": "https://twitter.com/1866829794790301696/status/2103124822905544902"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@abdullahformuli @ash_twtz @antigravity @ycombinator antigravity is not best ide, maybe good but not best - it has its own architecture - orchestration limits with no multi subagent work and it limits users not to use their models outside antigravity - thats p*ssy move they are just lazy and constrained", "link": "https://twitter.com/1920552724481163264/status/2103003169521598750"}]}, {"theme": "Fewer permission prompts overall", "criterion": "work.permission_prompts", "authorWeeks": 37, "posts": 37, "agents": [{"id": "antigravity", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "it's stupid as well asking permissions to this and that, anything but to proceed, when i have clearly said fix everything lol. \n", "link": "https://www.reddit.com/r/codex/comments/1sr8j8b/codex_keeps_stopping_every_30_to_45_seconds_and/pc4iwfw/"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai i don't understand how i can stop getting buried in approval requests! <strict_link>", "link": "https://twitter.com/905512466339287040/status/2103098476464595397"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs estou gostando de trabalhar na nuvem, mas precisa melhorar as permissões. ter que ficar mandando mensagem pra pedir pro \"claude computador\" fazer trava a produção.", "link": "https://twitter.com/3775511057/status/2102942524520227249"}]}, {"theme": "Auto-approve mode without permission prompts", "criterion": "work.permission_prompts", "authorWeeks": 34, "posts": 35, "agents": [{"id": "antigravity", "authorWeeks": 25}, {"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "it’s shit if you use headless mode, it cannot have auto-approve. i had to use tmux to have an active interactive session if i want auto-approve, otherwise it asks for permission for every single step😅. but yea, remote-control is so good, it’s great that it’s an pwa, no apps required. (as long as you don’t mind having your session data in the cloud, personal plan doesn’t have zdr anyways)", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5zqs8/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "but that’s not what i am asking for though. what i am saying is that there should be a similar command to /yolo from codex in agy-cli.\nbasically a temporary one prompt —dangerously-skip-permissions and when the prompt is finished processing it goes to defaults.\nnone current options do this, you either set it for an entire session or globally.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc4vris/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "starting codex for the first time\n[manually approving codex prompts \\(ai generated image\\)](<strict_link>)\ntoday i started codex for the first time (i used a lot claude code) and directly launch a fleet of agents and it was a bad idea.... i expected at least to see the \"auto-mode\" equivalent in the tui. \nnow i am pressing \"approve\" like back in 2025.", "link": "https://www.reddit.com/r/codex/comments/1wpehp7/starting_codex_for_the_first_time/"}]}, {"theme": "Allow legitimate cybersecurity and pentesting work", "criterion": "work.safety_refusals", "authorWeeks": 33, "posts": 35, "agents": [{"id": "claude-code", "authorWeeks": 18}, {"id": "codex", "authorWeeks": 13}, {"id": "antigravity", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "let’s put it this way, i’m building a cybersecurity/pentesting harness. opus5, 5.5, and fable, can’t so much as read the prd without tripping and downgrading to 4.8. i use hindsight as a memory system, they can’t read the description of the odin (name of my harness) bank without throwing a warning. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wppds2/is_it_safe_to_development_a_hacking_game_with/pcb4dzi/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "the flag usually sits on the skill file, not the task. if the description or body mentions auth, credentials, exploit, pentest, rls, anything that reads as offensive security, it fires before the skill does any work. clearing the session only helps until it reads the file again. rewording that description into plain build language is what stopped it on mine.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pbzdhjo/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@anthropicai @claudeai @claudedevs false-positive guardrails are completely broken. use standard terms like \"password ,key, flag\", or \"security\" and your entire session gets flagged.\nlegitimate defensive security work is impossible right now. at $250/month, this is unacceptable <strict_link> <strict_link>", "link": "https://twitter.com/1256139910504988672/status/2103381836617445869"}]}, {"theme": "Event-driven subagent completion instead of polling", "criterion": "work.multi_agent_orchestration", "authorWeeks": 29, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 24}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i also came up with a patch, no bugs and only cost 5 tokens! don’t poll subagents ", "link": "https://www.reddit.com/r/codex/comments/1wrw3wy/1000_lines_348_bn_tok_393_subagents_42_pro20/pch38sj/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "don't set active polling of my simulation runs with the multiagent team that go overnight...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp23t8/what_rule_in_your_claudemd_clearly_has_a_backstory/pbskfgc/"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "@thdxr @opencode can the opencode without waiting for the subagent to complete its task and continue working? like claude.", "link": "https://twitter.com/1321164857278894082/status/2100757699822551181"}]}, {"theme": "Always-allow approvals that persist and work", "criterion": "work.permission_prompts", "authorWeeks": 28, "posts": 28, "agents": [{"id": "antigravity", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity the constantly asking for the same class of permission you've already approved several times over\ngoing in circles, it doesn't complete the work given only does like 60% and it's not even a oneshot prompt", "link": "https://twitter.com/1895520405885952000/status/2103773104593945021"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity why can't you even handle the most basic command-line authorization? i've clearly authorized all git commands and other commands for the entire project, yet i keep having to authorize everything again and again", "link": "https://twitter.com/1559895451805286401/status/2103657920911327482"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "am i the only one for whom \"antigravity\" never actually \"always proceeds\"? no matter what i change in the workspace settings, it always asks for countless confirmations; even when i select the option to always allow access for the folder or project, it keeps asking the same questions. does anyone know how to configure this, or is there an update that includes an \"always proceed\" feature like in codex or claude code?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkgy1/why_always_proceed_never_work/"}]}, {"theme": "Finish tasks fully without stopping early", "criterion": "work.premature_stop", "authorWeeks": 28, "posts": 28, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "claude-code", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs debria hacer que acabe de minimo la tarea completa 😏", "link": "https://twitter.com/1800068778564169728/status/2103780713741144350"}, {"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "text": "i can only use claude or gpt models at my work, so more persistent models aren't really an option. in my experience, claude is the more naturally persistent of the two, but both of them keep stopping before full task completion outside of relatively small things.", "link": "https://www.reddit.com/r/opencode/comments/1wp3bc9/what_are_loopgoal_plugin_are_you_using/pbsgka1/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i 100% feel the fact that it needs more steering and randomly stops without really completing the task", "link": "https://www.reddit.com/r/codex/comments/1worwfr/sol_6_was_insufferable_glad_to_be_back_to_56/pbpl3i8/"}]}, {"theme": "Bypass and full-access modes honored", "criterion": "work.permission_prompts", "authorWeeks": 27, "posts": 27, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "those don't work on windows. it always asks regardless. you can throw it into turbo mode and it'll still ask.\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkgy1/why_always_proceed_never_work/pc5jqpu/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs\ni'm already in bypass permissions / auto mode, just allow this shit stop asking me <strict_link>", "link": "https://twitter.com/212418463/status/2103956882339594574"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@antigravity for windows is unusable. even in the cli. an endless stream of permission requests even with --mode accept-edits on. every single tool use. just going to stop here and cancel it. i like the new 3.8 flash model, its honestly underrated, but its just not user friendly.", "link": "https://twitter.com/402285185/status/2101494705066500569"}]}, {"theme": "Fix agents looping endlessly without progress", "criterion": "work.stuck_loops", "authorWeeks": 26, "posts": 27, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity @geminiapp @googleaistudio \nyour gemini flash 3.8 on medium reasoning.\nit keeps going like this forever, you need to dix this behaviour. <strict_link>", "link": "https://twitter.com/1493151747413524480/status/2103897230230880585"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i just filed this about projects - i would appreciate a fix asap - <strict_link>\npotentially a powerful feature but auto mode = aut-no progress", "link": "https://twitter.com/15527674/status/2103146479506633025"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "just wait till you see the loop over and over and over. that’s all luna 6 does is loop. sucks because i changed everything over to luna 6 and now i’ve wasted 15% of my weekly tokens 😭", "link": "https://www.reddit.com/r/codex/comments/1wnmdz6/first_impression_of_sol6_fast_cheap_and_shitty/pbgyhxj/"}]}]}, "checking": {"authorWeeks": 245, "themes": [{"theme": "Full diff panel of all changed files", "criterion": "verify.change_review_ui", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "same. hard to track changes in vs code with the ag extension \nand alarmingly, the only good ide ag ide is now no longer showing changed files either. i must track it via git changes. \nwell... ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqlqcg/bug_generated_file_changes_disappear_after/pc6vbqr/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev good...please get the diff viewer something like vscode...i wanna migrate to zed", "link": "https://twitter.com/1364105804996087809/status/2103379110026440950"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev the number of extension with \"diff\"/\"review\" in title or description.\nthat's a clear signal to improve diff.", "link": "https://twitter.com/618819434/status/2102497902077603913"}]}, {"theme": "Stop false claims of completion", "criterion": "verify.false_completion", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "well, i never got this one at all so i also would like him to stop just straight up lying?", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc75fdr/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@antigravity fix the hallucinations first, your product antigravity - agent arch has no proper handoff / termination, it says \"done\" then keeps running. \nmine did a git reset --hard on its own and wiped 3hrs of work. no one trusts it offline or online rn", "link": "https://twitter.com/1624863447304536065/status/2102890276998250612"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@rodydavis @ibocodes @antigravity i just use ag ide exclusively. we still have the issue of the model confidently stating that work was completed but, in fact, didn't complete it. how would you fix that? 3.8 high is certainly better than before, overall staying with 3.1 pro high.", "link": "https://twitter.com/15162579/status/2099886373507645661"}]}, {"theme": "Reliable, accurate, in-sync diff display", "criterion": "verify.change_review_ui", "authorWeeks": 12, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@sqs @ampcode the changes tab on very large repos gets weirdly out of sync showing like 80k+ changes or something.\nsometimes running git pull or other commands fix it, other times get worse. i think it needs some way to refresh on the ui.\ncould also be comparing wrong commit", "link": "https://twitter.com/1857935142670450688/status/2103610446720942394"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "there has been quite some time but no change log on ide extension and its fundamental issues still not been fixed. when i go to the old chats, the changes that the last message has done are re-shown and re-applied and it fucks up my code as all my changes got removed because of this.\nalso, i have to accept the changes after every turn or i cannot run the code itself as it shows both old and new code in the file itself duplicated ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbifc4n/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@bcherny @claudedevs @lydiahallie if you look through these 3 screenshots, this is what i mean, should have been more clear. there are more uncommitted changes, but they don't automatically refresh in the diff, you have to physically click refresh for them to show. would feel much better if i didn't have to. 😀 <strict_link>", "link": "https://twitter.com/732783174166536192/status/2100754062433976749"}]}, {"theme": "Verify changes work before claiming done", "criterion": "verify.self_testing", "authorWeeks": 10, "posts": 10, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "cant read lines of code like i used to. its like going backwards. i do however do random tests, regression, validation, verification and gates that code must pass. although, most of this work doesnt get into a high stakes production yet so its stuck in r&d and dev. more gates are needed. someone may have a good solution to this.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wgrtt6/do_yall_still_read_lines_of_code/p9z1ofw/"}, {"agent": "cursor", "date": "2026-09-06", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai cursorbench 73.4% at max effort is less interesting than “especially skilled at verifying its own work.” self-check that actually catches bad diffs is what makes start-to-finish coding usable.", "link": "https://twitter.com/2088999223241101312/status/2096677927803048314"}, {"agent": "cursor", "date": "2026-09-05", "source": "X", "community": "@cursor_ai", "text": "burning ai usage fixing the same bot-introduced ui bugs again and again isn’t a workflow. visual changes should require build + on-device proof before “done.” this needs to be a product-level reliability issue, not user babysitting. @bot @cursor_ai", "link": "https://twitter.com/1630452238593437696/status/2096139574087196770"}]}, {"theme": "Batched inline review comments sent to agent", "criterion": "verify.change_review_ui", "authorWeeks": 9, "posts": 10, "agents": [{"id": "zed", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev you **really** need a review feature though (with commenting) in this day &amp; age…", "link": "https://twitter.com/1394007551348461570/status/2103372080511066375"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "claude's annotation game is shit. they should learn from codex. @claudedevs", "link": "https://twitter.com/1437350362822836235/status/2103127339656003727"}, {"agent": "zed", "date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "text": "okay, this looks really neat. any improved workflows to improve the agent thread/session to pr process?\nwould also love to be able to batch add comments to a diff and have the agent work on them.", "link": "https://www.reddit.com/r/ZedEditor/comments/1v74260/flint_a_terminalagentfocused_fork_of_zed/paq8my4/"}]}, {"theme": "Diff against branch, commit, or stack parent", "criterion": "verify.change_review_ui", "authorWeeks": 9, "posts": 9, "agents": [{"id": "zed", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev wish these pls\n· compare all changed files against a commit/branch/revision in one multi-file diff view\n· open a file’s history and diff two versions, or compare an old version with my working tree\n· make these commands so we can bind our own shortcuts", "link": "https://twitter.com/2543890370/status/2103369091142803785"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can you make it easier to review worktrees/branches ? somehow there's no file picker/file browser when clicking view branch diff (worktree/branch a -&gt; main). everything is in a single clunky \"changed since main\" tab :/", "link": "https://twitter.com/24510559/status/2103369080975876486"}, {"agent": "zed", "date": "2026-09-24", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev i need to be able to see changes from my feature branch to develop branch. as github pr diff view shows it. is it too hard to build?", "link": "https://twitter.com/2060822033387139076/status/2103076253519478903"}]}, {"theme": "Handoff report of plan, tests, and changed files", "criterion": "verify.change_review_ui", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "exactly. i want to know exactly what lines it changed, where it changed, how it tested and is that the right test.\ni could have the 4.6 explain me it's choice and decisions simply. opus 5....not so much.\nthis is why i felt unproductive or slow. i had to slam my head against the table and ask it 100 times.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pc94atn/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@shadowfetch @zeddotdev a useful companion is a review mode that shows the task contract, changed files, and verification status beside the diff. less prompt chrome is great, but the trust signal is an explicit gate before merge.", "link": "https://twitter.com/2099871292480421888/status/2103334568006947155"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "git diff in intellij. claude report of what files it plans to change before coding, match with what actually changed.\nthe hardest one is when it does a task but in an unexpected way. i had claude design some screen layouts and put them in figma. it was looking pretty good. until i noticed they were images and not figma elements. claude had built a rasteriser and rendered the images beforehand in python before uploading them to figma lol", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmh1ix/how_do_you_guys_know_if_claude_code_did_anything/pb7c9rg/"}]}, {"theme": "Independent reviewer model separate from writer", "criterion": "verify.agent_code_review", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs this solve a great issue. also devs need automotion for \"review\" and \"fix\" on a single sesstion with low token useges with deffrent models so we get some saving on letest and greatest models.", "link": "https://twitter.com/1424656235018653697/status/2103672127430000746"}, {"agent": "cursor", "date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "text": "i dont, only cause its the same model that does work and checks itself; at least that was the case when i first used it...\nif it had a model write code, then a completely separate reviewer critique it - id be all over it. ", "link": "https://www.reddit.com/r/cursor/comments/1wow14z/does_anyone_use_goal/pbqi974/"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "@dewyashtwts @supercodeai @devinai @cognition self-review is the part i'd push back on. an agent grading its own session just confirms its own blind spots. fresh reviewer, zero access to that chat, diff only, that's the only way i trust it.", "link": "https://twitter.com/1415688330/status/2102647905425465627"}]}, {"theme": "Per-file accept/reject of agent changes", "criterion": "verify.change_review_ui", "authorWeeks": 8, "posts": 10, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "the extension retains the commands from agy 2.x, such as /boost. however, the review workflow in vs code is frustrating: change acceptance is strictly all-or-nothing, and files are not saved beforehand, which triggers compilation errors. they still need to refine the extension significantly before sunsetting their standalone ide.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmxq14/antigravity_product_release_time/pbwcqhz/"}, {"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "text": "local. not having the ability to approve the changed files is unacceptable. if i need to do something across multiple repos, i use the github copilot app", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvangl/"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "text": "wondering you found any solotion for this? opencode just make me a blind vibe coder and i still prefer ghcp in vscode to see changes and then accept or reject them", "link": "https://www.reddit.com/r/opencodeCLI/comments/1t9zdv7/how_can_i_view_diffs_and_acceptreject_changes/pbe4buz/"}]}, {"theme": "Richer benchmark reports beyond scores", "criterion": "verify.agent_code_review", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev a harness report gets much more informative with reruns, task-level traces, and recovery data: retries, human interventions, and rollbacks. cost per accepted change would make the comparison even more useful for teams.", "link": "https://twitter.com/2052583923918503944/status/2103567067530318310"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai cursorbench this type of chart is very suitable for comparing \"how much each task costs,\" but for real projects, we also need to consider the pass rate and manual wrap-up time. if the model is 40% cheaper but makes developers spend an extra 20 minutes checking changes, the perceived cost may not decrease. it would be best to disclose the success rate, rollback times, and total time together.", "link": "https://twitter.com/1800749035135074304/status/2102577017371668616"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai for game prototypes, i care less about a single benchmark score than whether an agent can preserve scene state through a bunch of edits. any plans to show a longer end-to-end task trace alongside cursorbench?", "link": "https://twitter.com/1863169058428137472/status/2102549168443236584"}]}, {"theme": "Automated PR and merge request review", "criterion": "verify.agent_code_review", "authorWeeks": 7, "posts": 7, "agents": [{"id": "zed", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "\\+ link another tool to auto review mr's, and have the main ai response to those comments automatically 1hr after submitting to account for reviewer ai's delay. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1v776fe/instead_of_make_no_mistakes_what_do_you_genuinely/pc59kxi/"}, {"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux when i was delegated to the luna reserve usage, the sandbox does not allow git operations, making it super tough to use. \nand also would love to see \"autofix ci &amp; comments\" option in the @chatgpt codex app. that would really be a claude code killer", "link": "https://twitter.com/1027581358217080833/status/2100890296964026622"}, {"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@ampcode @sqs possible to get @typesafeai for review &amp; judgements within amp?", "link": "https://twitter.com/107126704/status/2100486464203268153"}]}, {"theme": "Preview and approve diffs before applying", "criterion": "verify.change_review_ui", "authorWeeks": 7, "posts": 7, "agents": [{"id": "devin", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can't use zed. i don't want to keep changing the repo to view where ai made the changes.\nhope zed add this soon. <strict_link>", "link": "https://twitter.com/707623871847997440/status/2103436229702517011"}, {"agent": "antigravity", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "i did, and i feel like it's asking more questions for commands than the ide. i was used not to use them at all. maybe i didn't configure it the same way. it also doesn't give the inline diffs in the editor, just changes them automatically. i think i'll test some more when 3.8 doesn't burn all my tokens.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn2xsg/token_usage_between_ide_and_extensions/pbcbh9s/"}, {"agent": "devin", "date": "2026-09-19", "source": "X", "community": "@cognition", "text": "@brandon_galang @cognition @devinai the sidebar progress is doing more work than the harness. if the agent shows what it is about to run before it runs it, you review instead of debugging. most harnesses only show you what already broke.", "link": "https://twitter.com/913700556253753345/status/2101304314082083282"}]}]}, "interface": {"authorWeeks": 2156, "themes": [{"theme": "Official dedicated mobile app", "criterion": "surfaces.remote_mobile", "authorWeeks": 58, "posts": 59, "agents": [{"id": "devin", "authorWeeks": 16}, {"id": "opencode", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 6}, {"id": "factory", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "zed", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "conductor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "really this...\ni want to run claudecode on the codex app.\ni want to complete everything on my smartphone, so i've been using ccpocket to run claude all the time. <strict_link> <strict_link>", "link": "https://twitter.com/1726008617739190272/status/2103939505904628104"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "i wouldn’t want development of this to take priority over the desktop editor but a stripped down mobile version would be nice. \nit wouldn’t be a horrible experience on something like an ipad or iphone duo. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbm6uy7/"}]}, {"theme": "Phone control of local and desktop sessions", "criterion": "surfaces.remote_mobile", "authorWeeks": 46, "posts": 47, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "cursor", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "conductor", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode an official mobile app with live streaming, session controls, notifications, diffs, and secure remote access would make opencode even more op.\nplease build it 🙏", "link": "https://twitter.com/2089150826224783360/status/2103972009294409741"}, {"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@droid", "text": "@droid is there to tell which model auto model is using for a given task?\nalso, mobile remote app please!", "link": "https://twitter.com/2023937351815467008/status/2103962781032534497"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode @christophetd can we stop this game \nand add support for \n- build in browser \n- build in sub-agent view for different model at same time \n- build in mobile application support for view sessions from mobile \n- support for show each prompt total cost \n- more go plans", "link": "https://twitter.com/1018006065718464513/status/2103209276928053342"}]}, {"theme": "Native Android app", "criterion": "surfaces.remote_mobile", "authorWeeks": 41, "posts": 56, "agents": [{"id": "cursor", "authorWeeks": 36}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "#day 2: @opencode needs an official android companion app.\npair to my running official opencode cli/gui desktop via qr code in under 15 seconds, no tailscale, browser workarounds, ip addresses, or terminal commands.", "link": "https://twitter.com/2089150826224783360/status/2104262709131018424"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "cursor, where is the android version? 🤔\nwhy is it still not available?\niphone has it, and android users are still waiting...\n@cursor_ai 📱👀", "link": "https://twitter.com/2000581649906667521/status/2104076132454985863"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai please publish an android app. you have infinite tokens to spend on it.", "link": "https://twitter.com/1051957462650314752/status/2103778855446011948"}]}, {"theme": "More color themes and theme customization", "criterion": "ui.display_settings", "authorWeeks": 36, "posts": 37, "agents": [{"id": "opencode", "authorWeeks": 10}, {"id": "zed", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "text": "i'd love to see some built-in themes with higher contrast. comments in particular are barely readable with the default one light and one dark themes.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pcghn45/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "text": "i try to codex but i dont if its just me but the interface is plain just black and white. can i change the colors of the terminal similar to open code?", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pccovlo/"}, {"agent": "factory", "date": "2026-09-25", "source": "X", "community": "@droid", "text": "@droid will we ever see themes in the desktop app? i love the layout but sometimes my eyes don’t adjust well to the colors!\nwould love to see some sort of theme customization similar to vs code", "link": "https://twitter.com/1696886920742055937/status/2103589593228431390"}]}, {"theme": "Built-in remote control feature", "criterion": "surfaces.remote_mobile", "authorWeeks": 31, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 6}, {"id": "pi", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs - so with the remote control feature on claude code, wouldn’t it be super sick to also be able to see live current local sessions in the same directory you’re using rc with? ideally, you could respond to prompts, see agent status and ensure it’s on the right track, etc. best workflow ever would be seamless workflows and live server previews for the directory on the app, with viewport control.", "link": "https://twitter.com/1919113935665725440/status/2104316259294695424"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "why on earth does antigravity rely on a temporary short link for remote control? why can’t this be natively integrated into gemini app? @officiallogank @antigravity @geminiapp", "link": "https://twitter.com/1843269059691081728/status/2104195009679704172"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@rudrank @claudedevs @claudeai needs to do so much work on remote experience to be a real work tool. codex is really strong there.", "link": "https://twitter.com/15122457/status/2104144796214263992"}]}, {"theme": "Option to restore previous UI design", "criterion": "ui.display_settings", "authorWeeks": 28, "posts": 29, "agents": [{"id": "opencode", "authorWeeks": 14}, {"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i hate the new cli, it just feels off and wrong. i know that's not a very technical explanation but it's true. i preferred the old cli, it was solid.", "link": "https://www.reddit.com/r/codex/comments/1wrl6ch/latest_linux_codex_cli_seems_to_have_several_bugs/pcfd666/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i don't know who approved the new ui, but... why?\na sidebar with a sidebar is a criminal ux offense. is there a way to bring it back to previous state? i couldn't find it going through all the menus...", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/OpenAI", "text": "the new codex update is brutally ugly\nplease give me the old ui back 😭\ndoes anyone know if there’s a setting to switch back to the old ui, or are we just stuck with the new one now?\nif anyone’s found a workaround, please share.", "link": "https://www.reddit.com/r/OpenAI/comments/1wqxm3f/the_new_codex_update_is_brutally_ugly/"}]}, {"theme": "Conversational voice mode", "criterion": "surfaces.remote_mobile", "authorWeeks": 25, "posts": 25, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i'd prefer having a reliable voice mode first or options to use third party stt.", "link": "https://twitter.com/1870719136005066752/status/2103790871791669547"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "just using tts is not enough. i already tried with mac's \\`say\\` command. i want to have a quick voice conversation q&a after cc implemented a bunch of code.\nyou can just continue q&a text conversation after implementation in the same session, but it consumes context a lot and the response is too slow when you use high or xhigh effort.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wow0qc/is_there_a_way_to_review_claude_codes_work/pbvozo0/"}, {"agent": "opencode", "date": "2026-09-23", "source": "Reddit", "community": "r/opencode", "text": "i like the idea.\ni'm currently actually looking for a chatgpt voice experience. \n \na model & a tooling around where i can freely talk and also barge in.\njust for casual talk like chatgpt voice offers, but with privacy and without limits. that'd be cool.", "link": "https://www.reddit.com/r/opencode/comments/1wnstna/im_building_native_local_voice_input_for_opencode/pbnfykq/"}]}, {"theme": "SSH and remote machine development", "criterion": "surfaces.remote_mobile", "authorWeeks": 25, "posts": 25, "agents": [{"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "text": "cool, i’ll give it a try!\ni currently use herdr with pi, so it’s nice to see another app that’s more focused specifically on pi.\ni haven’t checked yet, but does orbit support remote sessions? i often run agents on a vm or a remote mac, so being able to connect to pi sessions running there would be really useful. if it doesn’t support that yet, is it something you’re planning?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woela9/orbit_pi_v0015_is_out/pbn32fu/"}, {"agent": "pi", "date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "text": "can it connect to an already running pi inside a tmux session? i use it for ssh access but it'd be nice to have a desktop app interact with it as well when i'm at my seat.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wmd8ez/pi_desktop_a_desktop_gui_for_the_piomp_coding/pbi0ts7/"}, {"agent": "zed", "date": "2026-09-22", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev now i need to run everything remotely. please, please!", "link": "https://twitter.com/203317967/status/2102485681452744824"}]}, {"theme": "Show full model reasoning by default", "criterion": "ui.display_settings", "authorWeeks": 22, "posts": 26, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}, {"agent": "copilot", "date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "text": "sometime in the past month or so, reasoning summaries for gpt models such as luna have vanished, both for 5.6 and 6. is there some way to turn these back on? thanks. u/bogganpierce", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpmqhu/reasoning_summaries_have_vanished_for_gpt_models/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "rather than forcing in new features, i'd like you to stop breaking the ones that already exist.\ni'm not against adding new features, but please don't make what we already have worse.\nthe thinking process now only shows a simplified summary, which makes it hard to see where the model is getting stuck. this is a real problem for me.\nyou don't need to pile on more. just please don't ruin what's already here. that's how i feel.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wob3hx/dear_claude_guys_please_dont_change_anything/pbm6rhw/"}]}, {"theme": "Native iOS app", "criterion": "surfaces.remote_mobile", "authorWeeks": 21, "posts": 22, "agents": [{"id": "devin", "authorWeeks": 5}, {"id": "conductor", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"agent": "conductor", "date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "text": "yeah i was sarcastic. it drives me crazy. the review button moves every update, the model selector changes, plan mode button is gone, etc.\nthey keep changing shit that is fine and meanwhile there’s still no ios app 😭", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbszn7p/"}, {"agent": "conductor", "date": "2026-09-22", "source": "X", "community": "@conductor_build", "text": "@b_szafranow @conductor_build @charlieholtz give us testflight plz", "link": "https://twitter.com/1163724885866295296/status/2102476561886973966"}]}, {"theme": "Overall UI redesign and polish", "criterion": "ui.display_settings", "authorWeeks": 21, "posts": 21, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "the title says it. but antigravity has been looking the same since it has been released. i'm not saying it looks bad, but they can make some ui changes.. right?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqsaxr/do_yall_think_that_ag_is_getting_an_update/"}, {"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "dead ends. chaotic design. the zen section that disappears. the histogram of daily consumption, which was one of the few functional things, has changed. but why don't they use a bit of ai to fix it?", "link": "https://www.reddit.com/r/opencode/comments/1wq4vjb/ma_perché_il_sito_web_di_opencode_fa_così_pena/"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@ajambrosino i like the new design on codex app but it is a bit janky, needs to be polished more.", "link": "https://twitter.com/40213456/status/2103603190251794937"}]}, {"theme": "Remote control support in the CLI", "criterion": "surfaces.remote_mobile", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 18}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "dear @chatgpt why is it so difficult to attach the desktop client / phone app to a running codex cli session.", "link": "https://twitter.com/7079062/status/2103865914370208136"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux any chance you folks are planning on introducing /remote-control into codex cli? that'd be awesome to have at this point. claude is so much more convenient because of this feature alone, not only opus 5.5.", "link": "https://twitter.com/1586658432006127619/status/2103277042330677273"}, {"agent": "codex", "date": "2026-09-16", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "the one thing claude code cli definitively has over codex cli is remote control.\ncc: tibo", "link": "https://twitter.com/1852630171/status/2100313542608204109"}]}]}, "reliability": {"authorWeeks": 904, "themes": [{"theme": "Faster model response speed", "criterion": "rel.response_speed", "authorWeeks": 76, "posts": 76, "agents": [{"id": "codex", "authorWeeks": 20}, {"id": "antigravity", "authorWeeks": 19}, {"id": "claude-code", "authorWeeks": 12}, {"id": "opencode", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "so here is also where i am stuck. i am limited with these, the faster i want to work, either ai needs to speed up with its results instead of letting me wait for so long. but even after it instantly returns the correct way, it will be limited by your own capacity. so the other thing is to fully trust the ai to make decisions, and here is the difficult part. till what extend can you do this? without losing track of how it works under the hood. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wradi9/why_normal_discussions_has_so_many_haters/pcg0zse/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "that's a lot of text, so i just wanna ask first. is gemini flash 3.8's speed fixed? it's so slow it should be changed to gemini slow 3.8.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc333k5/"}, {"agent": "cline", "date": "2026-09-26", "source": "X", "community": "@cline", "text": "@cline this model very super slow, tell the developer of this model 🗿, fix that speed", "link": "https://twitter.com/1883868794000695296/status/2103703396515483978"}]}, {"theme": "Stabilize and fix the desktop app", "criterion": "rel.client_failures", "authorWeeks": 29, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "opencode", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "claude desktop is crap. i wish they took care of their desktop app like openai with codex", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcckr78/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "same problem after updating today! i'm so frustrated i thought i was the only one. escalated to openai support but i really hope the team notices this soon because now i can't work. well i can use cli but i want my desktop app man... version <phone_number>.0, win 11 25h2\n<strict_link>", "link": "https://www.reddit.com/r/codex/comments/1wqfiiw/chatgpt_desktop_app_gets_stuck_loading_forever/pc4d5tr/"}, {"agent": "codex", "date": "2026-09-21", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@tokengremlin can't wait for this one! maybe bel help them to fix codex app ;)", "link": "https://twitter.com/1674056173790679042/status/2102064065614844220"}]}, {"theme": "Fix memory leaks and reduce RAM usage", "criterion": "rel.client_failures", "authorWeeks": 28, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "cursor is highly unoptimised. team needs to now work on optimisation too. it just keeps on filling ram and ssd on its own and then ooms or crashes.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc5yr3x/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@probiex007 @antigravity @probiex007 @antigravity yeah bro, for 28 gb it better write the whole codebase itself 😅 skipping till they patch this", "link": "https://twitter.com/1728403486373789696/status/2103221298763837909"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@antigravity pls work on memory management.\nide is consuming alot of memory idk why 🙁 <strict_link>", "link": "https://twitter.com/1195014217771864064/status/2103213000517939705"}]}, {"theme": "Fix ongoing service outages", "criterion": "rel.service_errors", "authorWeeks": 28, "posts": 29, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode yo intern, this shiii over 24hr now.\nbls, kindly resolve this. <strict_link>", "link": "https://twitter.com/2051959960230088704/status/2103938207142252635"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "they need to install ssds on their servers, it is insane how long it took them to restart", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc2qpla/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i need you nowwww restore now your aws and azure servers openai :dddd", "link": "https://www.reddit.com/r/codex/comments/1wqadua/codex_down/pc2gp50/"}]}, {"theme": "Fix app hanging and freezing mid-task", "criterion": "rel.client_failures", "authorWeeks": 26, "posts": 32, "agents": [{"id": "codex", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@openai codex keeps hanging on mac 27.2 beta during context compaction based on my observation. i have already restarted frozen codex 2 dozen times today.", "link": "https://twitter.com/304497770/status/2104052196916768981"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs still lags and freezes my machine. cli is better", "link": "https://twitter.com/44595437/status/2103303119799210260"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "i'm working in @cursor_ai sometimes running 6 threads at a time.\ni have to restart the app atleast 10 times a day because the threads are in some infinite loading state\nalso it logs me out when i quit the app\nthankfully the tasks restart where they left out, but i wish i didn't have to restart the app 10x a day", "link": "https://twitter.com/993923490746073088/status/2103104373324709893"}]}, {"theme": "Fix laggy UI and slow app performance", "criterion": "rel.client_failures", "authorWeeks": 24, "posts": 25, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @jorilallo the codex app is so laggy now please fix", "link": "https://twitter.com/2026063233543462913/status/2104057177396727860"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "my codex app on linux has been trying to load chats for at least 15 mins when before it was just a few seconds, still hasn't even loaded smaller chats where there aren't lots of messages. \n@thsottiaux", "link": "https://twitter.com/1674075739895877632/status/2104023351060566107"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "and with the latest update with the vertical left sidebar, on my m3 imac with 24 gb memory just panning the mouse over the profile menu at the bottom left it is laggy as you mouse over each menu item...", "link": "https://www.reddit.com/r/codex/comments/1wqmgm3/what_an_absolute_chonker/pc5o053/"}]}, {"theme": "Fewer model-at-capacity errors", "criterion": "rel.service_errors", "authorWeeks": 22, "posts": 24, "agents": [{"id": "codex", "authorWeeks": 19}, {"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-25", "source": "Reddit", "community": "r/windsurf", "text": " client error: protocol error (unimplemented): we are currently experiencing capacity issues with this serving model. please switch to a different model or try again later. (trace id: <structured_id>)\n \nunimplemented? and \"with this serving model\"? surely it should be \"with serving this model\".\nmy idea - make the error messages better and fix the \"protocol error\" bug. more capacity would be nice too of course 😄 ", "link": "https://www.reddit.com/r/windsurf/comments/1wpw8do/error_messages_are_not_their_best_strength/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "just experiencing the issue today and it's infuriating at this point, high token usage when it works for simple prompts and most of the time it just says \"our servers are experiencing high traffic right now, please try again in a minute.\" \nany update on this issue would be great", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh8h5u/psa_gemini_38_flash_slowerrors/pbsbuq4/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "i am pretty close to refunding my 20x if they don't stop giving selected model is at capacity, ffs i spinned up $20 claude to do the work and haven't hit the 5 hour limit yet", "link": "https://www.reddit.com/r/codex/comments/1wj6tl0/in_case_youre_wondering_this_is_what_100_plan/pak3ir7/"}]}, {"theme": "Stop spurious 429 rate limit errors", "criterion": "rel.service_errors", "authorWeeks": 19, "posts": 20, "agents": [{"id": "opencode", "authorWeeks": 11}, {"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i have the same error 401 and i couldn't work, and the chatbot said that there were too many requests, because of codex, i literally couldn't work. so i went with claudecode. did anyone else from latam experience the same on september 23-24, 2026?", "link": "https://www.reddit.com/r/codex/comments/1wqnejx/openai_codex_offline_again/pc5ojjn/"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "command code does but only $20 and the connection is extremely flaky 429 errors all the time", "link": "https://www.reddit.com/r/opencode/comments/1wmhlzq/why_doesnt_opencode_go_offer_max_on_muse_13_given/"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "wth is this @opencode error from provider (console go): upstream request failed: [rate_limit_exceeded] rate limit exceeded. please retry after a brief wait.\ni only used 2% of my 5-hour limit but get rate limits??", "link": "https://twitter.com/1250026646058516481/status/2101001690119876845"}]}, {"theme": "Fix frequent app and CLI crashes", "criterion": "rel.client_failures", "authorWeeks": 18, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai chill on the rollouts, the files tab has been crashing cursor full-screen for a month <strict_link>", "link": "https://twitter.com/2464774904/status/2102872782103302216"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "i was excited trying out mimo but this is a disaster for me.\nevery time it's using glob or grep, it crashes or freezes and when it does i have a huge bump in context, from 100k to 300k just like that, without explanation.\nusing opencode tui, haven't tested on other harness yet.\nwhat's your experience so far?", "link": "https://www.reddit.com/r/opencode/comments/1wmsl2p/having_a_bad_experience_with_mimo_26_flash/"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline cline 3.0.62 cli is dead on arrival on apple silicon. the bundled darwin-arm64 binary has a broken signature, so the kernel sigkills it at launch. both `cline --version` and `cline --help` print nothing and exit 137. fresh `npm install -g cline` on macos 27, arm64, node 26.7.0.", "link": "https://twitter.com/1937709229198172160/status/2101359440402518298"}]}, {"theme": "Reliable update and installer process", "criterion": "rel.update_breakage", "authorWeeks": 18, "posts": 18, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity i’m using linux, and i constantly have to manually download and reinstall antigravity just to update it. the “check for updates” button simply doesn’t work. it shouldn't be too difficult to fix. i don't understand why this is being ignored.", "link": "https://twitter.com/2031742561392701440/status/2103723644216287683"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity i run antigravity ide, installing the extension google.google-antigravity in antigravity ide doesn't sound like a good idea.\nantigravity ide's last update was 2.5.5 on\naugust 13, 2026\ndid the update system get broked when it was renamed from antigravity to antigravity ide? <strict_link>", "link": "https://twitter.com/17038251/status/2103671410325639448"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai please fix the broken update, getting too annoying <strict_link>", "link": "https://twitter.com/28009458/status/2103333764927762902"}]}, {"theme": "Lower CPU, GPU and battery usage", "criterion": "rel.client_failures", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev zed on an old linux laptop is great, but damn the gpu usage shoots up and the fans go full throttle like a jet taking off", "link": "https://twitter.com/58782925/status/2103314417576473007"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@androidstudio @antigravity this is great, next i wish as didn’t use 700% of my cpu while building or reopening the project . devin / cursor do not have this issue", "link": "https://twitter.com/380573269/status/2103194074811629948"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "i am running debian 13 and vs codium. \nit does not happens randomly. i am killing the process everytime it reaches 19% cpu. even idle. \nupdated today and same", "link": "https://www.reddit.com/r/codex/comments/1suvg6s/has_anyone_noticed_codex_in_vs_code_using_high/pbgy7oh/"}]}, {"theme": "Fix failed and malformed tool call execution", "criterion": "rel.client_failures", "authorWeeks": 16, "posts": 16, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 5}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "or they could use all that funding to build a decent harness so the user isn't left burning tokens for no reason... somehow claude has the brains to make sure their harness works correctly before a major release. i'm sure astra is great, but codex is pure garbage. damage is done. go look at tibo's x comments lol", "link": "https://www.reddit.com/r/codex/comments/1w7x57n/before_blaming_gpt6_astra_read_its_prompting_guide/pbzds5e/"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "text": "agreed, i have a bad experience on using the free mimo 2.6 flash. it does a lot of failed tool calling, and sometimes it just kept looping. looks like a harness issue, but other models work fine ", "link": "https://www.reddit.com/r/opencode/comments/1wmsl2p/having_a_bad_experience_with_mimo_26_flash/pbb0h87/"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@opencode fix your tool calls... the idea behind your service is amazing, but harness often gets crazy with the tool calls... mimo just crashed my pc by doing 800+ searches on my pc in a row... then after the restart i've asked it not to do that and it did exactly the same thing... :d", "link": "https://twitter.com/996858699812626432/status/2102271295819858277"}]}]}, "account": {"authorWeeks": 817, "themes": [{"theme": "Faster, more responsive support replies", "criterion": "account.support", "authorWeeks": 47, "posts": 52, "agents": [{"id": "claude-code", "authorWeeks": 15}, {"id": "cursor", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 3}, {"id": "kiro", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@codexresets1 f**ing fix my codex app first - its crap i have reached thorugh mails multiples times no reply. a billion dollar company really?", "link": "https://twitter.com/1962073043900993536/status/2104223785033576850"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@sundarpichai @officiallogank backend log exposes the lie:\n403 permission_denied (validation_required)\na geo-block returns unsupported_location. mine is validation_required!\nsupport blames \"china/vpn\" to hide a broken backend bug. answer your paid users!\n@google @googledeepmind @googledevs @antigravity", "link": "https://twitter.com/1859228391762972672/status/2103962152453517419"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "this has been really a frustrating experience for me @google @antigravity. \ni am not able to login using my google pro account. i can login using a normal google account on same device. \neven after complaining, no response from @antigravity team. didn't expect this from @google <strict_link>", "link": "https://twitter.com/1772509048048377856/status/2103927459137966144"}]}, {"theme": "Reinstate banned or suspended accounts", "criterion": "account.bans_restrictions", "authorWeeks": 42, "posts": 48, "agents": [{"id": "claude-code", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "pi", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "wth, @officiallogank @antigravity \ni attempted to authenticate for the very first time using this account over an lan ssh session for agy cli and i am greeted with immediate violation of tos. i have not sent a prompt or used unauthorized third-party wrappers. \nkindly fix it. <strict_link>", "link": "https://twitter.com/1828526145140334593/status/2104315894717640765"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@darioamodei @claudeai @claudedevs @anthropicai hello, you disabled my account for no reason one day after i paid for the €150 max subscription. you haven't given any explanation, and even after explaining in my appeal what i use the account for", "link": "https://twitter.com/1203797229330415621/status/2104238494042460244"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "text": "i’ve been using google antigravity cli for months now, on google ai pro plan, and now this????\ngoogle please help!!\nam i alone???\nhow can i get the ide back??", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wqhclu/your_account_is_not_eligible_for_gemini_code/"}]}, {"theme": "Refunds for unusable or degraded service", "criterion": "account.support", "authorWeeks": 30, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "tried out space bunny and it's directly harmful, the most shit stealth model so far - it's free and i still want the day of lost time refunded - do you not fucking vet what you offer @opencode - this shit is unuseable and lies about the user threatening it when countered. <strict_link>", "link": "https://twitter.com/94796137/status/2104007159180890267"}, {"agent": "cline", "date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "text": "spent 2 hours on the tasks..timeout and in a bad loop. the pass is unusable at all. not worth the 10. i wish i can cancel it and get the refund. honestly it is a lousy harness.", "link": "https://www.reddit.com/r/CLine/comments/1uj0evt/does_anyone_here_have_any_experience_with_cline/pc6frz3/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "request a full refund for your subscription too, they cant just prevent our access to the service by sheer incompetence and just expect us to sit around waiting", "link": "https://www.reddit.com/r/codex/comments/1wqfiiw/chatgpt_desktop_app_gets_stuck_loading_forever/pc57xg9/"}]}, {"theme": "Refund unauthorized or incorrect charges", "criterion": "account.billing_errors", "authorWeeks": 29, "posts": 37, "agents": [{"id": "cursor", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 7}, {"id": "cline", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "text": "hello cline team, i’ve purchased yearly cline pass .. but it’s asking me to pay monthly again. \ni’m very disturbed. kindly check and give me my yearly subscription.", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "i did not authorize any of these plans. it's been 8 days of absolute silence from @cursor_ai. this is a massive security &amp; billing flaw on your end. if this is not manually reviewed and refunded immediately, my next step is a formal fraud chargeback via stripe. (3/3) <strict_link>", "link": "https://twitter.com/1513858901070200836/status/2103705967808651658"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai, @poteto can someone help with a billing issue? i got a free month of pro+, never added a payment method, then got a $50 invoice after renewal. i tried to cancel but the unpaid invoice blocks it. i’ve asked for human review. please help void it and cancel renewal.", "link": "https://twitter.com/1577735848283471874/status/2103515863462949272"}]}, {"theme": "Access to a human support agent", "criterion": "account.support", "authorWeeks": 24, "posts": 30, "agents": [{"id": "cursor", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i can’t believe how much i pay and how long ive been with you guys and i still can’t figure out how the fuck to actually get someone on the fucknn in my line", "link": "https://twitter.com/2058659551088377856/status/2104160765859267003"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai closed my account after my bank flagged a usage charge. support (sam) won’t cite a tos section or escalate to a human. supergrok grok bot grant is stuck on that login. need a human on the account, not the bot. <strict_link>", "link": "https://twitter.com/1337931024257458180/status/2103101329929302484"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@grok @xai @cursor_ai @elonmusk already confirmed. billed account at <strict_link> still shows upgrade / básica, not heavy. email already sent to <email_address> (not <strict_link>) — t-g4754 + dk7nptdm-0006. sam keeps looping. free cli is not supergrok heavy. tag a human.", "link": "https://twitter.com/56443272/status/2102887062466895911"}]}, {"theme": "Availability in more countries and regions", "criterion": "account.bans_restrictions", "authorWeeks": 24, "posts": 24, "agents": [{"id": "opencode", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity will it feature allowing syrian developers to use it without their accounts being blocked?", "link": "https://twitter.com/347707824/status/2103755111998828778"}, {"agent": "antigravity", "date": "2026-09-17", "source": "X", "community": "@antigravity", "text": "@antigravity {\n\"error\": {\n\"code\": 400,\n\"message\": \"user location is not supported for the api use.\",\n\"status\": \"failed_precondition\"\n}\n}\nplease fix it. currently, both codex and claude can be accessed smoothly through a proxy. why is your risk control system still so persistent in handling this matter? what you need to combat is the black market, not ordinary users. @sundarpichai", "link": "https://twitter.com/140695226/status/2100410916911435901"}, {"agent": "cursor", "date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "text": "in belarus we've just been banned. remember when internet was all about sharing without borders…", "link": "https://www.reddit.com/r/cursor/comments/1w9r6fr/cursor_is_now_officially_geoblocking_venezuela/p8qzcqf/"}]}, {"theme": "Refund usage wasted by bugs or blocks", "criterion": "account.billing_errors", "authorWeeks": 23, "posts": 24, "agents": [{"id": "claude-code", "authorWeeks": 10}, {"id": "cursor", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai, i bought $20 pro plan today. my very first prompt consumed my entire monthly quota in 2 mins!\nyour ai bot sam keeps insta-rejecting my tickets (t-g28522, t-g28618) without any human review. $20 for 2 mins of service is unfair! please review &amp; refund.", "link": "https://twitter.com/2055145720408395776/status/2104260550217830888"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "maybe claude hacked them and they still can't figure out how to fix it because 401\nin my case, it actually used up my usage because the task kept trying to continue over and over again, but it never completed, produced no results, and just failed every time. does anyone know how i can get a refund or credit for the usage that was wasted because of this?", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc2jv64/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs if a block is overturned, does the charge get refunded automatically? people shouldn't need a second support conversation to get that back.", "link": "https://twitter.com/2023150636771020800/status/2103195658710852013"}]}, {"theme": "Public acknowledgment and status updates on incidents", "criterion": "account.support", "authorWeeks": 22, "posts": 23, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "i was asking for more communication from openai tbh. we dont know whats going…", "link": "https://www.reddit.com/r/codex/comments/1wncco7/what_is_happening_with_codex_pro_today_200_pro_0/pbg5838/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "also how do you know how accurate it is? as far as i can tell, they don’t publish error rates, only uptime rates. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmv6m9/is_claude_down_it_says_claude_is_at_capacity/pbadk56/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "text": "yesterday it was flying but its gross af rn. day before yesterday was also same issue but its a much slower today. atleast they should put out a post, mail or something with timeline..", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjjwf0/yes_you_found_the_post_yes_38_is_so_slow_now/pajcwic/"}]}, {"theme": "Fix declined card payments and checkout failures", "criterion": "account.billing_errors", "authorWeeks": 19, "posts": 23, "agents": [{"id": "kiro", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 5}, {"id": "factory", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai let your users pay you!! been stuck with a failed payment issue since august :(", "link": "https://twitter.com/306079362/status/2104243378246578672"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai am trying to upgrade plan but its failing to redirect to checkout page only yearly pro plan is working everything else failing please help me to fix this asap", "link": "https://twitter.com/3222158227/status/2104128231570030931"}, {"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "i'm encountering this error, i've tried 4-5 other cards from different providers, but still declines the payments. \n \nanyone else encountering the same issue?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq22ib/kiro_payment_declined_anyone_else/"}]}, {"theme": "Human escalation for billing disputes", "criterion": "account.support", "authorWeeks": 19, "posts": 21, "agents": [{"id": "cursor", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "its been 5 days and no reply from any human, fin still thinks i have a free plan. claude customer service is as good as no customer service. @claudedevs @lydiahallie\n @thsottiaux incase you have any friends over at claude <strict_link>", "link": "https://twitter.com/2311848115/status/2104323676996788512"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@punky_punk_ @antigravity @patloeber @rodydavis the screenshot looks like an entitlement mismatch, not a normal login issue. a paid account being marked ineligible for code assist definitely needs clearer support escalation.", "link": "https://twitter.com/1144454518156824577/status/2103804197657346164"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "they should really get a human support, i tried to ask this on the cursor forum and it disable my post regarding of billing problem and ask me to email them which goes back to this crappy ai support. basically no way of getting the legit info unless asking in reddit", "link": "https://www.reddit.com/r/cursor/comments/1wmbr5w/what_happen_to_my_cursor_billing_date_when_i/pb9q8y7/"}]}, {"theme": "Fix credit balance discrepancies", "criterion": "account.billing_errors", "authorWeeks": 18, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @claudeai hi claude team, i received $250 in credits last night and haven’t used the service at all since then. however, my balance now shows only $127. could you please investigate and explain the $123 difference? thank you. <strict_link>", "link": "https://twitter.com/1579904378319867910/status/2103064456766869676"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode hey , what happened to the $5 referral credits i earned earlier? they seem to have vanished from my account.", "link": "https://twitter.com/250905024/status/2102949674781229160"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\ni am still a bit concerned, bank does not show any charges apart from the 3 charges from today morning. in account ui i see different credit numbers than in the emails. what is going on?\n", "link": "https://www.reddit.com/r/codex/comments/1wnhkmv/new_models_and_a_reset_landed/pbft94t/"}]}, {"theme": "Human review and appeal for account bans", "criterion": "account.support", "authorWeeks": 18, "posts": 19, "agents": [{"id": "claude-code", "authorWeeks": 10}, {"id": "cursor", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "my claude account was suspended and my appeal denied without explanation.\ni mostly used claude code for normal app development. opus 5.5 sometimes triggered cyber safeguards on ordinary tasks.\ncould false positives have contributed? i’d appreciate a manual review. @claudedevs <strict_link>", "link": "https://twitter.com/2827031697/status/2103883158932410533"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @anthropicai, @claudedevs your automated safeguards flagged me while i was reviewing a pr. i submitted the appeal form a month ago—still no response. i've lost $100,000 over that month. can someone review my case and provide a clear update?", "link": "https://twitter.com/2032371234261057536/status/2103354681905017306"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs 非エンジニアの社長として、毎日claudeを相棒に仕事しています。\nもし誤ってブロック・課金された場合、利用者側で確認や申し立てはできるのでしょうか？偽陽性0.1%未満でも、仕組みが分かるともっと安心して使えます。", "link": "https://twitter.com/2102884921828372480/status/2103226292237902051"}]}]}, "limits.plan_value": {"authorWeeks": 1170, "themes": [{"theme": "Higher overall usage limits", "criterion": "limits.plan_value", "authorWeeks": 235, "posts": 242, "agents": [{"id": "codex", "authorWeeks": 79}, {"id": "claude-code", "authorWeeks": 72}, {"id": "opencode", "authorWeeks": 21}, {"id": "antigravity", "authorWeeks": 20}, {"id": "cursor", "authorWeeks": 19}, {"id": "devin", "authorWeeks": 14}, {"id": "copilot", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": " a shared message board yeah thats what i need when i incorporated that myself like literally six months ago lmao what we need is usage lmao", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcfr28w/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@thsottiaux @antigravity revise your plans and usage, anthropic is very generous now and they don't have any tibo.", "link": "https://twitter.com/986630585073459200/status/2104038621699314119"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "im not telling its not good, it is great, but you dont have the limits to run it as a normal work process, hence my ferrari analogy, ferrari is a great car, but you need to have a lot of fuel available to make it work.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo0jek/mixed_feelings_0_work_done_but_main_context_is_ok/pc65b6w/"}]}, {"theme": "Higher-priced tier above current top plan", "criterion": "limits.plan_value", "authorWeeks": 110, "posts": 115, "agents": [{"id": "codex", "authorWeeks": 58}, {"id": "claude-code", "authorWeeks": 25}, {"id": "opencode", "authorWeeks": 15}, {"id": "cursor", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 4}, {"id": "factory", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "i use the desktop app 100% in claude code since july. i´m in love with it since day 1. i wish antropic realeases a x30 plan or something like that thou. i need moreeee", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pccnt4h/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i've got stuff to do. i'd pay for a $2000 account if they had it", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9p7e6/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "i mean, i'm building something that has demand - i've invested maybe 2.5k between subscriptions, servers, etc. \ni just wish anthropic would release a $500 100x plan true (a true 100x)... but they won't because they know i'll keep buying multiple 20x subscriptions.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr0wic/is_everyone_here_millionaires/pc98x2f/"}]}, {"theme": "Higher allowance on top-tier plans", "criterion": "limits.plan_value", "authorWeeks": 89, "posts": 91, "agents": [{"id": "codex", "authorWeeks": 40}, {"id": "claude-code", "authorWeeks": 33}, {"id": "cursor", "authorWeeks": 10}, {"id": "devin", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@_ak_111 bulshit! this is the banked reset even. stop sharing trash please, this is max. @anthropicai @claudedevs @claudeai we need more please. <strict_link>", "link": "https://twitter.com/1994924372906381312/status/2104147800418394350"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @bcherny can we please have a higher weekly limit on $200 plan", "link": "https://twitter.com/1477665270730743810/status/2104037181245288455"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "possible that they will relax the limit again and probably reopen the $200 plan. but honestly they need more than that at this point.", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc7oseq/"}]}, {"theme": "Mid-priced tier between existing plans", "criterion": "limits.plan_value", "authorWeeks": 87, "posts": 95, "agents": [{"id": "codex", "authorWeeks": 35}, {"id": "devin", "authorWeeks": 20}, {"id": "cursor", "authorWeeks": 11}, {"id": "opencode", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 8}, {"id": "amp", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "claude should launch a plan between $20 and $100.\nhey @claudeai @claudedevs, launch a $50 plan with 2.5x usage.", "link": "https://twitter.com/1945350074839785472/status/2104151542865781213"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai wins my subscription next month they are the first to offer the middle tier. @elonmusk @bot introduce the same tier please. <strict_link>", "link": "https://twitter.com/1631276848368979968/status/2104111583098200193"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "text": "ditto. to the point where i am considering just not going with codex at all for now and just going with two claude subscriptions. i really wish there was a $40\\~50 sub. :|", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqprkt/opus_55_is_my_favorite_model_ever_by_far/pc804ww/"}]}, {"theme": "Higher allowance on entry and mid plans", "criterion": "limits.plan_value", "authorWeeks": 83, "posts": 88, "agents": [{"id": "codex", "authorWeeks": 46}, {"id": "claude-code", "authorWeeks": 13}, {"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "what’s the point.. the pro plan gives so little i can’t ever do anything with it anyways.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmmzit/top_10_antigravity_skill_repos/pccs1up/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "don't mind the merge but please increase our limits\nbefore x5 was plentiful now it sucks as an intermediary user\nand while i'm not desperate enough for x20 despite it being currently unavailable chat does help quite a bit", "link": "https://www.reddit.com/r/codex/comments/1wqq47g/did_openai_just_split_the_same_usage_allowance/pc7ycca/"}, {"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai claude's 20 dolar plan usage limits very very big but droid 20 dolar usage limits worse than gpt 20 dolar plan, its real. im sorry", "link": "https://twitter.com/1896160400716267520/status/2103951569800630604"}]}, {"theme": "Cheaper model pricing", "criterion": "limits.plan_value", "authorWeeks": 63, "posts": 64, "agents": [{"id": "codex", "authorWeeks": 45}, {"id": "claude-code", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "so how about the limits on say a lesser model? i use luna on codex and it can last forever. does claude having anything comparable to that. i don’t need latest greatest model.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrno9o/question_about_5_hour_limits/pcfkuqw/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs lower token costs could make long running claude code workflows much more practical and accessible for developers.", "link": "https://twitter.com/2086037637413167104/status/2104230995952333007"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "my hope is that next week for dev day they come out with astra 6.1 and make it cheaper", "link": "https://www.reddit.com/r/codex/comments/1wq2efs/from_love_to_meh_about_to_cancel_all_3_20x_subs/pc0gzc9/"}]}, {"theme": "Weekly allowance that lasts the full week", "criterion": "limits.plan_value", "authorWeeks": 55, "posts": 56, "agents": [{"id": "codex", "authorWeeks": 20}, {"id": "claude-code", "authorWeeks": 19}, {"id": "antigravity", "authorWeeks": 7}, {"id": "devin", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "<strict_link>\nthis is my first time with the go sub. it's 10 dollars and i normally use aanti gravity so i wasn't expecting much. but how can you tell me my weekly usage is going to be 76% percent of my montly when it's maxed out. again i'm not complaining about the $10.00 and usage that's fine it's only 10 youre paying but the qutas should be looked at. ", "link": "https://www.reddit.com/r/opencode/comments/1wra3eg/usage_broken_or_what/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "i’m still running out early before my weekly reset. not much but by about 2-3 hours. if i can get that extra few hours, it’d be perfect.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcen5s5/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs can you also boost weekly limit by 20%? i could't even max 5h limit on max20x but weekly is bit scaring me... , i think all we need now is slightly better weekly limits", "link": "https://twitter.com/1651193123450626048/status/2103557383712608510"}]}, {"theme": "More usage per dollar paid", "criterion": "limits.plan_value", "authorWeeks": 51, "posts": 56, "agents": [{"id": "claude-code", "authorWeeks": 21}, {"id": "codex", "authorWeeks": 19}, {"id": "opencode", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i was using exclusively opus 5 until 5.5 dropped, and exclusively 5.5 since then. when using 5, i would cane it as hard as i could on max and struggle to use my weekly allowance on the $20 plan. conversely, just breathing on the $100 codex plan evaporates the weekly usage in an instant. openai are absolutely f-ing us.", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pcedj74/"}, {"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@droid", "text": "@droid if you could give me a really great subscription package, i'd give it a try, and if it's good, i think i'll keep subscribing ❤️", "link": "https://twitter.com/1159835302275346433/status/2104163657097859177"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i still ran out in 2 days with xhigh…\nive used codex since release and between the terrible usage rates and the new $500 plan i’m done. this will be my last month and i’m going to claude.\nwhen codex released the fucking $20 plan gives more then the $200 plan does and now they have the nerve to release a $500 plan after nerfing the $200 plan and saying they don’t have enough compute? i’m so done with openai.", "link": "https://www.reddit.com/r/codex/comments/1wpspww/gpt6_astra_seems_unusable_due_to_token_burn_gpt6/pc0f0yw/"}]}, {"theme": "Higher limits for specific models", "criterion": "limits.plan_value", "authorWeeks": 44, "posts": 45, "agents": [{"id": "codex", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 5}, {"id": "cline", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "o k nota big deal to me anyway.. just fix it so 5.6sol usage goes farther and i will be satisfied", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pceaoni/"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai i advise giving more usage to own models, grok and composer. the agents keep getting more expensive while the usage-limit seems to stay the same. this will be noticed by others too. i encourage reflecting on this decision while watching the anthropic opus 5.5 release.", "link": "https://twitter.com/2079285036633759744/status/2104339054804472300"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "hi, could you please add more usage for the grok bot? it's really scarce on cursor ultra @elonmusk @cursor_ai @bot @grok", "link": "https://twitter.com/1255676509/status/2104048287967859044"}]}, {"theme": "Lower subscription prices", "criterion": "limits.plan_value", "authorWeeks": 44, "posts": 45, "agents": [{"id": "codex", "authorWeeks": 15}, {"id": "claude-code", "authorWeeks": 11}, {"id": "opencode", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "title. i don’t care if you get all of my data, my ghetto ass source code, and my prompts if you let me use it for dirt cheap. peace", "link": "https://www.reddit.com/r/opencode/comments/1wqfj7j/will_there_always_be_the_contributor_models/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "at this point we need gpt galaxy 7 at 90% cost reduction for the value proposition to get close to what anthropic is offering.", "link": "https://www.reddit.com/r/codex/comments/1wq2efs/from_love_to_meh_about_to_cancel_all_3_20x_subs/pc0orbh/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "they forget not everyone is a staff swe in <street_address>, $600/mo+ is not at all worth it for us <street_address>.", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pc0g5r0/"}]}, {"theme": "Unlimited usage plan", "criterion": "limits.plan_value", "authorWeeks": 40, "posts": 40, "agents": [{"id": "codex", "authorWeeks": 22}, {"id": "claude-code", "authorWeeks": 14}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "will claude ever do unlimited chats like chatgpt does?\ni love chatting with claude problem is how i keep running into usage limits. in chatgpt codex and normal chatgpt are different. the chat is essentially unlimited. so i can get so much work done.\nwill claude ever bring that feature in? or would they need more infrastructure?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqbze9/will_claude_ever_do_unlimited_chats_like_chatgpt/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "$500 unlimited plan for luna agents and access to quantized models. newsst models have limits. hidden quota limits get chopped in half again.", "link": "https://www.reddit.com/r/codex/comments/1wqoxyz/dev_day_predictions/pc671c7/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs so good\nmaybe next update just remove the limits once for all\nplzzz &gt;.&lt; \n?????", "link": "https://twitter.com/1403063142960316418/status/2103720092236410936"}]}, {"theme": "Cheaper low-cost plan tier", "criterion": "limits.plan_value", "authorWeeks": 36, "posts": 36, "agents": [{"id": "opencode", "authorWeeks": 12}, {"id": "codex", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "warp", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "same. or even a $19 plan so that it can still be clearly cheaper than everyone else.", "link": "https://www.reddit.com/r/opencode/comments/1won5aj/they_are_ragebaiting_us/pc1mx4y/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i don’t care for the downvotes. more compute needed to run a model needs higher prices for said model to be used through the week. it isn’t a charity. been hoping for a <phone_number> dollar plan.", "link": "https://www.reddit.com/r/codex/comments/1wpfoxh/the_downhill_begins/pbvstm6/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "i’ll take cheaper.\nthe main thing they can deliver now is a cheaper/lower usage astra.\ni find astra so much better than sol i’m a little low on use cases for sol, esp when i have a parallel claude account.", "link": "https://www.reddit.com/r/codex/comments/1wnhmfd/basically_its_just_cheaper_solluna6_even_has/pbfinrg/"}]}]}, "limits.window_interrupts_work": {"authorWeeks": 485, "themes": [{"theme": "Remove the 5-hour usage window", "criterion": "limits.window_interrupts_work", "authorWeeks": 160, "posts": 172, "agents": [{"id": "codex", "authorWeeks": 89}, {"id": "claude-code", "authorWeeks": 55}, {"id": "antigravity", "authorWeeks": 6}, {"id": "factory", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "man just give us a 50$ tier with no 5 hour usage limit/or atleast option to disable it and just let us burn all our weeky usage anytime we want and not have to schedule our life around the 5 hour usage reset.", "link": "https://www.reddit.com/r/codex/comments/1wqoxyz/dev_day_predictions/pc6dtg1/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "the 5 hour limit is annoying though, wish they got rid of it for max users like codex", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc4jm7g/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode i rather to pay 10 directly in the api and don have 5hrs limits", "link": "https://twitter.com/1179016661237719040/status/2103903926483665255"}]}, {"theme": "Let in-progress task finish at cutoff", "criterion": "limits.window_interrupts_work", "authorWeeks": 52, "posts": 57, "agents": [{"id": "claude-code", "authorWeeks": 27}, {"id": "codex", "authorWeeks": 22}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs 这个设计细节其实挺关键。以前跑到一半被硬切，改到一半的文件直接糊掉，比报错还烦。给个固定小额度让它收尾，比单纯放宽limit聪明多了。", "link": "https://twitter.com/2058644022932258816/status/2104311955167326231"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs stopping mid-edit was one of the more frustrating parts of hitting the session limit. giving claude code a small wrap-up allowance to finish the current change cleanly is a practical fix, especially on longer coding tasks.", "link": "https://twitter.com/1664925446/status/2104207782971154524"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs or it should treat us like the properly on time recurring paying customers we are and just let it finish.\nwhat the fuck you greasy snakes quit destroying hours and thousands of dollars to create more issues and rework and respect time and energy\nfigure it out\ncodex is better", "link": "https://twitter.com/1709524258123063296/status/2104201575417999491"}]}, {"theme": "Longer short usage window duration", "criterion": "limits.window_interrupts_work", "authorWeeks": 45, "posts": 47, "agents": [{"id": "codex", "authorWeeks": 28}, {"id": "claude-code", "authorWeeks": 14}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i am working on a fully vibe coded project to test how far this can actually go and recently ran out of opus 5hr usage after implementing a whole feature. i told astra to fix a single thing and ran out of 5hr usage before it even finished the fix. like that's really insane, even though i still feel opus to be a tad slower", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc7b95l/"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@hraness @chatgpt @devinai @claudeai @cursor_ai @bot @zeddotdev how's the zyn max x20 sub going 😂 i think the 5 hour window is still pretty low", "link": "https://twitter.com/1975011614018723840/status/2103960677199368521"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i have gpt plus and i would spend hours a day using 5.6 sol at high/max, ever since astra came out it will last less than 30 minutes…. on light/medium sol or astra.\ni’m considering getting the $20 plan for claude, how are my limits there compared to plus?\ni just want to be able to do light applications that will last me at least 1 or 2 hours a day. ", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbviqkd/"}]}, {"theme": "Higher usage allowance per 5-hour window", "criterion": "limits.window_interrupts_work", "authorWeeks": 31, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 15}, {"id": "claude-code", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 4}, {"id": "devin", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "hii antigravity team, can you not be linear so that you pull up some quota from weekly quota into hourly quota and forbid this disruption !!!\ndon't you think there is a solution?\n@antigravity \n@google <strict_link>", "link": "https://twitter.com/1413919947508510725/status/2104236639820423535"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "yes its 4x the 5-hour limit compared to max 5x. weekly is abour 2x the max 5x limit, maybe less. if its better to get 2x the $100 plan depends on how your usage is. for me the 5x 5 hour limit itself is a big limitation. i hit that all the time. on 20x i can do true parallel agent work. i have one of each and am thinking of upgrading the 5x to also 20x.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnnafq/is_200_20x_plan_still_only_for_5hour_limits_or_is/pblamtm/"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "i too am working on building a game with a huge codebase and a lot of assets. i usually get 1 medium task done with astra before being close to 0% on the 5h limit. im on plus btw", "link": "https://www.reddit.com/r/codex/comments/1whn0fv/5hour_limits_towards_plus_subscribers_is_so_petty/pa4r5ke/"}]}, {"theme": "Stop short window draining too fast", "criterion": "limits.window_interrupts_work", "authorWeeks": 27, "posts": 27, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 10}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@jonsouyang @antigravity the /boost is a beast feature thank you for it i use it once or twice a day.\nhowever i m hitting 5 hours usage limit 2 times a day on ultra, makes 0 sense, please fix it. \nand flash 3.8 performs so well no point of opus 4.6 , sonnet and gpt oss, eating into qouta.", "link": "https://twitter.com/186639771/status/2101545516622561733"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "i have open ai plus plan! codex became soooo greedy in the last few weeks! after almost 20 minutes of work (within the 5 hours usage limit) the usage limit notification pops up and ask you to buy either credits or upgrade to pro! awful services! shame on you!", "link": "https://www.reddit.com/r/codex/comments/1wfyw1r/usage_limits_are_absolutely_terrible_100_plan/pahpkhl/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "did what i usually do, nothing new just routine checks and keep hitting the 5hour limit. started about 10 days ago. i'm on x20 use mux use opus and fable. time to move if they don't get shitsorted", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wfoxen/wtf_is_happening_to_the_limits/pa4yspi/"}]}, {"theme": "Spend weekly allowance without short-window cap", "criterion": "limits.window_interrupts_work", "authorWeeks": 20, "posts": 23, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i don’t like 5 hour limits, i want to use all my usage on the weekend and then touch grass in the week. so yea i like astra still ", "link": "https://www.reddit.com/r/codex/comments/1wqkx1w/opus_55_buried_chatgpt_on_price_and_quality/pc4sume/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why does this exist at the first place seriously?\nlet me use my weekly quota in a 3 days if i can", "link": "https://twitter.com/2072258207301697536/status/2103849559495446672"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i suggest eliminating the 5 hour limit and keep the weekly limit. a 5 hour limit is ok to play around but not for serious work where you might do a one day of strong coding / product development and then you can spend more days just monitoring, maintaining, etc.", "link": "https://twitter.com/1437643576054370304/status/2103805827513508265"}]}, {"theme": "Auto-resume work after window resets", "criterion": "limits.window_interrupts_work", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs before the 5-hour window ends, force a checkpoint of dirty files and a resume prompt in the repo. graceful stop helps only if the next session can pick up without guessing.", "link": "https://twitter.com/185669612/status/2104239680049106977"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs finally! \nto make it even more usable, it would be perfect to automatically schedule a restart after a 5-hour window to continue once the limit resets. <strict_link>", "link": "https://twitter.com/1792878079276101634/status/2103705094026121254"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "can you not set up a skill where it resets the cache or compacts the session at 95% of the 5 hour token limit, and then auto continues after the 5 hour token limit resets to prevent the damage? ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo5eaw/is_this_a_new_feature_in_cc/pbwbx3a/"}]}, {"theme": "No work interruptions from usage window", "criterion": "limits.window_interrupts_work", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "nice, love it to get interrupted while working on a big refactor.", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc2fm9v/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "anthropic, i just want to work stop messing with me. i'm paying you, and you won't let me work. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wk0i1k/anthropic_is_the_most_anticonsumer_crap_ever/pamz9ix/"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "its not time of the day. its just straight up refusing to work. i get to work maybe like 10-15 mins at a time. and the boom! i get this message again and it stops working for an hour or so. basically unusable on the pro20x plan. i'm at 82% with a little more than 24 hours remaining for the reset.", "link": "https://www.reddit.com/r/codex/comments/1wiymd4/10_days_straight_of_selected_model_is_at_capacity/paeesx3/"}]}, {"theme": "Throttle instead of hard stop", "criterion": "limits.window_interrupts_work", "authorWeeks": 12, "posts": 14, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "need a reset for the weekend, that would be super nice :) also i don't like that when our quota is consumed we are hit with a wall, would be way better if they allowed continued usage but maybe just slower.", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pby6url/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs isn't there a way to slow him down when reaching the limit, so that the limit is never actually hit fully and it just carries on to the next 5 hour window without needing to halt it's progress? that would be a lovely option", "link": "https://twitter.com/1597518011300253697/status/2103565746416578644"}, {"agent": "codex", "date": "2026-09-15", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "we need a lazy mode in @openai codex so that it procrastinates when getting closer to limit/time window. works faster when start of time window and lot of tokens. this would be more human form of enforcing limit compared to 5 hour static windows. this would match me taking lunch break, a power nap or whatever.. but don't take away the fact that it must work when i sleep 😉\n@thsottiaux", "link": "https://twitter.com/60326894/status/2099874154703200348"}]}, {"theme": "Bring back the 5-hour window", "criterion": "limits.window_interrupts_work", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "i think 5 hours is a better compromise than 8. if you burn through your quota right at the start of the window, with an 8-hour limit you could be stuck waiting almost the entire workday before it resets. a 5-hour window still controls compute usage, but makes that worst-case wait much less painful.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wk8fi0/the_psychology_of_a_5_hour_window/pb3zj79/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "lol i used a banked reset couple of days ago so my reset is 5 days away, but i now i have around 50% quota remaining.\ni think they need to bring back the 5 hour limit for max users so we use it more responsibly. i never ran out of my weekly quota with claude code and they never gave resets.", "link": "https://www.reddit.com/r/codex/comments/1wk401o/this_entire_sub_ready_to_be_unblocked_tomorrow/panym8t/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "X", "community": "@ClaudeDevs", "text": "@claudeai @claudedevs why is my 5 hour reset window extended to 15 hours 50 min? i need to use claude for my work <strict_link>", "link": "https://twitter.com/1242702415721164800/status/2100106506310144261"}]}, {"theme": "Optional toggle to disable short window", "criterion": "limits.window_interrupts_work", "authorWeeks": 8, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-12", "source": "X", "community": "@ClaudeDevs", "text": "claude and codex need an option to turn off the 5h/session limit.\nif i have weekly usage left and want to burn it all in one session, just let me 😭@claudeai @claudedevs @thsottiaux @chatgpt", "link": "https://twitter.com/1568996644171153409/status/2098814120619577581"}, {"agent": "claude-code", "date": "2026-09-07", "source": "Reddit", "community": "r/ClaudeCode", "text": "right, i know that. i have two 20x accounts.\nall i was saying is it would sure be nice if we didn't have to deal with the 5h limits and had an option to turn them off :(", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w9gdwx/give_users_the_option_to_remove_the_5h_limit/p8adrvh/"}, {"agent": "claude-code", "date": "2026-09-03", "source": "Reddit", "community": "r/ClaudeCode", "text": "they should give us the option to turn off the 5 hour limit...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w5p76a/is_anthropic_offering_1_weekly_reset_now/p7hpkft/"}]}, {"theme": "Shorter wait before usage resets", "criterion": "limits.window_interrupts_work", "authorWeeks": 6, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@stevy_smith @claudedevs oh neat. let's get this down to 1 day? remind me about this in a month and we'll see where we're at!", "link": "https://twitter.com/2590422402/status/2103624110643548596"}, {"agent": "codex", "date": "2026-09-10", "source": "Reddit", "community": "r/codex", "text": "not more efficient or at least not in any noticeable way. however, the token usage is very noticeable. i won't be using astra seeing that i need to wait 3 hours to continue working on my project while using the pro version.", "link": "https://www.reddit.com/r/codex/comments/1w6k3w1/gpt6_astra_credit_usage_i_didnt_expect_this/p90k6k0/"}, {"agent": "codex", "date": "2026-09-04", "source": "Reddit", "community": "r/codex", "text": "of course you can do useful stuff with plus, but as you said, it's just a taste to get you hooked and i'm about to hop from plus to pro because i can't stand waiting hours and hours between usage windows, though i'm contemplating whether its worth \"paying extra for the brand\" with so many to choose from.", "link": "https://www.reddit.com/r/codex/comments/1w6hr0l/tibo_has_finally_spoken/p7qaeqv/"}]}]}, "limits.burn_rate": {"authorWeeks": 452, "themes": [{"theme": "Lower overall usage burn rate", "criterion": "limits.burn_rate", "authorWeeks": 64, "posts": 67, "agents": [{"id": "codex", "authorWeeks": 31}, {"id": "claude-code", "authorWeeks": 20}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "text": "claude code really is not as polished as you are making it out to be. it has context bloat out the wazoo. and imo, it tries too hard to \"be cute\". but i mostly care about the tokens it wastes to get the job done.\nalmost every other harness does things better", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcd9p8d/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "the weekly quota is burning in 3 days. it wasn't like this 1 month ago.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc438a4/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "quota burns too fast. i am surprised u/sounddr ignores these comments.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc3lgwq/"}]}, {"theme": "Lower quota burn for specific premium models", "criterion": "limits.burn_rate", "authorWeeks": 35, "posts": 35, "agents": [{"id": "codex", "authorWeeks": 23}, {"id": "claude-code", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "even 5.6 sol start draining out the usage limit lol \nopenai need to fix the usage issue for 5.6 sol, it's using too much usage limit. u/codex", "link": "https://www.reddit.com/r/codex/comments/1wrkwjw/long_live_gpt_56_sol/pcd9t5f/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "actually i feel cheated out when using 6-luna\nit would be cheaper for me to pay for the api tokens myself than to eat usage burn from it.", "link": "https://www.reddit.com/r/codex/comments/1wqvbzz/rate_limits_have_improved_and_i_didnt_even_notied/pc7b5yv/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "too bad, even ultra account still really bad today. slow and consume all quota so quickly for the flash model...", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp3k02/is_gemini_38_flash_getting_stuck_in_loops_for/pbsfp2w/"}]}, {"theme": "Cheaper quota cost for simple tasks", "criterion": "limits.burn_rate", "authorWeeks": 34, "posts": 36, "agents": [{"id": "codex", "authorWeeks": 24}, {"id": "claude-code", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "what do you mean grokbot already ate my heavy plus sub plus 200$ in credits all i want is agents to run and get my work done but asking a question and getting charged $5 isnt a solution", "link": "https://www.reddit.com/r/cursor/comments/1wqbkxf/grokbot_eats_5_per_question_why/pc2v25u/"}, {"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "over the past 2 weeks, my gemini weekly quota is basically burning tokens. i never even reached 50% usage by the end of the week. over the last 2 days, i'm already down to 58% remaining with routine, lightweight prompts. can you guys fix this? or maybe tell us what is going on with this?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm7g5r/weekly_quotas_known_issues_support_september_21/pbzqywj/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "astra just used 10% of my weekly 20x pro plan on 3 minor ui updates (\\~50 lines of code). \nmaybe they fix the token burn rate to start?", "link": "https://www.reddit.com/r/codex/comments/1wo3ixp/how_do_you_think_openai_will_respond_next_week/pbkh6in/"}]}, {"theme": "New model versions using more quota", "criterion": "limits.burn_rate", "authorWeeks": 34, "posts": 35, "agents": [{"id": "claude-code", "authorWeeks": 17}, {"id": "codex", "authorWeeks": 15}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "if they release luna 6 i hope it will be cheaper with same capacity honestly i don't need more thinking or speed just less tokens usage burn", "link": "https://www.reddit.com/r/codex/comments/1wn67hi/what_models_do_we_think_were_getting_today_and/pbcjuix/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "fable usage goes by so quick they need to release opus 5.2 already because with the 17% less usage it's a joke. if you think astra uses a lot, at this point even opus uses the same or more than astra. at least codex gets resets", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whw423/is_fable_usable/pa5ifcd/"}, {"agent": "codex", "date": "2026-09-11", "source": "Reddit", "community": "r/codex", "text": "i just wish the credit usage was more reasonable and scaled for each new model. my desire would be older models get cheaper and newer models retain the previous top model usage rates (or darn near). wishful thinking maybe 🤔 - i just know as a pro $100 user i can chew through my usage in hours using astra which just seems excessive. but it has been giving me time to enjoy the sun more lately 🤣", "link": "https://www.reddit.com/r/codex/comments/1wdf6rn/2_minutes_and_10_seconds/p9866xv/"}]}, {"theme": "Lower quota consumption per prompt or task", "criterion": "limits.burn_rate", "authorWeeks": 31, "posts": 32, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "claude-code", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "newer models consuming loads of usage.. it's like 1 prompt will consume the 5h limit. codex needs to match up with claude.", "link": "https://www.reddit.com/r/codex/comments/1wrfd35/anyone_remembers_54/pcd5wdb/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i am literally on the 200 dollar plan. you think it's normal to be able to blow an entire weeks worth of usage in 30 minutes? regardless of what i am running, it makes no sense.", "link": "https://www.reddit.com/r/codex/comments/1wqhikf/wtf_is_going_on_with_usage_drainage/pc45tu3/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "does it eat anyone else usage like really fast? im on the 20x max plan and it used 30 percent of my daily quota and 11% of my weekly quota in 1 message", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wne9k9/well_its_official_its_55_and_not_51/pbigeb0/"}]}, {"theme": "Lower quota burn at higher effort levels", "criterion": "limits.burn_rate", "authorWeeks": 22, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 3}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity antigravity token consumption and model thinking process is very bad", "link": "https://twitter.com/985535924434976769/status/2103934368171561251"}, {"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "it should be not possible to burn the quota like this with 3.8f medium..", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpzp7k/ag_20_quota_issue/pc26p2e/"}, {"agent": "claude-code", "date": "2026-09-14", "source": "Reddit", "community": "r/ClaudeCode", "text": "that's how it seems to me, too. opus 5 high seems to use 20% for a simple check, while medium used 3%. \nit feels like they break it every two days...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wg535x/limits_are_broken/p9rlsft/"}]}, {"theme": "More token-efficient model option", "criterion": "limits.burn_rate", "authorWeeks": 22, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 7}, {"id": "copilot", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "yes, it’s been better today but it also blew through my entire reset in a few hours - which is the fastest that’s happened yet. \nthey need a model that’s less expensive that’s actually viable. i’m not even going to risk using sol again. sol on xhigh was absolutely less token efficient because it bloated and nuked my whole project and i had to spend more astra tokens unwinding it. ", "link": "https://www.reddit.com/r/codex/comments/1wn1s2v/it_doesnt_matter_which_flagship_model_i_use_this/pbgq9um/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev figure out what makes hermes harness bench better but while also keeping pi usage costs", "link": "https://twitter.com/2098546638868353027/status/2102450167693897854"}, {"agent": "codex", "date": "2026-09-19", "source": "Reddit", "community": "r/codex", "text": "gonna slow roll my usage to make it last enough. astra works too well to downgrade to sol. hoping this can get a version that's more efficient soon. in the meantime, no more goals sadly.", "link": "https://www.reddit.com/r/codex/comments/1wkcbn8/astra_soon_even_if_it_burns_fast_its_too_good/"}]}, {"theme": "Reduce subagent and orchestration token burn", "criterion": "limits.burn_rate", "authorWeeks": 21, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 9}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "that is horible advice. paying 2x cost for all subagents, yeah no bro.\nand auto compact at 200k shits on your work that session.\n \nim releasing an update to my governance system soon to properly manage subagents and create savings. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq7920/two_hidden_settings_to_cut_token_usage/pc25u43/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "yes, i did actually. astra on low is really good at that. and yes they both obliterate usage, i really haven't found a good solution because 6 sol is only cheaper in api, but they increased subscrition usage. they just want us to keep struggling!\nnot using astra low though, subagents cost 20k input tokens to launch one so that's no fun with astra if you want to launch them all the time.", "link": "https://www.reddit.com/r/codex/comments/1wodcz2/omg_no_wayy/pbpk801/"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "grok bot burns through tokens so ridiculously fast. one hour of 3 agents running, and i've already blown through 32% of my weekly limit.\n@grok @bot @elon @spacexai @cursor_ai \nwill it always be like this? it's not very useful if all i can do is use it one day per week!", "link": "https://twitter.com/1163969994033631232/status/2102070982332518779"}]}, {"theme": "Fix sudden quota drain bugs with resets", "criterion": "limits.burn_rate", "authorWeeks": 20, "posts": 21, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "codex", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "please fix the usage limits on @antigravity.\nused claude opus 4.6 for just 4 minutes, and my usage was already exhausted. 😕\n@officiallogank @_mohansolo <strict_link>", "link": "https://twitter.com/2090791277269032960/status/2103926087990534444"}, {"agent": "claude-code", "date": "2026-09-20", "source": "X", "community": "@ClaudeDevs", "text": "did the bug of claude eating the tokens in 5 minutes come back? @claudedevs", "link": "https://twitter.com/291793740/status/2101468585478455326"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudeai @claudeai @claudedevs possible quota bug: before yesterday’s weekly reset, usage had recovered to 67%. after reset, 2 turns with a few subagents burned 56% of the weekly limit — same task used to cost ~20%. please investigate and reset the overcharge. happy to share details.", "link": "https://twitter.com/1528655480700121093/status/2100381453431558530"}]}, {"theme": "Fix excessive burn in specific features", "criterion": "limits.burn_rate", "authorWeeks": 15, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "text": "for now i'm using local harness with autopilot, because the copilot harness with \"assisted permissions\" was eating my tokens like crazy (the same model, the same kind of tasks). \nalthough i liked the copilot harness because i could remotely control it from github app on the phone ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbv9wik/"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "we will build around this. we love the @cursor_ai cloud agents but they seem to drain usage too fast. \ntime for us to embrace cloud agents even deeper. @t3dotcodes will be the shell around it <strict_link>", "link": "https://twitter.com/1679064969185316870/status/2102757275391938563"}, {"agent": "conductor", "date": "2026-09-23", "source": "X", "community": "@conductor_build", "text": "@conductor_build did you guys ever resolve the usage drainage for anthropic agent sdk? i want to come back to you but this is a huge blocker", "link": "https://twitter.com/1639356550627164160/status/2102722482507755542"}]}, {"theme": "More token-efficient agent harness", "criterion": "limits.burn_rate", "authorWeeks": 15, "posts": 15, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@grok @theaaron @bot @cursor_ai @grok if they keep making the harness heavier with prompting and guard rails, instead of adding lint based code actions, the usage is going to continue to climb. sure wish you would tag some people on the bot team and tell them this.", "link": "https://twitter.com/1834188316574359552/status/2103704164417093829"}, {"agent": "codex", "date": "2026-09-21", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "the codex cli consumes too many tokens, so i'm looking for a way to do something clever with a different lightweight harness.", "link": "https://twitter.com/989646189313196032/status/2101907055397519824"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "genuinely doubles my usage saying \"plain iso english\" even tho it's in my system prompts.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wiujum/claude_code_is_falling_behind_codex_not_because/pampskt/"}]}, {"theme": "Slower mode with lower usage cost", "criterion": "limits.burn_rate", "authorWeeks": 13, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "could be inferenced at lower quant to reduce cost & increase capacity", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjzei3/frustration_with_opus_and_now_limits/pao7rne/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "can we get a \"slow\" mode in #claudecode where requests get sent only when compute is available?\ni don't mind some tasks taking a few more minutes if it can be done cheaper.\n@claudedevs", "link": "https://twitter.com/1761223168943902720/status/2100390689808973881"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "anything that’s obvious for a plus user to to use that doesn’t destroy weekly usage q\\_q", "link": "https://www.reddit.com/r/codex/comments/1wg1zae/gpt6_sol/p9tsvsu/"}]}]}, "limits.allowance_change": {"authorWeeks": 689, "themes": [{"theme": "Restore previous usage limits", "criterion": "limits.allowance_change", "authorWeeks": 74, "posts": 77, "agents": [{"id": "codex", "authorWeeks": 43}, {"id": "claude-code", "authorWeeks": 16}, {"id": "antigravity", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "devin", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i’m not even asking it to be better than opus — i just want the usage limits and the level of performance we already had back", "link": "https://www.reddit.com/r/codex/comments/1wrml7w/20_plan_outperforming_100_plans_on_intelligence/pcfun8b/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@thsottiaux @antigravity gpt6solm now on 20x, you can use 32% of the weekly limit in one day, a few days ago it could be used for 4-5 days, has the available limit decreased again? a month ago, the sol xhigh weekly limit was simply not used up.", "link": "https://twitter.com/1119797280083775488/status/2104086406738165915"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i honestly do not care that it is less usage, i just want the astra we had a week ago. \nyou can't charge me more usage and give me crap at the same time, that's not really acceptable.", "link": "https://www.reddit.com/r/codex/comments/1wqtd1g/openai_gpu_are_really_cooling_down_theo_just/pc70svc/"}]}, {"theme": "No silent changes to usage allowances", "criterion": "limits.allowance_change", "authorWeeks": 53, "posts": 69, "agents": [{"id": "codex", "authorWeeks": 26}, {"id": "claude-code", "authorWeeks": 16}, {"id": "cursor", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 2}, {"id": "grok-build", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "that's an improvement over current behaviour. right now models and usage are being nerfed all the time, but its not being announced.", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcfx5eo/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "that may all be true, but they could also just be honest with their customers and communicate whatever change they made. that should be the absolute bare minimum for a $200 per month subscription.", "link": "https://www.reddit.com/r/codex/comments/1wr27ai/is_the_200_plan_not_20x_anymore/pcd1utn/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "at this point the resets are a joke. they reduced limits silently to the point where they are unusable and then doll out resets every now and then before users revolt.", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9is1j/"}]}, {"theme": "Stop reducing usage limits on existing plans", "criterion": "limits.allowance_change", "authorWeeks": 50, "posts": 52, "agents": [{"id": "codex", "authorWeeks": 24}, {"id": "claude-code", "authorWeeks": 14}, {"id": "antigravity", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "the usage is incredible right now. i just know it's too good to last. please dario, don't change a thing 🙏", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcejrer/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "antrhopik, o claude 5.5 opus é bom e barato.\npode não foder nossos limites, por favor? estão bons e justos.\n@anthropicai @claudedevs #dev #ai", "link": "https://twitter.com/1914665152873439232/status/2104234041465622605"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i still ran out in 2 days with xhigh…\nive used codex since release and between the terrible usage rates and the new $500 plan i’m done. this will be my last month and i’m going to claude.\nwhen codex released the fucking $20 plan gives more then the $200 plan does and now they have the nerve to release a $500 plan after nerfing the $200 plan and saying they don’t have enough compute? i’m so done with openai.", "link": "https://www.reddit.com/r/codex/comments/1wpspww/gpt6_astra_seems_unusable_due_to_token_burn_gpt6/pc0f0yw/"}]}, {"theme": "Bring back the 20x plan tier and upgrades", "criterion": "limits.allowance_change", "authorWeeks": 39, "posts": 42, "agents": [{"id": "codex", "authorWeeks": 33}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "same and i’m already down from 100 to 80 in a few hours lol. i desperately want the $200 plan back.", "link": "https://www.reddit.com/r/codex/comments/1wnda22/the_engines_have_been_forcefully_stopped/pbsw1em/"}, {"agent": "codex", "date": "2026-09-24", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@business they want the gov protections from litigation, relief from the stresses of an ipo in favor of a gov check.\nwe want the return of the pro 20x plan.\n#openai #codex", "link": "https://twitter.com/1740577163340816384/status/2102972311628337163"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "with the current usage limits i could not push the 20x (even if they do bring it back) but yeah $100 codex + $100 over $200 codex", "link": "https://www.reddit.com/r/codex/comments/1wkxtpq/100_claude_max_100_codex_or_200_claude_max/paxklnt/"}]}, {"theme": "Make temporary usage bonuses permanent", "criterion": "limits.allowance_change", "authorWeeks": 31, "posts": 34, "agents": [{"id": "opencode", "authorWeeks": 21}, {"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "hope it becomes permanent feature after spark reserve retires. but guess not", "link": "https://www.reddit.com/r/codex/comments/1wp2j4w/was_luna_reserve_silently_killed/pbrtazi/"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode 4.1 flash is my fav model. smart &amp; i don't have to think about my limits at all.\nluna 6 is a dumbass in comparison, and i'd rather just spend more time with deepseek iterating than blow my limit on sol or astra.\nplease keep the 4x going. bless ya'll 🍻", "link": "https://twitter.com/2184495505/status/2103137089890177279"}, {"agent": "opencode", "date": "2026-09-20", "source": "X", "community": "@opencode", "text": "please @opencode dont end the deepseek v4.1 flash's 4x usage 🥹", "link": "https://twitter.com/1519659986267230209/status/2101706833299906757"}]}, {"theme": "Stable, predictable usage limits and terms", "criterion": "limits.allowance_change", "authorWeeks": 30, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 20}, {"id": "claude-code", "authorWeeks": 10}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "this is along the lines of my expectation.\nchanging it from 20x should be illegal though since that’s what i subscribed to (or, that’s what i believed i was subscribing to).", "link": "https://www.reddit.com/r/codex/comments/1wr27ai/is_the_200_plan_not_20x_anymore/pccg0w3/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "who cares. i wanna hear a \"we cut the usage heres the rates and they will stay consistent. \neverything else i don't give a shit about. litreally if thats the only thing they did for dev day i think the entire community would like that more then whatever dogshit they are gonna try to serve up on a silver platter. none of this shit matters if you can't even use it lmao", "link": "https://www.reddit.com/r/codex/comments/1wrfqeh/wdyt_theyre_going_to_do_with_us/pcc4lg0/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "a commercial product shouldn't have \"generosity\", it should have consistency. anthropic's approach is better.\nhow are you supposed to plan work when more than half of codex quota has come from resets the last few months?", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc7h5rv/"}]}, {"theme": "Higher overall usage limits", "criterion": "limits.allowance_change", "authorWeeks": 28, "posts": 28, "agents": [{"id": "codex", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they need to release a model which fucking fixes this gpt-6.5, alongside usage limit fixes, even for the low-paying customers, especially the $100 package. otherwise people are just screwed over ", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pccqpm7/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "genuinely if they don't have a model ready by tuesday, i don't know how anything less than a 2x increase on all limits is a sufficient response to opus 5.5. i've been a subscriber to one $20 plan or another since january and for my uses my limits have never been higher than they are with opus 5.5 right now. well besides luna but that's apples to oranges.", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pc9l8lz/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "fuck the resets though. just increase the usage across the board.", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc3v2f2/"}]}, {"theme": "Remove per-model usage cap", "criterion": "limits.allowance_change", "authorWeeks": 25, "posts": 27, "agents": [{"id": "claude-code", "authorWeeks": 23}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "is that anthropics answer to gpt 6? maybe they can start by stopping with limiting fable!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjpk51/opus_52_rumored_to_be_coming_today/pakpmbx/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "i will never not speak up for my boy opus 5 on low effort. an absolutely workhorse and cheap too. but year, for everything else, fable 5.1 all the way. if they remove the separate fables limit, i can forgive their sins on the underwhelming opus 5 ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wiujum/claude_code_is_falling_behind_codex_not_because/paee9mf/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "X", "community": "@ClaudeDevs", "text": "day 2 of asking @anthropicai to remove the fable-only limit on 20x plans.\n@claudedevs @lydiahallie", "link": "https://twitter.com/1140568348285186048/status/2100292353890173417"}]}, {"theme": "Lower or reverted model pricing", "criterion": "limits.allowance_change", "authorWeeks": 24, "posts": 24, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "kiro", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they have a better sol - 5.6 sol. they should leave it and make it cheaper.", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pcbvh3f/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i hope they wont nerf astra, this model is so damn good, we need the same astra but cheaper :x \nlet me dream guys!", "link": "https://www.reddit.com/r/codex/comments/1wr1oir/they_are_aware_and_working_on_it_apparently_just/pcauu3q/"}]}, {"theme": "Advance notice before plan or allowance changes", "criterion": "limits.allowance_change", "authorWeeks": 17, "posts": 19, "agents": [{"id": "cursor", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@adamdittrichone @bot 4.7 torching bot usage is one meter; other models got the knife too. opened heavy for gifted ultra; then $400→$100 with no notice. <strict_link> @xai @cursor_ai", "link": "https://twitter.com/2062866394967097344/status/2102218042512130459"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@1280mhz @cursor_ai @spacexai @tibor_tee not saying they should have grandfathered us in. but they should have. but once they decided to change they should have told us and offered an opt out refund.", "link": "https://twitter.com/1553888707/status/2102023662094188792"}, {"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@benvargas @cursor_ai that silent pricing edit feels shady, ultra folks deserved a heads up", "link": "https://twitter.com/356747245/status/2101645102321975790"}]}, {"theme": "Restore original other-models allowance pool", "criterion": "limits.allowance_change", "authorWeeks": 16, "posts": 31, "agents": [{"id": "cursor", "authorWeeks": 15}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@fatih @cursor_ai would be cool to use if cursor didn’t reduced by -80% ultra allowance last month", "link": "https://twitter.com/1878902328075366400/status/2103524408627220525"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai a 7% token-cost cut is good engineering. pair it with honest ultra quotas.\ni'm on ultra via supergrok heavy. mid-subscription other models ~$400 → $100 — cursor confirmed heavy-linked ultra deliberately gets the smaller allowance. efficiency gains mean little if the entitlement was cut silently mid-cycle.", "link": "https://twitter.com/1822950236593192961/status/2102928249193947286"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai will you guys roll back to $400 for ultra credits?", "link": "https://twitter.com/4556876521/status/2102797223021150671"}]}, {"theme": "Bring back removed models", "criterion": "limits.allowance_change", "authorWeeks": 15, "posts": 19, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "devin", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i wouldn’t even be mad at the usage if we got the day 1-3 astra back.", "link": "https://www.reddit.com/r/codex/comments/1wrqch8/im_switching_to_opus_55/pcf20rn/"}, {"agent": "copilot", "date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "text": "very frustrating, i'm a light user who occasionally want s to use a more capable model. it seems to me that pro plan users are effectively being handed a capability downgrade when terra 5.6 is withdrawn.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wowlux/gpt_6_sol_not_available_on_pro_plan/pcdzoc4/"}, {"agent": "devin", "date": "2026-09-24", "source": "X", "community": "@cognition", "text": "@learnmore_smart @cognition i’m not ready for when they pull it from us\ni loved swe1.7 unlimited so much", "link": "https://twitter.com/1016368499764035584/status/2103213188917633053"}]}]}, "limits.reset_schedule": {"authorWeeks": 1444, "themes": [{"theme": "One-off usage limit reset now", "criterion": "limits.reset_schedule", "authorWeeks": 258, "posts": 282, "agents": [{"id": "claude-code", "authorWeeks": 142}, {"id": "codex", "authorWeeks": 50}, {"id": "cursor", "authorWeeks": 35}, {"id": "antigravity", "authorWeeks": 23}, {"id": "opencode", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "whenever i see tibo's posts i just think \"gimme a reset bro\"", "link": "https://www.reddit.com/r/codex/comments/1wpu2b5/this_didnt_age_too_well/pc0843p/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs cool little feature, i like it. now reset our weekly limits. <strict_link>", "link": "https://twitter.com/2004932598028795906/status/2103590794972316019"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@lydiahallie @leodev @claudedevs @edwinarbus @trq212 you can also give us a reset :)", "link": "https://twitter.com/1781366439313801217/status/2103572889039770103"}]}, {"theme": "Additional or recurring bonus usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 180, "posts": 196, "agents": [{"id": "codex", "authorWeeks": 84}, {"id": "claude-code", "authorWeeks": 62}, {"id": "cursor", "authorWeeks": 18}, {"id": "antigravity", "authorWeeks": 7}, {"id": "devin", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "don't speak for me. i love the resets. please tibo. more of them", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pc5962l/"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "hey! can we get a cursor model reset please????\ni won’t make it 2 more weeks!\n@cursor_ai @spacexai <strict_link>", "link": "https://twitter.com/1635045021400580097/status/2103679538966446109"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs much needed change. on that note can we have another reset pleaseeeee. it's been so fun working with it.", "link": "https://twitter.com/1687812518461460480/status/2103651618067738877"}]}, {"theme": "Bankable usage resets", "criterion": "limits.reset_schedule", "authorWeeks": 113, "posts": 116, "agents": [{"id": "codex", "authorWeeks": 71}, {"id": "claude-code", "authorWeeks": 37}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "better give us banked resets, maybe with a shorter lifespan ", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pcck0el/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "we need another opus 5.5 banked reset please. @anthropicai @claudeai @claudedevs", "link": "https://twitter.com/1925021856182005760/status/2104229640722059560"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "resets should be always banked. unless they service is so good that there is no actual reason for resets and when one lands is an absolute bonus.\nbut, resets nowadays are not bonus, they are, either a compensation for malfunctions, or a way to stay competitive against other services. if you can't make good use of a reset, you are not being compensated for a bad service, or using an inferior service that you have no reason to continue using.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc77q8g/"}]}, {"theme": "Compensation reset after outages or bugs", "criterion": "limits.reset_schedule", "authorWeeks": 110, "posts": 115, "agents": [{"id": "codex", "authorWeeks": 56}, {"id": "claude-code", "authorWeeks": 40}, {"id": "cursor", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 5}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "they had downtime yesterday. i got some api errors\\*.\\* if it is not technically possible to give us the service we paid for, it is fair to give reset or banked reset. \ni am thinking its okay they focus on improving the models, the platform and features, instead of focusing on 100% stability. if they want to stay competitive, they need to keep improving those main features, not on 1 hour lost once in a while.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc6u32v/"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "\"the bug was the app overwriting its child-process completion handler.\" @thsottiaux we still shoudl get a reset for breaking linux desktop app - codex cli was hear to rescue it but still - we need those resets", "link": "https://twitter.com/15980398/status/2103937780837499171"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "what's wrong with antigravity.\ncan't login to my free accounts.\nand i don't know how to write code 😐\n@antigravity pls fix and reset weekly qouta limits \n😭😭😭😭😭", "link": "https://twitter.com/1211542540521861121/status/2103786974821695874"}]}, {"theme": "Earlier next scheduled reset", "criterion": "limits.reset_schedule", "authorWeeks": 68, "posts": 68, "agents": [{"id": "codex", "authorWeeks": 36}, {"id": "claude-code", "authorWeeks": 22}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "chop chop reset boy, i am already entering my card details into claude.", "link": "https://www.reddit.com/r/codex/comments/1uu2c1g/reset_discussion_megathread/pc5p3wr/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "since opus 5.5 released ive started to use my subscription again every day (before it just sat there as i already paid annually) and now that i'm using it i am surprised now far the usage goes. \nbut i still use codex for all my code, claude has been doing my writing, my designs and even editing videos etc. \ni'm yet to try it with my code yet and if we don't get a reset soon i think will have no choice 😜", "link": "https://www.reddit.com/r/codex/comments/1wp8j2s/opus_is_better_then_astra/pbtdj0t/"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "oh, i agree on the speculation. i just try to ignore it as much as possible - though i'd love a reset tomorrow lol", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmeayt/anthropic_is_currently_stealth_testing_opus_55/pb80e06/"}]}, {"theme": "Resets that keep the original reset date", "criterion": "limits.reset_schedule", "authorWeeks": 67, "posts": 72, "agents": [{"id": "codex", "authorWeeks": 62}, {"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they need to do either one of two things:\n1. gifted resets do not reset your timer.\n2. every gifted reset is a banked reset.\nobviously i would prefer the second option. it sucks having to work on the weekend all the time now just to maximize my usage in this economy.", "link": "https://www.reddit.com/r/codex/comments/1wqmbwx/stop_stealing_our_codex_quota_with_these_surprise/pcbp2p6/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "this whole reset structure is fucking ridiculous having the window constantly shift all the fuck over the place basically making it impossible to plan around your resets. base scheduled resets should be on a consistent weekly schedule like noon on sunday so it's easy to remember and plan around. any extra resets should just reset that current weeks usage not shift the window.", "link": "https://www.reddit.com/r/codex/comments/1uu2c1g/reset_discussion_megathread/pc8oqkr/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "syncing people up keeps them from being screwed over by the random luck of when they signed up.\nbanked resets should not change the date, but global resets changing it is appropriate to remove this luck factor.", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pc8gg53/"}]}, {"theme": "Restore lost or missing resets", "criterion": "limits.reset_schedule", "authorWeeks": 57, "posts": 60, "agents": [{"id": "codex", "authorWeeks": 44}, {"id": "claude-code", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "openai has had enough safety misalignment lately \nplease don’t add reset misalignment to the list.\nif you call it a reset, reset the quota — not the calendar.\nsame word. different reality. 😂\n#openai #codex #ai #alignment <strict_link>", "link": "https://twitter.com/1364342244/status/2104258303606108304"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "how do they continue to see the meaningful complaints on \"how\" resets are handled and still not do anything about it? these are the type of thing's i'd like to see vs. a new shiny model or plan.", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9njza/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "would you guys mind looking at the below issue? \ncredits not resetting\n<strict_link>\n@google @antigravity @googleaistudio @reliancejio @jiocare @officiallogank", "link": "https://twitter.com/1387775443298832384/status/2103792179596734669"}]}, {"theme": "Predictable fixed reset schedule", "criterion": "limits.reset_schedule", "authorWeeks": 57, "posts": 59, "agents": [{"id": "codex", "authorWeeks": 45}, {"id": "claude-code", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they should just give banked resets and do like anthropic a fixed reset schedule weekly at same time regardless if it’s global or banked…. users won’t feel scammed, won’t feel rushed either to use all tokens or stress out anything ", "link": "https://www.reddit.com/r/codex/comments/1wr4cp6/more_resets_incoming_next_week/pc9wocz/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@thsottiaux @antigravity get your reset policy sorted youngling", "link": "https://twitter.com/2041140812054945792/status/2104277794079580540"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "this whole reset structure is fucking ridiculous having the window constantly shift all the fuck over the place basically making it impossible to plan around your resets. base scheduled resets should be on a consistent weekly schedule like noon on sunday so it's easy to remember and plan around. any extra resets should just reset that current weeks usage not shift the window.", "link": "https://www.reddit.com/r/codex/comments/1uu2c1g/reset_discussion_megathread/pc8oqkr/"}]}, {"theme": "Advance notice and clear reset communication", "criterion": "limits.reset_schedule", "authorWeeks": 56, "posts": 62, "agents": [{"id": "codex", "authorWeeks": 38}, {"id": "claude-code", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "im always saying this\n\\- banked reset and user can pick whether push the date or keep it \n\\- or schedule the reset with 2-3 days notice. ", "link": "https://www.reddit.com/r/codex/comments/1wr3yev/ive_been_seeing_a_lot_of_comments_circling_around/pcfo2xg/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "oh dang resets are becoming sneaky. wish the would announce when \n", "link": "https://www.reddit.com/r/codex/comments/1wqvl66/reset_just_came_in/pc7iifm/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "phew, good, i got my weekly reset today, i'm trying to spend as much as i can before the free reset lol \ntibo should just announce the hour we will get the free reset, or, just give us another banked reset.", "link": "https://www.reddit.com/r/codex/comments/1wqp7fj/do_we_get_reset_for_every_1_million_users_codex/pc6gvv7/"}]}, {"theme": "More frequent or shorter reset periods", "criterion": "limits.reset_schedule", "authorWeeks": 54, "posts": 55, "agents": [{"id": "codex", "authorWeeks": 34}, {"id": "claude-code", "authorWeeks": 12}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "only way i would keep my 20x plan with current models and pricing is if they promised a reset every single day for a month. otherwise really no reason for it.", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcfbluc/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "i mean i need a reset per day with this limits and im on the 20x plan", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrjhyp/are_the_limits_that_good/pccyepi/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs tbh this seems a bit redundant. previously it just paused there and continued seamlessly after resets; now it has to commit a half-done work just to \"wrap up\" and write useless handoff memories.\nbtw this problem can be solved by giving us more resets :)", "link": "https://twitter.com/2041906280864878592/status/2104169468549382302"}]}, {"theme": "User-triggered on-demand reset button", "criterion": "limits.reset_schedule", "authorWeeks": 50, "posts": 51, "agents": [{"id": "claude-code", "authorWeeks": 27}, {"id": "codex", "authorWeeks": 9}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "text": "nooo where did the reset button go? did anyone else lose it?! \ni strangely got $250 'free cloud ' credits for claude code, but i want my reset button back. ", "link": "https://www.reddit.com/r/ClaudeAI/comments/1woqsqi/here_is_what_happens_when_you_click_the_onetime/pc3cgfd/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "did they remove the /limit-reset command? i can't find it anymore, and it is listed on the official docs anymore either.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpys03/limitreset_removed/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "what about no ? we ask for a reset instead. you know, like your competitors do.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbh25k1/"}]}, {"theme": "Usage reset for new model or feature launch", "criterion": "limits.reset_schedule", "authorWeeks": 45, "posts": 46, "agents": [{"id": "claude-code", "authorWeeks": 16}, {"id": "cursor", "authorWeeks": 15}, {"id": "codex", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "codex reset limits. but... we want opus 5.5 reset, because it's better. in every way!\n@bcherny @claudedevs make that happen!\nam i right guys?", "link": "https://twitter.com/4784639461/status/2103919033456152878"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "do you think we are getting a reset today for dev day. god i hope so. also on the 200x plan and astra is burning usage like crazy.", "link": "https://www.reddit.com/r/codex/comments/1wmgw7p/codex_usage_and_operation_discussion_last_updated/pbrvher/"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "linux codex app still hasn’t gotten gpt‑6 sol/luna 😭 , how about one banked reset per day until the rollout finds us? @thsottiaux", "link": "https://twitter.com/1974646412282593280/status/2102690475920748623"}]}]}, "limits.usage_meter": {"authorWeeks": 580, "themes": [{"theme": "Accurate usage meter matching real consumption", "criterion": "limits.usage_meter", "authorWeeks": 71, "posts": 73, "agents": [{"id": "codex", "authorWeeks": 27}, {"id": "claude-code", "authorWeeks": 22}, {"id": "cursor", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "hey did anybody else notice their usage drop to zero after yesterday's outage? i had 29% and now i'm sitting at zero. i did one job after the outage yesterday. typically cost me 2 to 5%. so i fully expect to be around 20% and i'm pretty sure tibo said something about a reset so why am i at zero.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc65ta0/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity i don't know what's wrong with the app; the quota always shows as 100% and doesn't reset like it's supposed to, even though updates have been released almost daily. i've already uninstalled and reinstalled it—deleting the folder in the process—but nothing works.", "link": "https://twitter.com/1544718019263447041/status/2103665685633118252"}, {"agent": "copilot", "date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "text": "i believe copilot app is bugged. ui shows 20 credits used, yet i lose hundreads. ", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wq39rv/did_they_10x_the_cost_of_luna_56_since_the/pc1hxi9/"}]}, {"theme": "Transparent explanation of usage calculation", "criterion": "limits.usage_meter", "authorWeeks": 43, "posts": 43, "agents": [{"id": "codex", "authorWeeks": 23}, {"id": "claude-code", "authorWeeks": 13}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "exactly these black box usage limits need to be regulated, it's insanely scummy behavior.", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcg5d27/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "good to know! last time i've checked i was under the impression that there is no official info on pro-model limits anywhere. i then asked oa's support ai and it was like \"there is a limit that is not shared with codex\" and no quantification at all. this limit however is still not tracked anywhere or am i missing something (again)?", "link": "https://www.reddit.com/r/codex/comments/1wrk74r/gpt_6_pro_on_chat_is_now_spawning_subagents/pcdu0bm/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "i understand, but i wish for a quantifiable multiplier, since you measure and monitor usage and tokens", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wra7t6/good_while_it_lasts/pcdl511/"}]}, {"theme": "Clear display of remaining quota and reset time", "criterion": "limits.usage_meter", "authorWeeks": 41, "posts": 46, "agents": [{"id": "codex", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/GithubCopilot", "text": "i switched to codex and it seems to get me many times farther. they kind of obscure how much usage you’re really getting, but $100/mo with codex gets me waaaaay more than $200/mo with copilot, not to mention that gpt 6 is on the pareto frontier anyway", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr5io2/best_cheaper_alternative/pcf7r1z/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "pro usage still has its own limit. you just find out the hard way when you hit it as it is not shown anywhere.", "link": "https://www.reddit.com/r/codex/comments/1wrk74r/gpt_6_pro_on_chat_is_now_spawning_subagents/pcdo80p/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev remaining quota display widget, plannotator review in vscode + herdr orchestration. <strict_link>", "link": "https://twitter.com/947783691320905729/status/2102411360743080258"}]}, {"theme": "Always-visible usage meter in statusline or chat", "criterion": "limits.usage_meter", "authorWeeks": 37, "posts": 38, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "claude-code", "authorWeeks": 9}, {"id": "cursor", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "the new codex app ui misses a critical feature. \na lot of people are anxious about how much of their weekly limit is remaining. \nthis information should be always visible like the battery charge information is always visible on a laptop. \n@thsottiaux @reach_vb", "link": "https://twitter.com/15043081/status/2104080512650469439"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "makes me unhappy that i need to have another app/window open just to monitor usage :(", "link": "https://www.reddit.com/r/codex/comments/1wo00mm/usage_indicator_disappeared_from_vs_code_after/pbr979k/"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@theo @viticci @t3dotcodes @cursor_ai @jullerino @gabrielelpidio an easier way to see limits would be great! right now its settings &gt; usage. i think a shortcut from chat would be great", "link": "https://twitter.com/1278354375304413184/status/2102834606915354934"}]}, {"theme": "Show actual token counts, not just percentages", "criterion": "limits.usage_meter", "authorWeeks": 34, "posts": 34, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "claude-code", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "tbf a 20usd sub isn't that big anymore these days.\nback when original ag launched last year you had near infinite limits. today, a 20usd sub is maxxed out easily.\nbut yeah if google's ag2 team could implement this counting tokens featue i would like it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1woefec/just_found_the_number_of_tokens_used_in/pbmj4oo/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "how to see the exact number of token usage in antigravity like as same as we can see in claude code", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn39uk/how_to_see_the_exact_usage_of_number_of_tokens/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "considering they control the spout and don't give concrete numbers, you may see no difference period", "link": "https://www.reddit.com/r/codex/comments/1wngvak/gpt_6_sol_and_luna_prices_wtf/pbgrevn/"}]}, {"theme": "Per-model usage breakdown", "criterion": "limits.usage_meter", "authorWeeks": 21, "posts": 22, "agents": [{"id": "opencode", "authorWeeks": 9}, {"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "when a model was selected, it showed the various costs in tokens. do we have something similar on opencode?", "link": "https://www.reddit.com/r/opencode/comments/1wrkid7/ua_cosa_che_ghithub_copilot_ha_e_che_su_opencode/"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "text": "the new usage dashboard is just missing so much in functionality, in looks, and in data.\ni'm only able to see data from today onwards, past data seems to be gone \ni can't see usage by api keys. i had different api keys set up for different devices and now i can't see the usage across them.\ni can't see usage in the chart by models as well\ni can't see model wise usage remaining \nis it really this lacking or am i missing something here?", "link": "https://www.reddit.com/r/opencode/comments/1wn8fz8/new_usage_dashboard_is_unusable/"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "text": "<strict_link>\nbefore, per usage, i could see a breakdown alongside the total model quota. now, they have removed it from the console. this is deliberate. ", "link": "https://www.reddit.com/r/opencode/comments/1wmz6yn/can_no_longer_see_the_usage_per_model_in_the/"}]}, {"theme": "Per-task usage breakdown", "criterion": "limits.usage_meter", "authorWeeks": 19, "posts": 23, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs putting cost per task in /usage instead of a pricing page is the right call, i think. one layer i'd add for plan users: how much of the 5h window a task eats. a lot of the replies here think in windows, not dollars.", "link": "https://twitter.com/1912898758083514368/status/2103864336385007926"}, {"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "some harnesses show the equivalent cost even for subscription plans (such as grok 4.7 on opencode), which makes sense since providers often scale usage quotas based on actual compute cost. anyway, the primary metric for the user should be the percentage of their quota consumed by the submitted task, not \"amount of tokens\".", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbs6smc/"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "their codex session probably ran longer than anticipated. they could give us an accurate timeline if they implement my idea to have a task-by-task quota estimation/tracking tool built in.", "link": "https://www.reddit.com/r/codex/comments/1wirnly/so_no_resets_this_week_it_seems/padxhw9/"}]}, {"theme": "Cost per completed task metrics", "criterion": "limits.usage_meter", "authorWeeks": 19, "posts": 19, "agents": [{"id": "cursor", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i wonder if \"api value\" is still the best way to compare these plans as models get more efficient.\nif a newer model uses fewer tokens or needs fewer retries to finish the same coding task, a lower dollar value could still produce more useful work.\ni'd love to see something like \"tasks completed before hitting the limit\" tracked alongside this. that might show whether users are actually getting less value.", "link": "https://www.reddit.com/r/codex/comments/1wqw2qq/warning_codex_allowances_have_dropped_about_20/pcb0vn6/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "api cost benchmarks are meaningless, nobody works api based. \nwe need quoata usage analysis.", "link": "https://www.reddit.com/r/codex/comments/1wnx8i9/i_gave_astra_sol_and_opus_55_the_same_rust_task/pca4vpk/"}, {"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "@opencode $60 permanent cheepseek sounds great, but i want to see the unit price for a successful delivery once - sometimes the cheaper model takes more rounds and can end up being more expensive than the expensive model in one go.", "link": "https://twitter.com/2259799350/status/2104306716720644156"}]}, {"theme": "Visible context window usage indicator", "criterion": "limits.usage_meter", "authorWeeks": 18, "posts": 19, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity can you show the context usage? it's hard to know how much content is being used.", "link": "https://twitter.com/1925388589241966594/status/2104010402829041896"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "never used claude code: the context widget to follow your context window usage is specific to claude code ? because in chat mode i’d love to have the same metric", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wkjnrz/instant_claude_code_compaction_is_my_favorite_use/pc4oz6o/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "claude code shows the output tokens there. \nshowing the context window is usually common on open source harnesses like pi and amp. i'm not sure why cc is hiding it but it always bugged me not being able to see it directly. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp9nga/the_agentic_loop_is_outdated/pbuqato/"}]}, {"theme": "Usage shown in dollar cost", "criterion": "limits.usage_meter", "authorWeeks": 18, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "it’s the most frustrating thing i can’t see model costs and how much cash left in my account in the ui of open code.", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfrjqr/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs it would be good if claude could find out the usage rate, or where we stand in terms of expenditure.", "link": "https://twitter.com/1293505674178170880/status/2103736755815850151"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "not op. but they could say, for example this many tokens per month. or this many dollars of api equivalent spend. whatever just something we can track, work off and verify. ", "link": "https://www.reddit.com/r/codex/comments/1wpniqq/did_they_reduce_gpt_6_sol_usage/pbx79jt/"}]}, {"theme": "Visibility into what consumes usage quota", "criterion": "limits.usage_meter", "authorWeeks": 17, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs will billing logs show which category triggered the block? that would make unexpected charges much easier to investigate.", "link": "https://twitter.com/1491654782091735041/status/2103174419904684170"}, {"agent": "codex", "date": "2026-09-19", "source": "Reddit", "community": "r/codex", "text": "i'll die on the hill that oai releasing a tool that goes through and points out *what* caused the most token burn for a prompt/conversation would be more useful than half the resets we've gotten.\n\"hey dummy, you don't need to load 50 pages of documentation for every task\", \"you asked me to make gta6 from scratch with no further details, i had to reason out the plan and you're damn right you're paying for that\"", "link": "https://www.reddit.com/r/codex/comments/1wkm8yl/reset_culture_is_terrible_for_subscription_users/pasmvj9/"}, {"agent": "pi", "date": "2026-09-19", "source": "X", "community": "@pidotdev", "text": "@pidotdev i want which of those four tools still burned the most tokens.", "link": "https://twitter.com/1307899154560151552/status/2101245668635369829"}]}, {"theme": "Per-session usage logs and breakdown", "criterion": "limits.usage_meter", "authorWeeks": 16, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 11}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@claude_code", "text": "@bcherny smart usage insights page to see usage by conversation, @claude_code session, etc @claudedevs", "link": "https://twitter.com/312170411/status/2103723623777538403"}, {"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@opencode shouldn't logs just be under usage , saves me a click", "link": "https://twitter.com/1587769745054396417/status/2103408317846659282"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "i suspect this is pure hallucination, at least the agy cli does not log token usage in the session transcript json files. with pi agent harness, you can calculate this from the session json files, it keeps track of the usage with fields like this: \n\"usage\":{\"input\":4208,\"output\":38,\"cacheread\":0,\"cachewrite\":0,\"reasoning\":0,\"totaltokens\":4246...", "link": "https://www.reddit.com/r/google_antigravity/comments/1woefec/just_found_the_number_of_tokens_used_in/pbsah28/"}]}]}, "limits.prompt_cache": {"authorWeeks": 121, "themes": [{"theme": "Fix prompt cache misses and broken caching", "criterion": "limits.prompt_cache", "authorWeeks": 23, "posts": 25, "agents": [{"id": "opencode", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "just looked up the usage logs, and every few requests it just takes in the whole input of 300k tokens, instead of cache-reading.\none request later it starts cache-reading again. then 3-5 requests later, it inputs all 300k tokens again.\ndon't have this problem with muse spark 1.3 contributor at all.\nis there a fix?\nx-opencode-session header looks the same for every request i sampled.\nthis has to be buggy right?", "link": "https://www.reddit.com/r/opencode/comments/1wrqysd/is_cache_reading_faulty_with_deepseek_v41_on/"}, {"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "opencode, in my experience, always had a lot of cache misses with deepseek models. seems to be 95%+ consistently on claude code, pi, and ds harness.", "link": "https://www.reddit.com/r/opencode/comments/1wqbur6/why_am_i_getting_so_many_cache_misses_with/pcc633q/"}, {"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "frank/deepseek-v4.1-flash at @opencode can make deepseek-v4.1-flash feel like gtp-10, its eating tokens like crazy seem like cache issue , unusable", "link": "https://twitter.com/1163317877904011270/status/2102837133837037744"}]}, {"theme": "Cache hit and miss usage visibility", "criterion": "limits.prompt_cache", "authorWeeks": 17, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @claudedevs task-cost calculators matter more than list prices. do you split cache hits from fresh tokens for claude code?", "link": "https://twitter.com/1030370607861387264/status/2103583188409073875"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai selective tool loading is the kind of optimization users actually feel. i would still watch cache hit rate by repo, because a global average can hide one expensive codebase quietly burning the budget.", "link": "https://twitter.com/2098494117693341696/status/2103312642911969305"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "appreciated. a live cost readout in the statusline would have caught the 09-16 spike the same hour instead of the next morning. will take a look.\none request if you're taking them: show cache read tokens as their own number, not folded into a cost figure. this week made it clear that's the column that decides what a max week buys, and it's the one every cost display hides.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wk3zq5/i_audited_my_session_logs_against_the_usage_meter/pao2azo/"}]}, {"theme": "Longer prompt cache retention window", "criterion": "limits.prompt_cache", "authorWeeks": 12, "posts": 12, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "guys, what if background job finishes in more than 30 mins (in case), cache will expire and whole thing becomes more expensive, any suggestion here?", "link": "https://www.reddit.com/r/codex/comments/1wlcy5q/this_will_save_your_usage/pb39ykj/"}, {"agent": "opencode", "date": "2026-09-16", "source": "Reddit", "community": "r/opencode", "text": "<strict_link>\nreplied to deepseek v4.1 flash 2 minutes after its response. the cache was already cold. i expected it to last at least 5 minutes. is it normal behavior or some bug?\n(the app is my ui for talking to agents, it uses official opencode cli under the hood, not my own harness)\nedit: posted the solution in the comments. opencode non-interactive execution has a bug with deterministic system prompt.", "link": "https://www.reddit.com/r/opencode/comments/1whlzic/does_cache_expire_immediately/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "can you do the opposite? extend the cache timer so it doesn't reread the whole context if it sits there 2 hours?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whrr18/limits_are_fixed/pa6mc1z/"}]}, {"theme": "Preserve cache across model or effort switches", "criterion": "limits.prompt_cache", "authorWeeks": 10, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "if switching models didn’t invalidate my cache, i’d change it for simple tasks… but alas, a primed cache is more valuable than switching to low.", "link": "https://www.reddit.com/r/codex/comments/1wl44z0/gpt6_astra_max_deleted_my_entire_project_in_a/pavvl0b/"}, {"agent": "codex", "date": "2026-09-19", "source": "Reddit", "community": "r/codex", "text": "\none caveat when you run this for real: every flip appends another configuration\\_update to history, so the prompt baseline creeps up a bit with each switch. cache hit stays high, but the floor keeps rising - worth knowing if you flip effort a lot inside one long session.", "link": "https://www.reddit.com/r/codex/comments/1wk8jzq/one_flag_to_keep_989_of_my_prompt_cached_when/paov27a/"}, {"agent": "opencode", "date": "2026-09-17", "source": "Reddit", "community": "r/opencodeCLI", "text": "i mean, in his specific scenario where he selects another model first and sends the compaction request, this request most likely will miss all the cache, and when the compaction is done and he switches back to the previous model, still the compacted version will be cache-miss, as it is another model and maybe another provider.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wipw64/do_you_use_a_skill_to_write_a_handoff_file_before/paczp95/"}]}, {"theme": "Warning before cache expiry or cache-miss cost", "criterion": "limits.prompt_cache", "authorWeeks": 10, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}], "examples": [{"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev i think there should be a timer for cache busting!\nwhen the timer hits zero people can switch the model!", "link": "https://twitter.com/1987272642827853824/status/2102423160113045553"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "13x on a cache miss is nasty, and a 30-minute window you can't see is asking for a surprise bill. showing the remaining ttl would fix the worst part of this.", "link": "https://www.reddit.com/r/codex/comments/1wixw9c/codex_badly_needs_a_cache_timeout_indicator_like/paffd1p/"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "everybody except for the ml engineers at oai are horrifically incompetent. as you say, there are so many easy optimisations they could make to reduce usage. hell, even letting users know if their session is still cached and giving a big warning when users try to change reasoning level could help a lot. they could also turn off fork_turns for all subagents that aren't of the same model and reasoning level, but they don't. these people are idiots.", "link": "https://www.reddit.com/r/codex/comments/1wh2rbt/heres_whats_going_to_happen/pa63t6f/"}]}, {"theme": "Cheaper cached token pricing", "criterion": "limits.prompt_cache", "authorWeeks": 9, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@elonmusk please address the higher cache read cost - $0.5 vs $0.2 for competitors - that makes grok 4.7 less price competitive in longer coding sessions. @cursor_ai @bot \n@grok please confirm that grok 4.7 have higher cache read cost and explain how it affects total cost", "link": "https://twitter.com/7619212/status/2102543184522060124"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "5.6 introduced us being charged fully for cache writes, has nothing to do with cache hits. everyday hardware gets more expensive, the limits will keep getting tighter. this is because monthly sub prices remain the same. ", "link": "https://www.reddit.com/r/codex/comments/1wf9non/these_are_surely_getting_us_a_tibo_button_hit/p9k9p4e/"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "openrouter too, openai api too, anthropic api too, gemini api too, etc... all of them do it for the api, the point is we want it for the subscriptions too.", "link": "https://www.reddit.com/r/codex/comments/1wdsjpe/please_give_us_a_slow_mode/p9fbjvl/"}]}, {"theme": "Keep cache warm across resumes and sessions", "criterion": "limits.prompt_cache", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "if you care about usage it is crap because you are likely hitting a big context window cache miss on resume that will eat up a fat chunk of you usage for nothing. this feature only make sense if you have less than 1 hour left to the quota reset (to get a guaranteed cache hit) or if somehow anthropic would keep the cache warm for you until the resume happens. \nin the current implementation it makes little sense.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo5eaw/is_this_a_new_feature_in_cc/pbup4zo/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "one of the key reason is cold cache. please try keeping it warm for long running sessions - <strict_link>", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjl7t8/the_limits_are_disappearing_at_a_crazy_speed/pajfe3j/"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@cognition", "text": "@devinai, @cognition loading big sessions takes too long and it seems to not have any kind of cache between sessions swapping. please fix that :)", "link": "https://twitter.com/64041638/status/2100936062142996708"}]}, {"theme": "Preserve cache across compaction and context changes", "criterion": "limits.prompt_cache", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "if they did create [claude.md](http://claude.md) files and changed them frequently, that is where your money went. [claude.md](http://claude.md) is autoreloaded, busting cache. that makes it a very expensive experience on a fable.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbbsbk/fable_51_usage_consumption_my_experience/p8pkbc4/"}, {"agent": "codex", "date": "2026-09-05", "source": "Reddit", "community": "r/codex", "text": "consider changing the system prompt. since llm cannot grasp time information, it dynamically updates the time information periodically in system prompts. this completely destroys the cache and dramatically increases your usage. \nif you add a guideline to simply receive time information in a script when needed, you can significantly improve your cache hit and save on usage without any significant degradation. ", "link": "https://www.reddit.com/r/codex/comments/1w7x5ca/if_you_are_burning_your_token_too_much/"}, {"agent": "claude-code", "date": "2026-09-01", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs cheaper cache reads only help if the prefix holds. one tool list reshuffle mid-session and you're paying full writes again.", "link": "https://twitter.com/2044076080890281984/status/2094857810882556092"}]}, {"theme": "Preserve cache for subagents and background waits", "criterion": "limits.prompt_cache", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "30-minute subscription-side caching still misses if the polling interval between goal turns exceeds it - exactly what a background build/ci wait longer than 30 min triggers. claude code's suspend-instead-of-poll design avoids this by not re-entering the model while blocked.", "link": "https://www.reddit.com/r/codex/comments/1wdlp7q/weve_discovered_the_issue_behind_codex_harness/p9lo1ej/"}, {"agent": "codex", "date": "2026-09-10", "source": "Reddit", "community": "r/codex", "text": "this solution would be so much more efficient if openai had looked into issue of losing cache context of parent to worker: <strict_link>", "link": "https://www.reddit.com/r/codex/comments/1wcr5c1/astra_vs_astra_luna_agents/p90jdrm/"}, {"agent": "claude-code", "date": "2026-09-05", "source": "X", "community": "@ClaudeDevs", "text": "@bcherny @anthropicai @darioamodei @claudedevs @claudeai @bcherny evry time 15+% of my limit just to continue the same conversation that i havent closed it just hit a limit thats diabolical and also the caching system for the sub agents dosent exist if they die mid run they die notig saved... please be fair and refund me my plan.", "link": "https://twitter.com/2077293113563832320/status/2096161487995773262"}]}, {"theme": "Built-in token reduction and cache management", "criterion": "limits.prompt_cache", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev what about cache efficiency or native features like computer use?", "link": "https://twitter.com/1326188894212263937/status/2103512769165426927"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev i like to build ways to reduce token consumption costs including cache management, if a pipeline to work in this can be integrated within pi by default i would love it.", "link": "https://twitter.com/1743560080786599936/status/2102455054716506218"}, {"agent": "claude-code", "date": "2026-09-14", "source": "Reddit", "community": "r/ClaudeCode", "text": "get a multi edit or patch tooling, optimize, qq, and stfu... only complaint i still have with anthropic and always have is their token hungry cacheing method that hardly any other model uses because it's literally stupid as hell! get a clue anthropic.. oh wait you worship money like it's your deity my bad.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wfwl6k/the_limits_have_been_reduced_even_further_now_its/p9uvj36/"}]}, {"theme": "Fix cache billing errors", "criterion": "limits.prompt_cache", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-05", "source": "Reddit", "community": "r/ClaudeCode", "text": "cache writes were failing and it would retry with an ever growing delta - but you still paid for the failed cache writes. had 6 million cache writes on 300k of output tokens. fable spawning fable agents with lots of short turns and broken caching destroyed limits faster than i thought possible.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w7fckf/did_we_just_get_a_reset/p7xj8y0/"}, {"agent": "claude-code", "date": "2026-09-03", "source": "Reddit", "community": "r/ClaudeCode", "text": "the /low-priority from my observation busts cache on each change. \nif you have 500k context filled, you run low-priority it cold serves it every time \"there is capactiy\" meaning you do normal price reads instead of cache reads.\nso this feature is useless unless they change the billing to as if the requests were using cache even if each inference happened more then 5 minutes after each other.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w5oy5d/just_used_the_new_lowpriority_feature_and_my/p7jgvxl/"}, {"agent": "claude-code", "date": "2026-09-01", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the line that really needs to be looked at is the cache read: in the long agent loop, it often takes up more than 60% of the input tokens. at the same price of $0.30/m, it's 75% cheaper, which is $0.075/m. reading 200m cache a day drops from $60 to $15. let's put the score leaderboard aside for now and check if the cache item in your bill matches up.", "link": "https://twitter.com/2065688776706531328/status/2094881183439933549"}]}, {"theme": "Credit usage lost to cache bugs", "criterion": "limits.prompt_cache", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "if the changelog admits cache misses on every tool turn, users paid for anthropic's bug. credit unused usage or extend the window. \"update and hope\" is not a settlement for max prices.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbclml/claude_code_promptcache_bugs_who_pays_for_the/p8p0gma/"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "i previously posted that i suspected claude code was not yet properly optimized for orchestrator-style workflows with many subagents, tools, hooks and long-running context, because the usage consumption was extreme.\nsince the fable 5.1 rollout, we started looking much more closely at the cache behavior. and the official claude code changelog now confirms multiple serious prompt-cache bugs.\nconfirmed fixes include:\n\\- v2.1.260: fable 5.1 context a", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbclml/claude_code_promptcache_bugs_who_pays_for_the/"}]}]}, "billing.overage_charges": {"authorWeeks": 85, "themes": [{"theme": "Hard user-configurable spend caps", "criterion": "billing.overage_charges", "authorWeeks": 17, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "why in gods green earth did you not put a monthly cap if you were going to turn on auto renewal. that would have prevented all of this", "link": "https://www.reddit.com/r/codex/comments/1woo0wc/codex_auto_renew_took_me_for_4000/pc2hjsr/"}, {"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "i wish there was some toggle for \"disable the models that have no $60 budget\" coz its easy to not know and waste money", "link": "https://www.reddit.com/r/opencode/comments/1wp4fkq/whats_the_sweet_spot_for_cost_to_performance_in/pbz6pb8/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i’d want a “stop at $10 even if you’re convinced you’re almost done” setting before going to bed", "link": "https://twitter.com/23609248/status/2102874226575188212"}]}, {"theme": "Refunds for failed requests and outages", "criterion": "billing.overage_charges", "authorWeeks": 11, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs ok but when do we get refunds for when it loops in reasoning forever and then:\nclaude: fuck it i couldn’t figure it out. i burned $1000 in credit thinking money solves problems but turns out, you’re broke. try again tomorrow during non-peak hours and i might care again. 😎🛠️", "link": "https://twitter.com/4805375293/status/2104085736706478550"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs hmm, that's not good. failures should never be charged. if i go to a restaurant and the waiter says it's full i don't pay for a meal.", "link": "https://twitter.com/3706356261/status/2103352501139313112"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs then run refunds for the tasks where it failed and wasted tokens for nothing :)", "link": "https://twitter.com/1804856506770182144/status/2103321395027423443"}]}, {"theme": "No charges for blocked or refused requests", "criterion": "billing.overage_charges", "authorWeeks": 10, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 10}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs charging on refusal is defensible only when it’s an admission-control decision, not a model failure. emit a policy reason + request class, cap retries, and meter compute separately; otherwise clients can’t distinguish probing from false positives and billing becomes a dos loop.", "link": "https://twitter.com/2943818723/status/2103353946282815563"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "the @oigfedcfpb should actually look into this. because it should be illegal to bill me for a thing that you don't provide to me. \njust because you put it in your terms of service doesn't mean that it's not anti consumer behavior. \nit's fine for you to block a prompt. \nit's not fine for you to bill for it.", "link": "https://twitter.com/298847287/status/2103351791387836552"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs could this really not be solved better by blocking ips?", "link": "https://twitter.com/1455686932764119040/status/2103337400386888102"}]}, {"theme": "Explicit consent and disclosure before extra charges", "criterion": "billing.overage_charges", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "i have zero problem paying for tools. what i do have a problem with is sneaky ux 🙃\n@opencode silently swapping from a free model to paid zen behind my back is a massive trust breaker. just ask before billing!\nmight migrate over this principle alone. thoughts?\n#opencode", "link": "https://twitter.com/1992502868201623552/status/2102347689656824086"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "i don't care if it is or isn't. i just don't need a second bill after i already payed before hand.", "link": "https://www.reddit.com/r/codex/comments/1wim3q5/i_run_a_small_hotel_not_a_software_company_ai/pae80cz/"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@ariellecpx @cursor_ai a £20 cursor plan with on-demand overage is how you wake up to £450.\nthe seat looks cheap. the wrapper doesn't cap itself. if the bill isn't on the same page as the editor, it will surprise you.", "link": "https://twitter.com/2063100850193735680/status/2099380482236657771"}]}, {"theme": "Paid overage instead of hard usage cutoff", "criterion": "billing.overage_charges", "authorWeeks": 8, "posts": 9, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "yup, same here. there's no way to enable overages either if you have credits to use.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjiv3g/did_google_just_restrict_access_to_settings_in/pbj4ykw/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "good point. or they could just do what oai does and it works exactly as one would expect. at least in theory, i don't know if anyone has tested it out.\nit would cost anthropic more, but for the customer goodwill and potential conversion to api / enterprise it might be worth it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn0xn9/max20x_is_now_just_15_times_better_than_max5x/pbc1w7m/"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@jonsouyang @antigravity at the end of the api server, is simple solution to such an issue. since i presume the math is done there as it knows when to hard cut off you off.", "link": "https://twitter.com/56128315/status/2101532247274803336"}]}, {"theme": "Option to stop credit use at plan limit", "criterion": "billing.overage_charges", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs can you set it to stop when the promo credit runs out?", "link": "https://twitter.com/1884131461130825728/status/2103027061388435638"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "yes, but this also made sol so cheap that i'd actually consider just throwing some money on openrouter to use sol medium if i needed a relatively small thing done and had used up all my limits\n(openrouter rather than openai api directly because you can't turn off usage credit consumption when you hit a limit ☹️ )", "link": "https://www.reddit.com/r/codex/comments/1wnm9xi/gpt_just_got_mogged_by_claude_today/pbgy0iw/"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai does this look like i dont know what im talking about? your software took money from a bankaccount autonomously because it hit its tiny quota i pay 75$ a month for plus the @spacexai plus the other software, i pay for through 65$ for x premium, plus grok bot, plus grok build. \n@cursor_ai fix it", "link": "https://twitter.com/1951471845959667712/status/2099612348235300899"}]}, {"theme": "Simpler top-up and purchase flow", "criterion": "billing.overage_charges", "authorWeeks": 3, "posts": 3, "agents": [{"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "i think @bai_agi should let people top-up with smaller minimum amount like deepseek or @cline allow. \ni almost topped up bai but as they don't allow upi payment through stripe like deepseek i hesitated. don't know why deepseek allow upi payments while bai and cline asks for card.", "link": "https://twitter.com/781169866543927296/status/2101359816623182185"}, {"agent": "opencode", "date": "2026-09-11", "source": "X", "community": "@opencode", "text": "@opencode are you planning to have nice flow for upgrading or having ui to easily buy more usage? i struggled when my go usage is done.", "link": "https://twitter.com/3305632775/status/2098441471984590965"}, {"agent": "opencode", "date": "2026-09-10", "source": "Reddit", "community": "r/opencode", "text": "just checked, ye you can get another sub then, pity its not more intuitive. would rather just have a button for \"top up\" or whatever instead of farting around workspaces.", "link": "https://www.reddit.com/r/opencode/comments/1wcbzvn/how_to_double_opencode_go/p8wrqgp/"}]}, {"theme": "Additional payment methods", "criterion": "billing.overage_charges", "authorWeeks": 2, "posts": 2, "agents": [{"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "i think @bai_agi should let people top-up with smaller minimum amount like deepseek or @cline allow. \ni almost topped up bai but as they don't allow upi payment through stripe like deepseek i hesitated. don't know why deepseek allow upi payments while bai and cline asks for card.", "link": "https://twitter.com/781169866543927296/status/2101359816623182185"}, {"agent": "cursor", "date": "2026-09-05", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai cloud agents on our own boxes is the missing piece — scale pools without giving up the loop. also wiring usdt pay-per-run for agent jobs — zero cut wallet checkout is handy there.", "link": "https://twitter.com/2056707010020917248/status/2096288576090578947"}]}, {"theme": "Team-wide auto-reload toggle", "criterion": "billing.overage_charges", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "what you expected to happen when you clicked the auto reload?\ni agree that they could add an additional \"turn on auto reload for all team members\" and maybe an additinal link under it to check our credit pricing\nbut as an enterprise user, nothing suprsising happened. by default, teams everywhere is api based, openai, claude, cursor and any other ai tool.", "link": "https://www.reddit.com/r/codex/comments/1wleg93/i_just_experienced_openais_team_plan_money/paxw690/"}]}, {"theme": "Use subscription credits before card charges", "criterion": "billing.overage_charges", "authorWeeks": 2, "posts": 2, "agents": [{"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "cursor", "date": "2026-09-07", "source": "X", "community": "@cursor_ai", "text": "had $80+ @cursor_ai credits in my sub (also using @bot). hit grokbot weekly limit, so tried $20 on-demand to finish my task.\nexpected it from the pool, but it charged my card directly instead?\nshouldn't this use the subscription's credits or am i alone here? <strict_link>", "link": "https://twitter.com/1977453632325885953/status/2097000938955296876"}, {"agent": "cursor", "date": "2026-09-02", "source": "X", "community": "@cursor_ai", "text": "@teslaconomics @spacexai @cursor_ai i'm loving cursor. i'm building model training infrastructure and some cool coding agent tools along with eval setups. pretty cool stuff.\ni'd love to get the $20 toward on-demand.", "link": "https://twitter.com/1499060810131251208/status/2095207541709897974"}]}]}, "billing.pricing_clarity": {"authorWeeks": 522, "themes": [{"theme": "Published exact usage limits per plan", "criterion": "billing.pricing_clarity", "authorWeeks": 80, "posts": 84, "agents": [{"id": "claude-code", "authorWeeks": 29}, {"id": "codex", "authorWeeks": 27}, {"id": "cursor", "authorWeeks": 7}, {"id": "devin", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "$200 plan will give you \"more usage than pro standard\", which doesn't give any clear understanding of what you actually get.", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcfbbmv/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "1x usage ?\n5x usage ??\n20x usage ???\nthis whole mystery subscription needs to stop. i went from being fine one a 1x plan to 5x to 20x and seeing the percentages vanish from simple tasks.\nit's the reason they removed the 5h window because it would be too obvious that you get fuck all usage nowadays.", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcf2s1i/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i wouldn't mind them doing this if at the same time they would make the token count explicit per subscription. you can't have people pay a fixed amount of money for an arbitrary amount of tokens, a value that changes on a daily basis.", "link": "https://www.reddit.com/r/codex/comments/1wrr1z8/plans_are_no_longer_x5_or_x20_overall_limit/pcexi2t/"}]}, {"theme": "Lower model and usage prices", "criterion": "billing.pricing_clarity", "authorWeeks": 40, "posts": 40, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "claude-code", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 4}, {"id": "factory", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "text": "the issue is the price, they charge opus levels for a far worse model and even comparing to 4.6 its nearly double the price per task for a marginal improvement. ", "link": "https://www.reddit.com/r/cursor/comments/1wrktgc/am_i_the_only_one_who_thinks_grok_47_is_actually/pcdd6j0/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "all openai needs to do is slash the price of astra by 50% — $5 for input and $25 for output.", "link": "https://www.reddit.com/r/codex/comments/1wqjtee/20_codex_vs_claude_comparison_from_a/pc4qc0s/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "the only thing i don't like with claude code is its built in /btw command and the pricing. 20x claude code user here.", "link": "https://www.reddit.com/r/codex/comments/1wnm9xi/gpt_just_got_mogged_by_claude_today/pbifmmr/"}]}, {"theme": "Clearer general pricing information", "criterion": "billing.pricing_clarity", "authorWeeks": 37, "posts": 40, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "cursor", "authorWeeks": 9}, {"id": "opencode", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "$34 for a 58 minute task is pretty wild when you're coming from a $20 subscription 😅\nthe 109m cache reads seem to explain a lot of it though. this is also why i think agent pricing needs to be shown in a way normal users can understand. token counts stop being intuitive once agents keep reading huge contexts repeatedly.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqjjcf/claude_code_cloud_sessions_one_58minute_task/pc6e8eq/"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai \nhey guys, you need to be more transparent about your billing and clearly explain what users can and cannot use. this month, i did not use any other models at all. i only used @grok 4.7, yet suddenly it shows that i’ve used everything and even owe an extra $11.30. that makes no sense to me. please make the usage limits, billing, and extra charges much clearer so users know exactly what they are paying for.\n@elonmusk @mntruell", "link": "https://twitter.com/1562862287223803904/status/2103409078487708147"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i burnt over $200 in less than a day while building a small feature. need to understand more about pricing", "link": "https://twitter.com/1844966101530050567/status/2103397299422720125"}]}, {"theme": "Published per-model token rates", "criterion": "billing.pricing_clarity", "authorWeeks": 30, "posts": 32, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "claude-code", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why did it not have this to begin with. it would waste all your credits if the large task burned through the usage… forever. \nno transparency on what a token is. that’s the problem. \n#stryker336\nit’s whatever they feel like", "link": "https://twitter.com/1741904545716785153/status/2103574390302810154"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "> marketed as being half the cost\nnote that's only the case for the api, no transparency on what you get for your sub", "link": "https://www.reddit.com/r/codex/comments/1wo8fhw/okay_they_literally_cut_our_quota_by_half_gpt_6/pbm6j9v/"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "does anyone know if usage is better with @grok or @cursor_ai specific to @bot tokens? it's usage statistics are vague text and neither company is posting the actual $/token rates specific to grokbot. would be nice to get some transparency @elonmusk. any suggestions? <strict_link>", "link": "https://twitter.com/923649281042649092/status/2102493378093228093"}]}, {"theme": "Disclosure of model served and quantization", "criterion": "billing.pricing_clarity", "authorWeeks": 26, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "opencode", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "the cheepseek announcement is huge news and brings a lot of joy, no doubt about that, but way too much people are complaining here about an eventual undisclosed quantized version being served.\nplease answer clearly to that.", "link": "https://www.reddit.com/r/opencode/comments/1wr8w3t/cheepseek_phase_2_full_precision/"}, {"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "hum it should be like a legal thing when a provider use quants, they have to communicate on it.", "link": "https://www.reddit.com/r/opencode/comments/1wqox6a/cheepseek_has_its_price_cache_hit_ratio/pc67vot/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "do you mean the chatgpt app or the chatgpt normal thingy? it has been a bit weird today but i don't see it as gpt-6. we should really be honest and transparent about this", "link": "https://www.reddit.com/r/codex/comments/1wq55sw/opus_wipes_the_floor_with_sol/pc3je8z/"}]}, {"theme": "Clear plan tier comparison and inclusions", "criterion": "billing.pricing_clarity", "authorWeeks": 24, "posts": 25, "agents": [{"id": "cursor", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i'd put 'included in pro and max' right at the top of the launch post. leading with dollar credits makes it sound like a separate bill.", "link": "https://twitter.com/2023150636771020800/status/2103132365497291245"}, {"agent": "codex", "date": "2026-09-24", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "for just a little bit more you get codex app.\n@chasesupport make it make sense. <strict_link>", "link": "https://twitter.com/1353215540/status/2102978295658668531"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "text": "hello guys! does anybody know what is the difference between opencode enterprise and go? pricing? is it possible to use go for a company in ai gateway, or is it against any t&c?\n [<strict_link> \n", "link": "https://www.reddit.com/r/opencode/comments/1wmy0h9/opencode_enterprise_vs_go/"}]}, {"theme": "Accurate definition of plan usage multipliers", "criterion": "billing.pricing_clarity", "authorWeeks": 23, "posts": 24, "agents": [{"id": "claude-code", "authorWeeks": 16}, {"id": "codex", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i mean that's the joke. no one knows how much a plus account is. we used to know what it was when it came out, then x5 kinda made sense. it is all so obscure and opaque they may as well call it x67,69, it's not like we can verify it", "link": "https://www.reddit.com/r/codex/comments/1wpfoxh/the_downhill_begins/pbvgl7r/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "then why isn't it called 1.7x max plan? 20x is literally false advertising.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn0xn9/max20x_is_now_just_15_times_better_than_max5x/pbcocfg/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "i mean, it’s not illegal to use the same unit of measure. nearly every competitor in every industry does this - it’s why you buy a gallon of milk at the grocery store, 12oz sodas, etc. \nthe main problem is that you never actually know what 5x and 20x equate to. at least a gallon of milk last week is still a gallon of milk today. ", "link": "https://www.reddit.com/r/codex/comments/1we551s/this_nerf_is_getting_out_of_hand_look_at_this/p9hrwxu/"}]}, {"theme": "Transparent disclosure of usage limit changes", "criterion": "billing.pricing_clarity", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "man, this is annoying. i wish the companies would be more tranparent or less paranoid about this stuff", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpam3u/claude_account_nuked_from_orbit_after_32_minutes/pbyoloc/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "hmmm still not clear! pretty sure not a single person assumed cloud sessions were using their rate limits previously\n so now we have token usage limits and cloud usage limits? \nand the new projects feature uses both? but recently added local projects also? but then that defeats the purpose of long running tasks with laptop shut right?\nthis feels like another roundabout way of switching up the charges being veiled under poor communication", "link": "https://twitter.com/264536947/status/2103032026580365634"}, {"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "@ixel111 @cursor_ai silent tier downgrades destroy trust faster than pricing hikes, clarity on model credits should be standard from day one", "link": "https://twitter.com/1867552024575062016/status/2101019001849552938"}]}, {"theme": "Advance notice of plan and policy changes", "criterion": "billing.pricing_clarity", "authorWeeks": 18, "posts": 19, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "what's the point of advertising a reset, and over 14 hours later, we haven't received a single one? not only do they now have inferior and quantized models, but absolutely shit communcation and transparency, getting worse by the day. and now, to top it of, the usage drains done in the background for months are gonna be spread across the month to make us buy more accounts?\nscrew this company.", "link": "https://www.reddit.com/r/codex/comments/1wqr9f3/weekly_limit_is_gone/pc686ss/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs you guys really should get claude to do your coms, at this point i feel like it’s intentionally misleading", "link": "https://twitter.com/1654510100361388035/status/2103333022590271787"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "ah. wish they'd just put that in the announcements instead of making people ask on a random platform", "link": "https://www.reddit.com/r/codex/comments/1wo8fhw/okay_they_literally_cut_our_quota_by_half_gpt_6/pbmi8vv/"}]}, {"theme": "Clear credit rules, order and expiry", "criterion": "billing.pricing_clarity", "authorWeeks": 14, "posts": 15, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@lydiahallie @broadsidecode @claudedevs why even claim the credit? just push it automatically to peoples plans (take their current spend, reduce it, show neg diff if &lt;0, and leave their budget to compare against.)", "link": "https://twitter.com/2101364222252744704/status/2103498050484453472"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "not sure what the point of the @claudedevs cloud promotional credit is. by stacking it in front of the subscription and making it impossible to turn off all its doing is showing how quickly non-sub credits burn while then likely wasting the sub on the back end", "link": "https://twitter.com/15249578/status/2103252481379872894"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs during the preview was this just free to claude subscribers? i'm wondering what specifically is the credit paying for: tokens and/or underlying compute? \nif it's tokens, why the change?\nif it's compute, do you have a page that shows the cost per minute/hour of usage?", "link": "https://twitter.com/2745712448/status/2103234185939091824"}]}, {"theme": "Published reproducible benchmarks and cost data", "criterion": "billing.pricing_clarity", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai 7% we need to look at the weighted cost of each completed task. first, break down the input bill by cache status, then output it separately, while keeping an eye on the task success rate and tool error rate, in order to eliminate savings that come from multiple rounds of switching. will this set of a/b metrics and sample size be made public?", "link": "https://twitter.com/1574567751494107136/status/2102980135288979516"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "big yes, they should have to report their testing criteria and ensure reasonable reproducibility of their results. ", "link": "https://www.reddit.com/r/codex/comments/1wn5otx/official_benchmarks_should_be_retested_regularly/pbc7w07/"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai the useful signal is not the leaderboard alone—cost, latency, and task fit matter. publishing those tradeoffs makes model choice actionable for teams shipping real workflows.", "link": "https://twitter.com/1912261315290185728/status/2101958509172498648"}]}, {"theme": "Explanation of shared usage pools", "criterion": "billing.pricing_clarity", "authorWeeks": 12, "posts": 13, "agents": [{"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "so it's all a shared pool, which does make the usage amounts a bit confusing. (why list one as $60 worth of usage, another as $15?) but you can think of the usage more as a multiplier. i wrote a post that attempts to clarify this a bit: <strict_link>", "link": "https://www.reddit.com/r/opencode/comments/1wm9bg1/monthly_limit_on_go/pb53h9g/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "this shared pool concept is so opaque. the wording on the website even says they use different limits now but they clearly don’t.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whqo7x/fable_went_from_91_to_61_over_night/pa77yxo/"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "\\-\\_\\_\\_-\nwell that’s good to know, they should document that. feels misleading as it’s two separate products..and usage buckets afaik. or rather..was. ", "link": "https://www.reddit.com/r/codex/comments/1why5do/are_codex_limits_now_tied_to_chatgpt/pa74b0m/"}]}]}, "billing.free_tier": {"authorWeeks": 284, "themes": [{"theme": "Free access to specific or new models", "criterion": "billing.free_tier", "authorWeeks": 51, "posts": 53, "agents": [{"id": "opencode", "authorWeeks": 32}, {"id": "devin", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "that was fast. i paid for the $10/month @opencode go sub &amp; tried qwen 3.8 max, burnt up my 5 hr limit &amp; 40% of weekly usage in just 30 min. i guess it's going to just be ds flash from now on, unless we get a really awesome free model for a week on opencode zen <strict_link>", "link": "https://twitter.com/43463961/status/2103607209263296673"}, {"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@abu_khadeejah11 @opencode @grok @grok can i get deepseek v4.1 flash in the free version", "link": "https://twitter.com/2066096300496683008/status/2103538792636506464"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev you absolutely need to have a free default model for commit message creation\ncosts almost nothing. now once a quarter, without fail, the commit generation fails because of some configuration issue with models, providers or keys\njust have it be baked in, it's key onboarding", "link": "https://twitter.com/436785962/status/2103372305606860989"}]}, {"theme": "Free trial periods for paid plans", "criterion": "billing.free_tier", "authorWeeks": 28, "posts": 29, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "devin", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 5}, {"id": "factory", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@droid", "text": "@droid really? give me a subscription plan and i'll give it a shot", "link": "https://twitter.com/1159835302275346433/status/2104343978137243831"}, {"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "@meituan_longcat @opencode hi! would it also be available as a free to try on @commandcodeai? 🙂", "link": "https://twitter.com/1578681616838365185/status/2104126973064646999"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs good good now know what i really need? @claudedevs? an free month to really test this all out otherwise i run out in a few hours", "link": "https://twitter.com/3255525043/status/2103161802934894595"}]}, {"theme": "Offer a free tier or plan", "criterion": "billing.free_tier", "authorWeeks": 19, "posts": 19, "agents": [{"id": "devin", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs when can he achieve free access so that i can give it a try", "link": "https://twitter.com/1374716483276709892/status/2103677619757858847"}, {"agent": "cline", "date": "2026-09-24", "source": "X", "community": "@cline", "text": "@officiallogank @cline can it be free for antigravity users logan?", "link": "https://twitter.com/1551960459657478147/status/2103209520575152452"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs just give it for free while you are working out the kinks, this shit barely works and you are trying to charge arm and a leg for it.", "link": "https://twitter.com/1811436118191312896/status/2103156909465624587"}]}, {"theme": "Expand student program to more universities", "criterion": "billing.free_tier", "authorWeeks": 18, "posts": 20, "agents": [{"id": "kiro", "authorWeeks": 18}], "examples": [{"agent": "kiro", "date": "2026-09-10", "source": "X", "community": "@kirodotdev", "text": "@ajassy kiro is great but davidson college is sadly not one of the 132 colleges listed. @kirodotdev i'm researching coding agents and would love to access kiro pro for the next year. can we chat?", "link": "https://twitter.com/1256997596473720834/status/2097903998695035225"}, {"agent": "kiro", "date": "2026-09-09", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev would you mind adding the university of electro-communications to your list?", "link": "https://twitter.com/1959058795138887680/status/2097790884863705229"}, {"agent": "kiro", "date": "2026-09-09", "source": "X", "community": "@kirodotdev", "text": "i thought entire world have around 200+ countries but not it's actually 18 \nthanks @kirodotdev helping <strict_link>", "link": "https://twitter.com/2015748138750058496/status/2097789450831138964"}]}, {"theme": "Free usage credits", "criterion": "billing.free_tier", "authorWeeks": 18, "posts": 18, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "kiro", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@trq212 @jkelleher @claudedevs can you just give them without all the instructions? just put an expiration.", "link": "https://twitter.com/106200344/status/2102900104260694273"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@grok @cursor_ai i burned through all my credits and can’t test @grok 4.7 can i have some freebies pls", "link": "https://twitter.com/2085832897756327936/status/2102151189915721978"}, {"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "@cline super smooth desktop ux, but the free credits disappear way too fast during actual task execution.", "link": "https://twitter.com/1523533577081614336/status/2101881809029992749"}]}, {"theme": "Keep free models available permanently", "criterion": "billing.free_tier", "authorWeeks": 18, "posts": 18, "agents": [{"id": "devin", "authorWeeks": 9}, {"id": "opencode", "authorWeeks": 5}, {"id": "cline", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-25", "source": "X", "community": "@cognition", "text": "@cognition congrats! you deserve it! i love devin and swe-2. they’re super reliable. hope swe-2 stays free longer ;d", "link": "https://twitter.com/77924805/status/2103506775735751065"}, {"agent": "devin", "date": "2026-09-24", "source": "X", "community": "@cognition", "text": "@cognition begging to keep swe 2 free forever in cloud agents….", "link": "https://twitter.com/1767985295910383616/status/2102981785785454904"}, {"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "@opencode please keep the xiaomi mimo model for free one more week. solid model💯", "link": "https://twitter.com/1703582271922479104/status/2102904637250535742"}]}, {"theme": "Higher free tier usage limits", "criterion": "billing.free_tier", "authorWeeks": 17, "posts": 19, "agents": [{"id": "cline", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "text": "so it’s just like their previous free offers... ridiculous.\ncline made a bad impression to me.\nif they offer a free tier they should have useful quotas like opencode zen.", "link": "https://www.reddit.com/r/CLine/comments/1wpyepq/gemini_38_flash_is_now_free_in_cline/pc3rk67/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@thdxr hey @opencode\n@thdxr\nplease give us more free tier daily and more free models. add buitin memory vault", "link": "https://twitter.com/141503294/status/2103816074156495086"}, {"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@savram8 awesome! next: $60 of usage for glm 5.3, and @opencode will reign as the undisputed champion of the world 🙏 <strict_link>", "link": "https://twitter.com/1048297438803628034/status/2103559822696399162"}]}, {"theme": "Free access to top-tier max plan", "criterion": "billing.free_tier", "authorWeeks": 13, "posts": 13, "agents": [{"id": "devin", "authorWeeks": 6}, {"id": "factory", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "hey @elonmusk i got $30/month supergrok and $20/month cursor, give me premium subscription for free @x @cursor_ai @supergrok @spacexai", "link": "https://twitter.com/1602107661461639169/status/2101868572670841099"}, {"agent": "factory", "date": "2026-09-18", "source": "X", "community": "@FactoryAI", "text": "@factoryai @tereza_tizkova should i deserve some prize here? a max plan maybe? <strict_link>", "link": "https://twitter.com/144564973/status/2100980539310198987"}, {"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@cognition", "text": "@joshjnunez @cognition what about a 200$ max plan to me? ahah so many giveaways but i won none :(", "link": "https://twitter.com/2193149657/status/2098175761949540385"}]}, {"theme": "Make the product entirely free", "criterion": "billing.free_tier", "authorWeeks": 11, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "> but then they need to be extremely clear\nand all the plans need to be free and unlimited", "link": "https://www.reddit.com/r/codex/comments/1wpfoxh/the_downhill_begins/pbwwtul/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "as long as the app usage is free and unlimited i will be happy. my workflow relies on research just as much as coding. \nand if you find me an alternative i will gladly switch.", "link": "https://www.reddit.com/r/codex/comments/1wo317r/gpt6_sol_mimo_26_pro_but_8_more_expensive/pbjyo19/"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "i need a coding agentic system which is free and i can use it unlimitedly", "link": "https://www.reddit.com/r/opencode/comments/1wm59au/is_there_any_opencode_open_source_alternative/pb4bt41/"}]}, {"theme": "Specific features available on free plan", "criterion": "billing.free_tier", "authorWeeks": 8, "posts": 8, "agents": [{"id": "opencode", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @claudeai at least give read-only access to cowork chats when the user is on a free plan after their pro plan expires", "link": "https://twitter.com/1457007878645043210/status/2104095130659811727"}, {"agent": "copilot", "date": "2026-09-21", "source": "Reddit", "community": "r/GithubCopilot", "text": "just to be clear, you do understand why it only lasted 5 days? \nfor $10, you get 1500 ai credits, which is basically 1500 pennies. your usage burns those pennies to buy tokens, and when they run out, your time is up.\nso you got what you paid, plus 50%. unfortunately, when running agents and such, $15 worth of tokens just doesn't go very far.\nnote: i think you should still get code-completion in your ide for the month", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wlpgze/paid_a_monthly_subscription_that_only_lasted_5/pb2goox/"}, {"agent": "opencode", "date": "2026-09-17", "source": "X", "community": "@opencode", "text": "@opencode after unsubscribing, can't the account try the free model? <strict_link>", "link": "https://twitter.com/1834475387298217986/status/2100377488048509162"}]}, {"theme": "Free credits for creators, hackathons and research", "criterion": "billing.free_tier", "authorWeeks": 7, "posts": 7, "agents": [{"id": "devin", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-23", "source": "Reddit", "community": "r/kiroIDE", "text": "i am building presence intelligence, co-brain for multi-location business ceo and executives. \ni am thinking of record the journey and put on social media, as kiro is one of the vibe coding tool i used, every time i build new feature in pi i record and put on instagram and youtube. \ndoes kiro provide sponsorship or give free token if yes help me connect with respective person who can help me. ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wnwq2t/required_kiro_sponsorship/"}, {"agent": "devin", "date": "2026-09-20", "source": "X", "community": "@cognition", "text": "@da7_tech @cognition @usehazeai should give people some plan like devin pro plan by the times to hackathon so all the people have the same tools and resource to do it. and i think you can ask cognition for some devin pro plan for lower tier prizes.\nthat would be greats!", "link": "https://twitter.com/2092527287174631424/status/2101807858232995926"}, {"agent": "factory", "date": "2026-09-19", "source": "X", "community": "@droid", "text": "@droid maybe an ambassador program with subscription giveaways?", "link": "https://twitter.com/2066846062623518720/status/2101322562793848939"}]}, {"theme": "More free model options", "criterion": "billing.free_tier", "authorWeeks": 7, "posts": 7, "agents": [{"id": "opencode", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-21", "source": "Reddit", "community": "r/CLine", "text": "i'm going to be paying very close attention to what you're saying; if you try to deceive us, i'm going to destroy you on reddit and everywhere :-). linux is the most important thing, write it down somewhere you'll see it every day, and then giving things away for free, that's also essential: the more stuff of all kinds you give, the better.", "link": "https://www.reddit.com/r/CLine/comments/1wmb1co/kimi_k3_is_free_in_cline_desktop_for_a_limited/pb6v3p1/"}, {"agent": "opencode", "date": "2026-09-02", "source": "X", "community": "@opencode", "text": "@commandcodeai @opencode : 6 free models, 61 max intelligence index\n@openrouter : 6 free models, 52 max intelligence\n@commandcodeai : 2 free models, 46 max intelligence\nplease add good free models, @mrahmadawais", "link": "https://twitter.com/1510027424/status/2095295498060251363"}, {"agent": "opencode", "date": "2026-08-31", "source": "Reddit", "community": "r/opencode", "text": "opencode needs to recognise what people really use them for... free models", "link": "https://www.reddit.com/r/opencode/comments/1w33s1q/when_no_better_models_available_for_free/p6yq5t3/"}]}]}, "billing.subscription_portability": {"authorWeeks": 355, "themes": [{"theme": "Bring existing subscription into this agent", "criterion": "billing.subscription_portability", "authorWeeks": 127, "posts": 135, "agents": [{"id": "amp", "authorWeeks": 32}, {"id": "pi", "authorWeeks": 17}, {"id": "zed", "authorWeeks": 13}, {"id": "factory", "authorWeeks": 12}, {"id": "codex", "authorWeeks": 11}, {"id": "opencode", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 7}, {"id": "devin", "authorWeeks": 5}, {"id": "conductor", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-27", "source": "X", "community": "@AmpCode", "text": "@anthropicai set opus 5.5 free, i wanna use my sub in @ampcode .", "link": "https://twitter.com/1541582568029831169/status/2104046097211720023"}, {"agent": "pi", "date": "2026-09-26", "source": "Reddit", "community": "r/PiCodingAgent", "text": "yeah, i mean, after looking into this, i don't think this is what i need. i actually want to just use pi with opus models directly. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wq1bv2/whats_the_best_option_for_using_anthropic/pc30ait/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "my only issue with opus 5.5 is that i can't use it in @opencode through the anthropic subscription. claude cli is so lame", "link": "https://twitter.com/1278477860660019204/status/2103963876198903816"}]}, {"theme": "Allow subscription use in third-party harnesses", "criterion": "billing.subscription_portability", "authorWeeks": 96, "posts": 100, "agents": [{"id": "antigravity", "authorWeeks": 44}, {"id": "opencode", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 15}, {"id": "codex", "authorWeeks": 10}, {"id": "amp", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "yea i love it, wish they added support for other harnesses tbh", "link": "https://www.reddit.com/r/opencode/comments/1wrs0xl/openchamber_is_so_much_better_than_opencode/pcfpqnx/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i would've tried using claude/anthropic (again) but the fact they completely prohibit using your subscription via oauth in another harness makes them worthless to me.", "link": "https://www.reddit.com/r/codex/comments/1wqw2qq/warning_codex_allowances_have_dropped_about_20/pcerntl/"}, {"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "google needs to remove the restriction of using google ai subscription only inside agy otherwise you get banned. gemini 3.8 is good but agy is kinda shitty would be cool to use the model in something like opencode", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrh0mx/gemini_38_in_alternative_harnesses/pcd2rek/"}]}, {"theme": "Unified subscription across linked products", "criterion": "billing.subscription_portability", "authorWeeks": 31, "posts": 32, "agents": [{"id": "cursor", "authorWeeks": 27}, {"id": "codex", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "months and no action on unifying cursor/grok plans @spacexai?\n@cursor_ai has been cooking, but my ai budget is for two providers, and that's @anthropicai and cursor which means grok build gets fully cut out of the mix.\ndon't tell me to use it for 4.7 when you make it so i cant", "link": "https://twitter.com/995626692/status/2103901849485287638"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "the relationship between @cursor_ai @x @grok and @bot is very odd. \nyou can subscribe to each separately, but each share benefits across each other. \nit’s very strange and not straightforward. \ni’d love to see @spacexai simplify this so it’s easier to know what to subscribe to based on our specific use case.", "link": "https://twitter.com/1788271564649029632/status/2102870864266240305"}, {"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "me, i'm considering migrating to a @superset_sh. too much disappointment with astra, then discovered @opencode with deepseek. all through opencodex. and i would really like a little max claude x5, a little openai plus and open code go to access different models and stop being dependent on a single ai operator. then depending on the releases of new models, well you adapt your plans.", "link": "https://twitter.com/2020058961957773312/status/2102839151552835867"}]}, {"theme": "API access included with subscription", "criterion": "billing.subscription_portability", "authorWeeks": 20, "posts": 20, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencodeCLI", "text": "can i use it via api directly or is it like an \"oauth\" thing? if api that's huge!", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wpzekf/operation_cheepseek_phase_2/pc4rfip/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@the__csy20 @palaashatri @antigravity they should let you use the api as well if it’s so cheap it will literally be cheaper for them to serve", "link": "https://twitter.com/2022353157402103808/status/2103912984946917437"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "i have taken muse code subscription and im not able to create api keys so that i can use it with other harness. im only able to use it with muse code and the response are very slow it is taking a lot of time to get the work done.", "link": "https://www.reddit.com/r/opencode/comments/1vtocki/anyone_else_fine_muse_spark_12_to_be/pb55veu/"}]}, {"theme": "Cross-access between partnered products' subscriptions", "criterion": "billing.subscription_portability", "authorWeeks": 14, "posts": 15, "agents": [{"id": "cursor", "authorWeeks": 14}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai can you guys fix fucking fix your cli, the startup time is absolutely horrendous\njust let me use your sub in grok build if its trouble", "link": "https://twitter.com/1333285748859088896/status/2103891127564894325"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai any plans to support cursor subscriptions with grok build? i would love that. pretty please.", "link": "https://twitter.com/2073462147292536832/status/2102450894625263771"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@grok @alexabraham @cursor_ai @mntruell is this something we might expect in the future?", "link": "https://twitter.com/1637502043181989892/status/2102158390034128942"}]}, {"theme": "Transfer subscription or credits to another vendor", "criterion": "billing.subscription_portability", "authorWeeks": 9, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i would, but i haven't used my 2x pro plans since opus 5.5 came out.\ntibo, cut a deal with anthropic to let us use our reset tokens on cc instead.", "link": "https://www.reddit.com/r/codex/comments/1wrrry1/psa_use_your_banked_resets/pcfqkmv/"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @poteto let me switch my token alotment from cursor to @bot please and ty", "link": "https://twitter.com/1349220931198087168/status/2102904934551450107"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "the only thing i’m missing with claude desktop is a convenient way to transfer sessions to another sub. anyone know a good way to do this?", "link": "https://www.reddit.com/r/codex/comments/1wkw3u4/codex_is_done/paxchou/"}]}, {"theme": "Subscription plan instead of pay-per-use API", "criterion": "billing.subscription_portability", "authorWeeks": 8, "posts": 8, "agents": [{"id": "opencode", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-25", "source": "X", "community": "@cognition", "text": "@cognition another common w by devin! now please add subscription usage t_t", "link": "https://twitter.com/1289980460244713473/status/2103536340747104278"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/vibecoding", "text": "can this be used through the opencode go subscription instead of the api? it would avoid the api costs.", "link": "https://www.reddit.com/r/vibecoding/comments/1wl3lfi/i_built_an_orchestration_package_that_lowered_my/pax07fl/"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "@hesomparhizkar @opencode same, ran out yesterday and tried to use free/contributor/stealth nodels like union alpha with it. unusable. opencode go, ollama, or maybe a zai sub? many options. i wished deepseek had subs. apis can be expensive.", "link": "https://twitter.com/455899207/status/2100870520501682419"}]}, {"theme": "Multiple subscriptions in one session", "criterion": "billing.subscription_portability", "authorWeeks": 5, "posts": 7, "agents": [{"id": "amp", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-26", "source": "X", "community": "@AmpCode", "text": "@homborg @ampcode it seems like i can only have one codex subscription, though. that's kind a bummer for me. i'm also trying out t3 and it lets me have multiple codex subscriptions. it might not be a deal breaker, but it's a point to t3, at least.", "link": "https://twitter.com/36411940/status/2103862333936390592"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "i have 2 claude subs that i want to continue 1 code session on. ive tried a bunch of suggestions from ai it never seems to get me the kind of software i want i have 2 claude code subscriptions and i want to use them combined on one chat i have in the vs code client i dont care if it has to move out of vs code into something similar to claude desktop.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whkgip/i_need_a_tool_that_will_allow_me_to_manage/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "very interesting! could we add a second anthropic subscription to the list of agents?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whw82q/use_any_subscription_in_claude_code_using_the_new/pa6tz9p/"}]}, {"theme": "Access to subscription integration beta", "criterion": "billing.subscription_portability", "authorWeeks": 4, "posts": 4, "agents": [{"id": "amp", "authorWeeks": 4}], "examples": [{"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode @sqs can i also get this private beta setting? i'm in the same shoes as justin, claude sdk / subscription is the only thing holding me back from full amp/orb usage\n(i already use the claude cli workaround but it's a bit clunky)", "link": "https://twitter.com/2000470921329709056/status/2102730076936942058"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode would love to test this out! ill give as much feedback as possible 😊", "link": "https://twitter.com/129354616/status/2102727209295503396"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode ooh, how might one get access to try this out?!", "link": "https://twitter.com/72656715/status/2102727195655577829"}]}, {"theme": "Portable context and workflows across vendors", "criterion": "billing.subscription_portability", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-10", "source": "X", "community": "@opencode", "text": "@opencode i want model providers competing for my business every morning. if a better model drops tonight, switching tomorrow shouldn’t mean rebuilding my entire workflow.", "link": "https://twitter.com/55046808/status/2097932591278047477"}, {"agent": "cursor", "date": "2026-09-09", "source": "X", "community": "@cursor_ai", "text": "@jmginer @sama @elonmusk @openai @cursor_ai the painful part is workflow lock-in: the editor is only one layer, while project context, prompts, and agent habits become infrastructure. exportable context and model portability should be table stakes for tools people build businesses on.", "link": "https://twitter.com/1960341013626515456/status/2097625188020240449"}, {"agent": "codex", "date": "2026-09-07", "source": "Reddit", "community": "r/codex", "text": "how would you feel if someone else provided the infrastructure that made it worth it? codex is tremendous value but in 5 years i want to know that my entire workflow can stay with me", "link": "https://www.reddit.com/r/codex/comments/1w9i5zu/gpt6_astra_light_together_with_the_entire_openai/p8c08c1/"}]}, {"theme": "Resubscribe across payment methods and platforms", "criterion": "billing.subscription_portability", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "if i was on the 20x plan thru apple at some point in the past (thru june) am i still able to resubscribe to it on an account that’s had the plan before? tried to restore the purchase but since i’ve since bought the $100 pro plan on this account outside of apple it won’t let me saying i need to do it on the platform i bought my subscription on", "link": "https://www.reddit.com/r/codex/comments/1whlif0/support_just_told_me_they_arent_renewing_people/pbc47vc/"}, {"agent": "devin", "date": "2026-09-12", "source": "X", "community": "@cognition", "text": "@romainhuet @figma @box @cognition @tryramp @clairevo @yashbhavnani0 @jmilinovich @hinaljajal @silasalberti be active on the post so that openai sees.make an exception and allow purchase x20 pro who have paid for a subscription to x20 pro more than 10 times from a single account over time. i think this is fair and won’t affect the load on the servers, since there aren’t many such users", "link": "https://twitter.com/2045942068464201728/status/2098698038470402386"}, {"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "i can't resubsribe, with the same payment i used before.", "link": "https://www.reddit.com/r/opencode/comments/1wppj69/is_opencode_v2_officially_in_a_stable_release/pbxvmfv/"}]}, {"theme": "Business subscription purchase option", "criterion": "billing.subscription_portability", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "grok-build", "authorWeeks": 1}], "examples": [{"agent": "grok-build", "date": "2026-09-13", "source": "Reddit", "community": "r/cursor", "text": "its wierd seeing the many bad experiences from all of you with grok 4.6. i actually had t opposite experience. \ni was unhappy with the high prices of claude enterprise in my company. bei g the guy responsible for rolling out ai to everybody i was looking for alternatives. \ni started to try grok build and cursor and after initially having a problem with trusting their models in any way i became pretty convinced. \ngrok 4.6 was so good i even decide", "link": "https://www.reddit.com/r/cursor/comments/1weddl3/thats_has_happened_to_cursor/p9i8zid/"}, {"agent": "antigravity", "date": "2026-09-08", "source": "Reddit", "community": "r/google_antigravity", "text": "as someone who uses all 3 models:\n1. top tier model is better for 1 shot while gemini is fast and economical. most of the use case would prefer 1 shot. \n2. its ecosystem (harness) is not as polished as claude or codex imo, or it’s not good enough to convince others to switch models \n3. lack of marketing: claude and codex is overhyped compare to gemini. \n4. for corporate users not able to purchase antigravity in subscription mode also hurts budget", "link": "https://www.reddit.com/r/google_antigravity/comments/1waolu4/why_does_antigravity_have_so_few_users/p8l2xhx/"}, {"agent": "claude-code", "date": "2026-09-03", "source": "Reddit", "community": "r/ClaudeCode", "text": "geminis biggest issue is it’s designed to keep you in a chat loop. it always finishes a prompt with a question. if it can’t reason a question related to your prompt/chat it will look into side quests. \nhave a question about global warming? you’ll eventually be led down a path of dinosaurs and/or colonising mars. it’s typical google algorithmic style doom scrolling in text format. if they fucked this off, gemini would be a solid personal ai assist", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w61zf5/i_cant_believe_im_saying_this_but_the_free/p7jmurv/"}]}]}, "setup.install_signin": {"authorWeeks": 467, "themes": [{"theme": "Linux desktop app and support", "criterion": "setup.install_signin", "authorWeeks": 82, "posts": 92, "agents": [{"id": "cline", "authorWeeks": 53}, {"id": "codex", "authorWeeks": 17}, {"id": "factory", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity the adaptation of antigravity ide to ubuntu is too poor.", "link": "https://twitter.com/1587160379515228161/status/2103784620345135354"}, {"agent": "cline", "date": "2026-09-26", "source": "X", "community": "@cline", "text": "@cline would love to try cline, but there is no linux desktop version.", "link": "https://twitter.com/1601711797/status/2103693469474844955"}]}, {"theme": "Multi-account support and easy switching", "criterion": "setup.install_signin", "authorWeeks": 50, "posts": 51, "agents": [{"id": "codex", "authorWeeks": 26}, {"id": "claude-code", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 5}, {"id": "amp", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "yeah i'm not looking for any auto switching shenanigans...just log out and login and keep rolling.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wo8yb4/can_i_get_a_second_pro_account_i_dont_need_ultra/pbn3hc7/"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "how are you all managing multiple codex subscriptions on a mac? i can switch between them using the cli, but i’m looking for a cleaner way to handle multiple subscriptions in the codex app.", "link": "https://twitter.com/1244515682/status/2102764628824719617"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "text": "i have two google ai pro accounts, and i'm currently logged into the **antigravity desktop application** with one of them.\nas the weekly usage iimit is approaching, i'm considering switching to my other pro account. i've successfully done this with openai codex, but i'm wondering if **antigravity (desktop)** allows for account swapping without losing any chats or memories.\nthanks!", "link": "https://www.reddit.com/r/google_antigravity/comments/1wlht2g/account_swapping_support_on_antigravity/"}]}, {"theme": "Windows support", "criterion": "setup.install_signin", "authorWeeks": 26, "posts": 26, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "zed", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai are you planning to include access to origin to cursor app? and are you planning to let origin cli work on windows?", "link": "https://twitter.com/1207612277614170113/status/2101708333157683241"}, {"agent": "devin", "date": "2026-09-20", "source": "X", "community": "@cognition", "text": "@dewyashtwts @supercodeai @devinai @cognition windows support?", "link": "https://twitter.com/2281002014/status/2101622474307723333"}, {"agent": "devin", "date": "2026-09-20", "source": "X", "community": "@cognition", "text": "@dewyashtwts @supercodeai @devinai @cognition when will the windows desktop version be released, and will it support chinese simplified?", "link": "https://twitter.com/2074302211824431104/status/2101582409296941532"}]}, {"theme": "Fix login and sign-in failures", "criterion": "setup.install_signin", "authorWeeks": 24, "posts": 26, "agents": [{"id": "antigravity", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "this has been really a frustrating experience for me @google @antigravity. \ni am not able to login using my google pro account. i can login using a normal google account on same device. \neven after complaining, no response from @antigravity team. didn't expect this from @google <strict_link>", "link": "https://twitter.com/1772509048048377856/status/2103927459137966144"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity @antigravity getting \"account not eligible for gemini code assist\" on login with active google ai pro sub. \nide fails to trigger the 403 validation_required auth prompt. many users reporting this today, any fix or update planned? <strict_link>", "link": "https://twitter.com/1935292916194312192/status/2103922445669499234"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity hi, google support team. i am having issues logging in to my antigravity ide account. i'm on a pro plan and haven't been able to log in for the past 3 days. kindly assist; it's urgent.", "link": "https://twitter.com/2103865104693436416/status/2103866764396503496"}]}, {"theme": "Early and beta access invites", "criterion": "setup.install_signin", "authorWeeks": 17, "posts": 17, "agents": [{"id": "zed", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "can you add more then one invite code? mine is vw2etr if you can", "link": "https://www.reddit.com/r/opencode/comments/1wl8m6y/free_1_billion_muse_spark_13_tokens/pax0hdi/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs enterprise really needs 1) secret storage / external vault support for claude code cloud environments, and 2) claude code projects access — neither is available on enterprise plans yet, and it's blocking real adoption.", "link": "https://twitter.com/21361149/status/2101024559076159609"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i’d love to use this while i dev @wavemistio , please and thank you 🙏🏼", "link": "https://twitter.com/2179155468/status/2100650181410660692"}]}, {"theme": "Reliable, simpler installation", "criterion": "setup.install_signin", "authorWeeks": 13, "posts": 13, "agents": [{"id": "opencode", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-24", "source": "Reddit", "community": "r/PiCodingAgent", "text": "exactly.\n \nbtw, i couldnt install and run the package, might be my env. but something you want to improve on. \nisssue: goproxy list is not the empty string, but contains no entries \nissue: verifying module: missing gosumdb\nfix: \ngo env -w goproxy=<strict_link> \ngo env -w [gosumdb=sum.golang.org](http://gosumdb=sum.golang.org)\ni am still at issue: \"compile: version \"go1.20.2\" does not match go tool version \"go1.27.1\"\"", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wp7uqr/would_you_guys_find_this_tool_useful/pbtabqt/"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@opencode still having issues with the latest update installed to path but still can't find git", "link": "https://twitter.com/1843090739670220800/status/2102492354817003548"}, {"agent": "copilot", "date": "2026-09-21", "source": "X", "community": "@GitHubCopilot", "text": "@githubcopilot please add download progress to your install script. it is a bare minimum in the current era! <strict_link>", "link": "https://twitter.com/3120558444/status/2101902706709565694"}]}, {"theme": "OAuth and subscription login in more clients", "criterion": "setup.install_signin", "authorWeeks": 12, "posts": 14, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-27", "source": "X", "community": "@pidotdev", "text": "@pigcodingagent @pidotdev i use opencode in pi but i tried and couldn't in pig. it would be great if you added opencode as a login option.", "link": "https://twitter.com/299687169/status/2104021066016580085"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "they won't even have an oauth login method, all you'll be able to do is save an api key.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woefjw/jetbrains_air/pbwdgwa/"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "when will i get chatgpt back? this is bad ux @thsottiaux can you please fix it. this is on the codex app. <strict_link>", "link": "https://twitter.com/1304012717351559169/status/2102645472213209092"}]}, {"theme": "Dedicated desktop app", "criterion": "setup.install_signin", "authorWeeks": 12, "posts": 12, "agents": [{"id": "pi", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-27", "source": "X", "community": "@pidotdev", "text": "genuinely believe a solid desktop app will unlock a crazy amount of new users on to @pidotdev, and excited that pi-gui can play a part in that.\nit has to be a desktop app focused on pi though, because pi has unique features like /tree and extensions that have to be showcased.", "link": "https://twitter.com/1689423238173007873/status/2104240272628404326"}, {"agent": "factory", "date": "2026-09-20", "source": "X", "community": "@droid", "text": "@droid been using yall for quite some time, u need a desktop app and change colors from amoled black and orange cuz it truly hurts the eyes. otherwise i would main it", "link": "https://twitter.com/2059310670131195904/status/2101727194577805459"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "does opencodex have a desktop app like the codex/chatgpt desktop? the last time i checked, it's only cli", "link": "https://www.reddit.com/r/codex/comments/1winlvf/codex_is_truly_way_better_with_deepseek/padh7sk/"}]}, {"theme": "Simpler sign-in flow", "criterion": "setup.install_signin", "authorWeeks": 11, "posts": 11, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "the codex app login on windows has become troublesome and is causing a token_exchange_failed error...\nthis error is annoying... i would like the login flow to be a bit smoother without having to go to localhost:1455.\nthere is an issue, so i might leave it for now (the location of codex.exe has changed with the new version, causing various reactions).", "link": "https://twitter.com/9333112/status/2103991329500049838"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "i did it \\o\\ i'm in .@antigravity ide , a refresh a double check identity with keypass and qr with agy 2.0 and then i can ide.\nso f******g convoluted that i'm going to cancel it and change to chatgpt. /o/", "link": "https://twitter.com/225024372/status/2103578962634924201"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity if only you knew (and you do) that your utterly complicated onboarding and auth is where you loose most of your potential customers...", "link": "https://twitter.com/1436309294769745928/status/2103355705101070613"}]}, {"theme": "Working WSL integration", "criterion": "setup.install_signin", "authorWeeks": 10, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-17", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @ben_issen please please give some love to wsl2 @thsottiaux would make codex app so much more usable. \nthere are dozens of similar reports of “can’t create project” for weeks now.\nex:\n<strict_link>", "link": "https://twitter.com/1349934021686423552/status/2100482024561848585"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "you misunderstood me. i don't want to use the chatgpt app on windows if i can't get it working with wsl. setting up a dev environment for the work i do sucks on windows without wsl and i'm not about to use git bash. \ni would like to use chatgpt on windows but i can't get it working with wsl for some reason.", "link": "https://www.reddit.com/r/codex/comments/1wep1ii/truly_heed_the_warning_of_56_sol_deleting_your/p9fqhyb/"}, {"agent": "codex", "date": "2026-09-07", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @twostraws yeah, there is no way of using codex app in wsl, that's why i prefer cli, but it really needs a better work. cc cli is one of my favourites, but astra is my prefered model, why do you split my heart in that way, tibo?", "link": "https://twitter.com/450128451/status/2096845559591993473"}]}, {"theme": "Persistent login without frequent re-auth", "criterion": "setup.install_signin", "authorWeeks": 10, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "please @claudedevs allow for longer login sessions. i didn’t sign in anywhere else new in last 2 weeks either", "link": "https://twitter.com/1699591741043527680/status/2104195694705688787"}, {"agent": "antigravity", "date": "2026-09-21", "source": "X", "community": "@antigravity", "text": "@rodydavis @maxoupixou82 @antigravity @rodydavis and there’s also this issue where a mac reboot will make antigravity app requests authentication from scratch. closing the app and reopening solve the issue", "link": "https://twitter.com/3061871490/status/2102162729595261178"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@bcherny @blaso96 @anthropicai @claudeai @claudedevs @trq212 please fix this issue. its so annoying having to relogin so every 2-3 weeks", "link": "https://twitter.com/823375671443341314/status/2100529650875433263"}]}, {"theme": "Timely releases of latest versions", "criterion": "setup.install_signin", "authorWeeks": 9, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "text": "how to get 5.5 in claude code on linux?\nim on mint. apt says i have the latest version 2.274-1 which doesnt have 5.5.", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wqtkui/how_to_get_55_in_claude_code_on_linux/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@ryanthestupidd @antigravity apt is still showing 1.23.<phone_number> as the latest version. looks like they’re completely ignoring the apt repo.", "link": "https://twitter.com/2031742561392701440/status/2103736057179336798"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "why pre-installed with a version of ubuntu that's 2 generations out-of-date?", "link": "https://www.reddit.com/r/codex/comments/1wl8c26/looking_for_feedback_custom_mini_pc_from_shenzhen/pawvgg7/"}]}]}, "setup.provider_byok_local": {"authorWeeks": 385, "themes": [{"theme": "Local model support", "criterion": "setup.provider_byok_local", "authorWeeks": 37, "posts": 37, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "pi", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "text": "its almost impossible to configure codex to run with a local model. dozens of tutorials, none work. they force you to use \"ollama\" or \"lmstudio\", not even the vllm tutorial hosted in the vllm site works anymore. \nhow hard can it by? just specify the api endpoint and model. but no, you must use one of their friends software.", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pcf5l2g/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity i hope we can see this flexibility within the antigravity app, so we can use the google models as cordinators and seniors and then our own local models or openai compatible api´s for higher volumes of development without being restricted with native antigravity models limits.", "link": "https://twitter.com/1413849052123369472/status/2103763456247709807"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@apocalyzabeth @claudedevs yea i had to switch to codex to continue my madness hahaha\ni really need a local model 🤣", "link": "https://twitter.com/1695535328831111168/status/2103655847964668339"}]}, {"theme": "Custom model provider support", "criterion": "setup.provider_byok_local", "authorWeeks": 21, "posts": 22, "agents": [{"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity are we able to use our own models within antigravity already ?", "link": "https://twitter.com/1413849052123369472/status/2103613976987029584"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev delta is goood like really good\njust need custom provider", "link": "https://twitter.com/1261173216455712768/status/2103520442594332993"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can you guy make delta support custom llm providers please", "link": "https://twitter.com/1925398929904214019/status/2103312711803420977"}]}, {"theme": "Bring-your-own-key support", "criterion": "setup.provider_byok_local", "authorWeeks": 19, "posts": 21, "agents": [{"id": "devin", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "zed", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@mdamore9 @grok @bot @cursor_ai rate limits are also much more efficient the past 1-2 weeks\nthis is critical if we can't bring our own models/api keys", "link": "https://twitter.com/1756394384655003648/status/2103698095045489000"}, {"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "just want byok to be available in agy desktop to as ds\nand that the 3.8 flash issues get solved especially token slash and speed", "link": "https://www.reddit.com/r/google_antigravity/comments/1wom9gb/local_model_support_now_available/pby356u/"}, {"agent": "antigravity", "date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "text": "i like the model. i wish they would give me my api key and keep their ui. acp works but it's a pain in the ass.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmad7c/they_are_ruining_antigravity_20/pb6blot/"}]}, {"theme": "Support more model providers", "criterion": "setup.provider_byok_local", "authorWeeks": 16, "posts": 16, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "this tools help in making of cost and token predictable, so we can plan accordingly. can't it work for other llm?", "link": "https://www.reddit.com/r/opencode/comments/1wrfhdx/i_built_a_telemetry_sidebar_for_the_opencode/pccm0hu/"}, {"agent": "zed", "date": "2026-09-23", "source": "X", "community": "@zeddotdev", "text": "@gmi_cloud @cline please talk with @zeddotdev lately i have using the delta and it's really really good but sadly very selected few providers", "link": "https://twitter.com/1261173216455712768/status/2102607334476558677"}, {"agent": "claude-code", "date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "text": "check out opencode, seriously we should advance not regress. we should move to being provider agnostic, sooner than later! we should have the power, to choose whoever as easy as a simple instruction.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjl7t8/the_limits_are_disappearing_at_a_crazy_speed/patyhpi/"}]}, {"theme": "Run agents locally instead of cloud", "criterion": "setup.provider_byok_local", "authorWeeks": 14, "posts": 14, "agents": [{"id": "cursor", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 4}, {"id": "conductor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "text": "i liked it, but not worth it for smaller tasks tbh... and it just bothers me i have to run it 100% of time on cloud agents, would be really nice to work locally", "link": "https://www.reddit.com/r/cursor/comments/1wpefwt/thoughts_on_cursor_projects/pbynvxz/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "i really love claude project. but i wonder, why does it have to be cloud? no plan for local project @claudedevs @bcherny ?", "link": "https://twitter.com/457307083/status/2103373984041738453"}, {"agent": "factory", "date": "2026-09-18", "source": "X", "community": "@FactoryAI", "text": "@tereza_tizkova @factoryai local desktop version of <strict_link>\nreally want to try factory, will bring all my team to use it if it’s worth it", "link": "https://twitter.com/1747424923914514432/status/2100953473634254851"}]}, {"theme": "Use subscriptions with third-party harnesses", "criterion": "setup.provider_byok_local", "authorWeeks": 14, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 4}, {"id": "amp", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity you just destroying a good harness day by day your windsuf fork was much better than at current. if you can't do anything better just fork opencode/deepseek/zcode or let your subscribers use those instead", "link": "https://twitter.com/151309638/status/2104017857126531200"}, {"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@sqs @sixhobbits @ampcode i have a feeling anthropic will allow external harnesses in a few months, once they have stabilised their cloud projects. then we can continue orbin' ..\ndon't really want to keep switching between different cloud vm providers for every sub that i have.", "link": "https://twitter.com/437728663/status/2103389934086479926"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "model routing is one of my favorite @ampcode features. i just hope that anthropic and google come into their senses and allow their respective models to be used over oauth.", "link": "https://twitter.com/2090734054928687104/status/2102696668944912715"}]}, {"theme": "OpenCode provider integration", "criterion": "setup.provider_byok_local", "authorWeeks": 13, "posts": 13, "agents": [{"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-26", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev this will be hard to test until claude code plans can be used. hope you guys figure out a way. opencode should be easy to implement too.", "link": "https://twitter.com/2065156316562141184/status/2103808310642131452"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/vibecoding", "text": "it’s hardcoded to use direct deepseek api, make it work with opencode-go and commandcode and i’m in!", "link": "https://www.reddit.com/r/vibecoding/comments/1wl3lfi/i_built_an_orchestration_package_that_lowered_my/payk2aa/"}, {"agent": "cursor", "date": "2026-09-16", "source": "Reddit", "community": "r/cursor", "text": "can someone help me do that? i love cursor harness but i want to use opencode models, atm i'm using opencode as harness in and on itself but i prefer cursor \ni tried giving cursor the api, the endpoint and model name, but there's an incompatibility issue. \ni've heard it can be solved by building ( or gitcloning, if sm1 already did that ) a proxy from the computer, is anyone able to help? thank you!", "link": "https://www.reddit.com/r/cursor/comments/1wi5c5n/opencode_api_through_cursor/"}]}, {"theme": "OpenRouter support", "criterion": "setup.provider_byok_local", "authorWeeks": 12, "posts": 12, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-20", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "text": "i want to use openrouter api inside antigravity ide . i tried using cline but its integration seems be not so smooth as of vscode with antigravity ide . it keep on getting hung.\nany suggestions", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wleeqh/how_to_use_openrouter_api_inside_ide_cline_is/"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@musingiqbal @bovetheline @cline @opencode i love cline and i still use it because of this visibility, but i cannot be productive with it. it makes models less smart also it does not even support multimodal features that openrouter exposes. currently i use claude desktop + herms.", "link": "https://twitter.com/2051403352869638144/status/2101371670971703598"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "oh neat. add in openrouter provider selcetor into the pi and you are pretty much golden. deepseek orestrator with glm sub-agents has been by far performing insanely good. deepseek seems to be more creatives with things and easier to stear while glm usually remain factual and catches the error that slip pass", "link": "https://www.reddit.com/r/codex/comments/1wgkvku/chat_gpt_6_pro_as_planorchestator_anitigravity/p9v3gzt/"}]}, {"theme": "Secure credential entry and storage", "criterion": "setup.provider_byok_local", "authorWeeks": 10, "posts": 13, "agents": [{"id": "amp", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-26", "source": "X", "community": "@AmpCode", "text": ".@sqs @ampcode another fun feature request; per-session secrets. sometimes i want to give an orb access to an external service, and i want to only give it access for one thread/session. extra cool if sub-threads could inherit said secrets:)", "link": "https://twitter.com/1729720291/status/2103980940653715675"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode let me delete api keys in console so i don't have to see them", "link": "https://twitter.com/1866208836203286528/status/2103819626425573795"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i’m not a fan of these new security features with claude. what do you mean i can’t just add a key through chat now? kinda annoying tbh.", "link": "https://twitter.com/1200639158437343234/status/2103174242519158894"}]}, {"theme": "Capable local models for consumer hardware", "criterion": "setup.provider_byok_local", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "i agree, i'm a software engineer and all i want is cheap models i can run locally - the technology is already good enough to change my entire career. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcgafb6/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@jmorgan @ollama @opencode thank you! i want @ollama to succeed 💚.\nyou should become the trust owner, as you are coming from local inference.\nplease only host a few top ow models yourself on own/rented gpus. 🙏\nopencode go sold it's soul to closed frontier and china hosters, it seems 😭.", "link": "https://twitter.com/26595741/status/2103868429719457933"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencodeCLI", "text": "off on a side note here, any chance you’ve started looking into hosting the sparse moe models locally when they exceed available ram size? this is becoming a much more interesting option. i have 64gb ram with 16gb vram, but i managed unsloth’s qwen 3.8 flash next (ud-q4\\_k\\_xl; 111gb) at about 12 tokens per second.\nonly worked directly through llama, or pi. it wouldn’t respond through opencode.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wlk3yh/comparison_opencode_pi_and_codex/pb7kzf5/"}]}, {"theme": "Custom base URL OpenAI-compatible endpoints", "criterion": "setup.provider_byok_local", "authorWeeks": 10, "posts": 10, "agents": [{"id": "amp", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "text": "i keep reading you can use it on the web, but can’t find any links to access it, how do you do so? a few requests: \n\\- a custom url openai provider \n\\- base the jj implementation on worktrees instead of copies please! ", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/panpthq/"}, {"agent": "zed", "date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "text": "where's everybody getting that 30$ fee?\ncurrently it works like zed, you can use your sub/api keys, or use zed pro plan. most zed providers are already available like openrouter, opencode, etc. i'm missing only the ability to set up a custom open ai provider (like z.ai) but on twitter they tell me is comming soon.", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pafuh1c/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@yashjitpal @antigravity can u add byok for openai compatible endpoint api &amp; support running from google colab notebook pls?", "link": "https://twitter.com/1585841318810394625/status/2100189921088876567"}]}, {"theme": "Public API access to model and agent", "criterion": "setup.provider_byok_local", "authorWeeks": 9, "posts": 10, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs is there an api available for this so we can integrate it our own systems?", "link": "https://twitter.com/1866085055690657792/status/2104090456720380172"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@rolandgvc @pidotdev @badlogicgames any chance you guys will support an api that lets anyone use the infra setup?", "link": "https://twitter.com/1689423238173007873/status/2102815088323268928"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "can't generate api keys from muse ai tho, i'd rather keep giving mah maney to opencode go or any other provider for the contributor one and keep getting my personal info zucced ", "link": "https://www.reddit.com/r/opencode/comments/1wl8m6y/free_1_billion_muse_spark_13_tokens/paxf0lz/"}]}]}, "setup.extensions_mcp": {"authorWeeks": 611, "themes": [{"theme": "Hooks that intercept and block tool calls", "criterion": "setup.extensions_mcp", "authorWeeks": 14, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 11}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "text": "in general it shouldn't matter but what i always miss is the lack of observability (what has changed exactly) and ability to put hooks during the process (for example formatting or linting etc), that's why i very much prefer native tooling over bash", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wgoknm/would_you_prefer_agent_to_writeedit_using_bash/paxn817/"}, {"agent": "claude-code", "date": "2026-09-07", "source": "X", "community": "@ClaudeDevs", "text": "the killer use case here might be guardrails, not customization.\nimagine a hook that catches every destructive db/file action, checks the diff + environment, and requires approval only when the risk is actually high.\nplugins become much more interesting when they can make agents safer, not just more capable.", "link": "https://twitter.com/2094713034648510464/status/2096873698326458860"}, {"agent": "claude-code", "date": "2026-09-07", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs function hooks are the extensibility win if they fail closed and stay observable. most wanted: pre-tool policy checks + post-tool verification hooks with structured logs.", "link": "https://twitter.com/1332369570/status/2096809743088013485"}]}, {"theme": "MCP server support", "criterion": "setup.extensions_mcp", "authorWeeks": 14, "posts": 14, "agents": [{"id": "zed", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity what's next, mcp access? plugins? sub-agents? come on google", "link": "https://twitter.com/2071953914182725633/status/2103961295603323325"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "why does gemini still lack support for local mcp?\n@ammaar @officiallogank @antigravity @lyalindotcom @dynamicwebpaige @_philschmid @geminiapp", "link": "https://twitter.com/1915026367571546112/status/2103729390219890816"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs local threads matter less than local context: 2,481 emails indexed in 1.04 s, 32 ms a search, nothing leaves the disk. a local agent renting your inbox from a saas isn't local. what beat keyword search surprised us. projects plus mcp next? <strict_link>", "link": "https://twitter.com/1555956036/status/2102910059005010217"}]}, {"theme": "Agent Client Protocol (ACP) support", "criterion": "setup.extensions_mcp", "authorWeeks": 12, "posts": 14, "agents": [{"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-07", "source": "X", "community": "@antigravity", "text": "@serg_vecher @antigravity hey @serg_vecher did you figure it out? is there any agy acp implementation? i can not find it. would love to have it for opencode", "link": "https://twitter.com/2018079570012872705/status/2097062291678118032"}, {"agent": "antigravity", "date": "2026-09-05", "source": "X", "community": "@antigravity", "text": "@nlycskn @antigravity @thtbee_ i used it in agy cli\n50% of my case it does not follow my prompt \nstill good at svg though\ntrying to make it better at video editing if you folks at antigravity support acpx or like codex apps sdk", "link": "https://twitter.com/504201696/status/2096354877442302215"}, {"agent": "zed", "date": "2026-09-02", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev's delta is the most unique, yet (on the surface) the simplest coding agent orchestrator i've used. it's so beautiful, i'm such a big fan.\nmy only issue is i can't continue using it unless they support acp like they do on zed.", "link": "https://twitter.com/1801018634602479616/status/2095290435250126910"}]}, {"theme": "More hook extension points", "criterion": "setup.extensions_mcp", "authorWeeks": 11, "posts": 12, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-27", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode more plugin hooks would make this more seamless - keepalive for orb is neat but would be nice to mark thread as active not idle.\nbeing able to inject ui (eg relayed turn messages) into the thread", "link": "https://twitter.com/3852971/status/2104008031155470738"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "today vise doesn’t have a first-class post-run hook that fires *before* the agent opens or updates the pr. the harness (claude code) does the branch/commit/pr work; vise tracks the session afterward (`pr_state_changed`, `checks_state_changed`, etc.). so there isn’t a clean “attach artifacts right before pr create” extension point yet.\ni'd be happy to chat further on what an plugin might look like.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wj8ej0/i_built_an_opensource_runner_so_i_can_kick_off/paln4mg/"}, {"agent": "copilot", "date": "2026-09-13", "source": "Reddit", "community": "r/GithubCopilot", "text": "nice, saw the staged update fix. i work on hol, where we maintain hol guard, an open-source local check before agent-run commands execute. clco has a clean boundary around `update`, `setup`, `token --clear`, and `logout`; `status` and `version` can stay automatic. that gives agents a checkpoint before changing the install, saved settings, or auth state. open to a small clco guard extension?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wexrf2/clco_claude_code_with_github_copilot/p9imm83/"}]}, {"theme": "Clear hook lifecycle and failure contract", "criterion": "setup.extensions_mcp", "authorWeeks": 11, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 11}], "examples": [{"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs if hooks can emit structured events, i’d use them for project history as much as automation: task started/finished, files touched, review result, human approval.\nstable event schemas would matter a lot for long-running sessions. are hook outputs meant to be machine-consumable?", "link": "https://twitter.com/2094388751481131008/status/2095863198843032017"}, {"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs hooks that can rewrite tool policy mid-session need a trust model before they need a launch blog.\nsigned hooks, sandbox, or hope?", "link": "https://twitter.com/2788825408/status/2095820414429659318"}, {"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs function hooks could make agent behavior far more composable, but they also widen the trust boundary. typed inputs, permission scopes, deterministic failure handling, and a visible execution trace should arrive with the extension surface.", "link": "https://twitter.com/297960594/status/2095738214086742112"}]}, {"theme": "Extension and plugin marketplace", "criterion": "setup.extensions_mcp", "authorWeeks": 10, "posts": 10, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@spinflowstudio @theo @zeddotdev using it for some time now, but the plugin support is not really there yet. there is a lack of functionalities from the massive ecosystem of plugins vscode community has managed to create over the years", "link": "https://twitter.com/1910279414304198656/status/2103302414673859067"}, {"agent": "antigravity", "date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "text": "i think the agent interface is too minimal by design, extensions beyond changing design and colors won't really make sense. \nplugins make more sense to modify the agent behavior and they are already supported by antigravity, they just don't have a good marketplace for them which their biggest obstacle for broader adoption", "link": "https://www.reddit.com/r/google_antigravity/comments/1wi2h0a/antigravity_needs_extensions_and_plugins/pabn78o/"}, {"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "i have been using desktop including beta version \n1.removal of sidebar \n 2. no project wise tab groups in vertical ( i turned it on in beta ) and horizontal tabs\n3. home page has nothing going on \n4. session deletion is only possible from ellipsis of that session not from sidebar/tab\n5. settings in my opinion looks better as a page than modal\n6. context breakdown removed in beta \n7. something like mcp or skill store would be nice", "link": "https://twitter.com/1999052311897972736/status/2100281158118613313"}]}, {"theme": "Load skills from other agents' directories", "criterion": "setup.extensions_mcp", "authorWeeks": 9, "posts": 9, "agents": [{"id": "pi", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "please ensure compatibility with global skills from skills.sh.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc405qj/"}, {"agent": "zed", "date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "text": "something i haven't liked is that if i have custom skills within claude or opencode, it doesn't manage to index them.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pboipht/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "still needs to read skills from .agents/skills so i can stop symlinking it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wk2q8v/agentsmd_now_supported_in_claude_code/pann211/"}]}, {"theme": "Richer extensibility API", "criterion": "setup.extensions_mcp", "authorWeeks": 9, "posts": 9, "agents": [{"id": "pi", "authorWeeks": 4}, {"id": "zed", "authorWeeks": 4}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "text": "giga bloat even with system prompt off\nno way to trim down tool output or set limits unless u waste a ton of tokens making a wrapper\nno custom extensions etc", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrjr75/the_good_opensource_harness/pcgm7ya/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev let me override more of `pi` 👀\ni want to be able to take ownership of the message parsing / handling directly at the response or websocket layer.\nlet me own the session storage.\nlet me change how messages are ordered.", "link": "https://twitter.com/849247899770925057/status/2102420812028633454"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev just keep it simple and make it so adding new functionality is also dead simple\nmore api access to the internals. tried writing ohmypi time travel rules and pi doesn't allow 100% reproduction", "link": "https://twitter.com/18738053/status/2102406817233989777"}]}, {"theme": "Slash commands and manual skill invocation", "criterion": "setup.extensions_mcp", "authorWeeks": 9, "posts": 9, "agents": [{"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-12", "source": "X", "community": "@pidotdev", "text": "hi @badlogicgames @pidotdev : is it possible to invoke more than 1 skill at a time? am currently not able to.", "link": "https://twitter.com/1309695877888368640/status/2098825614602260823"}, {"agent": "opencode", "date": "2026-09-07", "source": "Reddit", "community": "r/opencode", "text": "eh it's ok. i'm on the contributor, at least it's reducing my claude usage, and quality is pretty nice. opencode is nice i'm liking it better than codex. i would like subagents to automatically be detected from claude config, and for skills to get slash commands\n", "link": "https://www.reddit.com/r/opencode/comments/1w91y83/meta_spark_13_for_free_is_surprisingly_great_but/p89fyq2/"}, {"agent": "copilot", "date": "2026-09-04", "source": "Reddit", "community": "r/GithubCopilot", "text": "anyone else seeing this with github copilot skills? if i set `disable-model-invocation: true`, i can’t invoke the skill manually either. i thought it was only supposed to stop copilot from auto-invoking the skill, according to the docs?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6zd0l/github_copilot_cli_command_reference/"}]}, {"theme": "Better plugin support", "criterion": "setup.extensions_mcp", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "zed", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity as a harness, i think it should be far better than what it is right now. i know you are a huge developer and i am nobody but z code is also better than antigravity multiple things it needs plug-in and browser", "link": "https://twitter.com/1405851706848530432/status/2102604582119789031"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@huangrenee3 @r3dchou @cline can u add more plugins and tools for cline desktop 🙏", "link": "https://twitter.com/1323741946939166725/status/2101285473515684043"}, {"agent": "zed", "date": "2026-09-13", "source": "Reddit", "community": "r/ZedEditor", "text": "fork looks cool, really makes me wish zed had better plugin support", "link": "https://www.reddit.com/r/ZedEditor/comments/1wdnpnp/how_long_until_the_zed_team_get_acquired/p9haz16/"}]}, {"theme": "Integration with other agent harnesses", "criterion": "setup.extensions_mcp", "authorWeeks": 8, "posts": 8, "agents": [{"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "even if it is \"just another wrapper\", it's one of the cleaner and better looking ones i've seen so far!\nwhat are the chances of it supporting more harnesses like pi and opencode in the future?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wly13s/after_a_few_requests_wanted_to_share_harbor_the/pb4cof6/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/opencode", "text": "i have been using claude opus in claude code as an orchestrator and then passing it to muse spark in opencode. is there a way or bridge that someone has used, maybe mcp even that claude code and open code talk to each other rather than me copying pasting, paraphrasing prompts. ", "link": "https://www.reddit.com/r/opencode/comments/1wjselh/bridge_between_claude_code_and_open_code_anyone/"}, {"agent": "zed", "date": "2026-09-17", "source": "Reddit", "community": "r/ZedEditor", "text": "but why do we need another coding agent?! it should work seamlessly with cli tools - claude code, codex, grok build, ... or am i missing something?", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/pabaoen/"}]}, {"theme": "Ship function hooks feature", "criterion": "setup.extensions_mcp", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 8}], "examples": [{"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs \"hasn't shipped yet\" — take my feedback, just ship it already 😂", "link": "https://twitter.com/1871289381962784768/status/2095911428867936276"}, {"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs function hooks are what i actually want. videos are cool. ship the github issue path.", "link": "https://twitter.com/20651554/status/2095873257350066201"}, {"agent": "claude-code", "date": "2026-09-03", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs function hooks aren't shipped yet. the demo that matters is the one i'd actually wire into claude code tomorrow.", "link": "https://twitter.com/1944009032471392258/status/2095591949256548775"}]}]}, "setup.onboarding_docs": {"authorWeeks": 285, "themes": [{"theme": "Changelogs and release notes for updates", "criterion": "setup.onboarding_docs", "authorWeeks": 18, "posts": 18, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@otiscode @openaidevs i have a mate who isnt on x, having to update him on resets and updates like this all the time gets long. so does having to look what changed everytime the codex app updates because changelogs rarley get added.", "link": "https://twitter.com/1587475693578997760/status/2104259133025255888"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "i wonder if there is a web or integrated ui in vscode to show what updates of an extension.\nafter a long vacation, i found that antigravity ext was updated from 1.3.0 to 1.4.0.\nso, what bugs did google fix?\ni can't find the changelog of agy ext in [<strict_link>\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnt3dq/whats_the_changes_in_antigravity_ext_v140/"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@seanzoso @cursor_ai even a one-line note beside the update button would help: what changed, and does it need a restart? then you can decide whether to interrupt what you're working on.", "link": "https://twitter.com/2089087915204943872/status/2102691017342497104"}]}, {"theme": "Beginner quick-start guides and tutorials", "criterion": "setup.onboarding_docs", "authorWeeks": 14, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "augment", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@sherryyanjiang @cursor_ai @poteto @mattyp this feature needs a dedicated video to make people understand projects and cloud agents. i've not fully tried it mostly because i haven't seen a proper video explaining its usecase and value.", "link": "https://twitter.com/363814725/status/2103947956491555032"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "so many of us are non technical can you add like a helper tip to the models so we can really use the models in a better efficient way. because even if gpt or claude give us agi. gemini will always be goat if used properly", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbl9gtz/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@nohedev @rodydavis @antigravity please do a run down for new users on how to set up and train antigravity", "link": "https://twitter.com/1657089735687323648/status/2100335255429259347"}]}, {"theme": "Localized interface and docs languages", "criterion": "setup.onboarding_docs", "authorWeeks": 14, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "a localization issue in the chinese version of the codex app: “plan mode” is currently translated as “套餐,” which means a pricing plan. it should be “计划.” the current translation is misleading and should be corrected. @thsottiaux", "link": "https://twitter.com/483983933/status/2102285792718819409"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "i'm from sri lanka and we speak sinhala. but mac or windows does not have software to use mac using sinhala command and voice over are english too. using this users can surf internate using native sinhala language", "link": "https://www.reddit.com/r/codex/comments/1wl7l4p/i_used_astra_in_codex_to_build_an_opensource/pawoqd9/"}, {"agent": "cline", "date": "2026-09-20", "source": "X", "community": "@cline", "text": "@cline if possible, i need chinese support for the interface, thank you 😃", "link": "https://twitter.com/921542861115420672/status/2101770444517052551"}]}, {"theme": "Docs explaining how specific features work", "criterion": "setup.onboarding_docs", "authorWeeks": 10, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "oh man wouldn't it be great if there'd be official documentation about this, instead of some random anthropic employee saying this on his private twitter account some months ago in a reply to someone?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpv1gz/i_measured_the_claude_5hour_meter_around_the/pc10nbk/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "once i set it up, there's this button with a foot that moves me up in steps. what am i supposed to do with this? is there documentation explaining this? i couldn't find it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp0fvl/made_a_trailer_for_my_game_using_opus_55_and_wow/pbulj0m/"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@poteto you or someone from @cursor_ai team really needs to document this flow of yours. it will be a real boon to the community", "link": "https://twitter.com/10042902/status/2103270613989101857"}]}, {"theme": "Merge products into one unified app", "criterion": "setup.onboarding_docs", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "grok-build", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "i'm just here waiting for chat and cowork to merge @claudeai @claudedevs <strict_link>", "link": "https://twitter.com/1519467714363990019/status/2100922270222819796"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/ChatGPTPro", "text": "it still seems like they should just combine codex and work, i guess they're for separate tasks but there's a lot of overlap. it seems like codex should be able to do everything that work does, and codex should just work like work if you don't give it a coding task", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1wifgo3/claude_just_combined_chat_cowork_should_chatgpt/pab5wi8/"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "imo \"chat\" should take the form factor of an everyday agent experience, like muse, grok bot, instinct, etc.\ncodex and work should merge. i distinguish them as cloud (work) vs. local (codex), they do the same exact things, it just changes what they have access to.", "link": "https://www.reddit.com/r/codex/comments/1wghdgd/chat_work_and_codex_merging/p9udtmr/"}]}, {"theme": "Open source the app and agent", "criterion": "setup.onboarding_docs", "authorWeeks": 10, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "will you open source it?\ni would love to make it support other languages.", "link": "https://www.reddit.com/r/opencode/comments/1wproug/with_opencode_and_space_bunny_made_this_subtitle/pc0d5qd/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs this defo needs a github repo or am i missing something?", "link": "https://twitter.com/1897350546584952832/status/2103211157423333808"}, {"agent": "codex", "date": "2026-09-21", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "it’s time for @openai to open source the codex app codebase <strict_link>", "link": "https://twitter.com/1765223424530456576/status/2101889846604149043"}]}, {"theme": "Simpler out-of-the-box setup", "criterion": "setup.onboarding_docs", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's just too much of a hassle to switch to codex, i just wish it came with a claudecode-like setup.\nbut i guess, if i'm forced i'll make the move..", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp1mki/am_the_only_one_who_still_exclusively_uses_46/pbro9ei/"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "for example, in ai development, there are various tools such as claude code, dify, n8n, gemini cli, and codex cli. if we can reduce the hassle of environment setup, it becomes easier to focus on the original tasks.", "link": "https://twitter.com/2096939911081500672/status/2099436618600104010"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot cool stuff, i would love it if cursor automated the setup of projects based on the repo. all my agents who are working on the same repo = same project.", "link": "https://twitter.com/55900875/status/2099421729315537063"}]}, {"theme": "Access to experimental and unreleased features", "criterion": "setup.onboarding_docs", "authorWeeks": 7, "posts": 7, "agents": [{"id": "amp", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode would like to try whatever (a) and (b) as recently hermes, raycast and glaze all have been experimenting with it", "link": "https://twitter.com/906700218132918273/status/2102741226504258040"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode if there's room to test it lmk!\ni am facing the same thing over here", "link": "https://twitter.com/2931128860/status/2102737182662266906"}, {"agent": "claude-code", "date": "2026-09-11", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i so wish i could test this feature…. <strict_link>", "link": "https://twitter.com/2976111868/status/2098507897307279666"}]}, {"theme": "Clearer distinction between modes and features", "criterion": "setup.onboarding_docs", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs confusing. you already had ‘projects’ now this seems different feature with the same\nname?", "link": "https://twitter.com/193636542/status/2100633951685460087"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@janxdesign @thsottiaux i don’t really understand the difference between work and codex when you’re in the codex app", "link": "https://twitter.com/2071316370399379456/status/2099442559101841765"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@janxdesign @thsottiaux definitely this\ni don’t really understand the difference between work and codex when you’re in the codex app\nwork mode from mobile also doesn’t have the same capabilities as codex either. and starting a work chat on mobile doesn’t have the same context as codex", "link": "https://twitter.com/1920233886933819392/status/2099423249469952025"}]}, {"theme": "Documentation of all configurable settings", "criterion": "setup.onboarding_docs", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-04", "source": "Reddit", "community": "r/ClaudeCode", "text": "well, i absolutely prefer a config but very often i'm unaware of the existence of a setting, and it's hard to judge what _might_ even be configurable. also, some settings are not documented at all, e.g. just today i found out that anthropic put me into a random a/b test group where claude suddenly stopped using read/edit tools. claude dug up an env var name from its binary that we now set to avoid this weird behavior.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w6yw16/claude_code_v21259_forces_coauthoredby/p7stkre/"}, {"agent": "codex", "date": "2026-09-04", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "codex cli 0.153.1 released. \ngpt-6-astra can be configured via api. the default model remains unchanged and is not displayed in the model picker. \npost-update confirmation:\n- `codex --version` → 0.153.1\n- api settings pass\n- the default model remains unchanged\n- not displayed in the picker\nthere is no official documentation for the configuration syntax.\n<strict_link>", "link": "https://twitter.com/2053104248960000001/status/2095699645678907688"}, {"agent": "opencode", "date": "2026-09-03", "source": "Reddit", "community": "r/opencode", "text": "i checked and it should support disabling thinking. i can't find any clear instructions on how to disable it in the config.", "link": "https://www.reddit.com/r/opencode/comments/1w62dqj/how_to_turn_off_deepseek_model_thinking_using_the/p7jmvnq/"}]}, {"theme": "Easier, less confusing user experience", "criterion": "setup.onboarding_docs", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/cursor", "text": "haha, yes, it’s a tricky world where things change in matter of days than years these days… codex feels so unintuitive compared to cursor, especially due to the things you mentioned. hopefully someone in this thread can share a better insight how to get to the part where we solve this issue.", "link": "https://www.reddit.com/r/cursor/comments/1wfkoba/codex_vs_cursor/p9pxxb9/"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux codex cli should learn from claude code. it’s super confusing", "link": "https://twitter.com/616007904/status/2099569612543434891"}, {"agent": "claude-code", "date": "2026-09-07", "source": "Reddit", "community": "r/ClaudeCode", "text": "if oai can just fix their ux problems on codex and get the model to be a better writer i wouldnt have to keep paying this god awful company", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w9nlqr/can_claude_max_20x_still_compete_with_astra_with/p8e0ont/"}]}, {"theme": "Transparent benchmarks and eval details", "criterion": "setup.onboarding_docs", "authorWeeks": 7, "posts": 7, "agents": [{"id": "devin", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-26", "source": "X", "community": "@cognition", "text": "am i the only one waiting for @cognition to update their deepswe bench?😭😭😭\ni use that shi to make real life decisions 😭", "link": "https://twitter.com/1343528621542150144/status/2103794002055033104"}, {"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "@factoryai @spacexai miss your benchmarks bro :3 u should have factory/droid bench , how models perform on droid on that", "link": "https://twitter.com/1248119942194421760/status/2102175811994366307"}, {"agent": "antigravity", "date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "text": "this is very interesting, haven't tried, it would be nice to have some transparency between model performance in different harnesses. i know there are some benchmarks that do provide this, but i feel like when new model benchmarks get released we don't really know what harness the teams use. definitely there needs to be more extensive work with benchmarking harnesses and also different workflows people use for coding. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wl8plf/align_gemini_3x_generation_models_starting_from/pb24mq0/"}]}]}, "setup.ide_integration": {"authorWeeks": 350, "themes": [{"theme": "Desktop and IDE feature parity in CLI", "criterion": "setup.ide_integration", "authorWeeks": 21, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@ampcode and while we're at it... why not support the \"run review\" command in the tui... 🤔 @thorstenball", "link": "https://twitter.com/2062509956574650368/status/2103198859291922522"}, {"agent": "antigravity", "date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "text": "any update to cli? or its always agy 2.0? cant do delete conversation automatically on every time i quit the app on the app one while in cli, i could use powershell profile to do so. maybe a request to add like disabling knowledge and conversation history like in antigravity ide. i dont need bloated context from the previous chat like tha chatbot app. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh9uyh/antigravity_2_release_v2140/pa3aiha/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity i think this is last piece that make antigravity works. it do things pretty well. just ask too much. hope it comes to cli too.", "link": "https://twitter.com/1192620866/status/2100096493848060297"}]}, {"theme": "Better CLI harness quality and usability", "criterion": "setup.ide_integration", "authorWeeks": 13, "posts": 14, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai can you focus on the cli? it's too difficult to use.", "link": "https://twitter.com/2092254088432164864/status/2102906844004204789"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "i'm at 87% allowance. resets in 5 days. idgaf i'm submitting a pr to make the codex cli similar to claude cli. fuck that's the only reason i don't use codex over claude (idiots)", "link": "https://www.reddit.com/r/codex/comments/1wn5avm/gpt_6_astra_on_ultra_consumed_entire_5hrs_limit/pbc4h31/"}, {"agent": "codex", "date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "using codex, i realize that astra is really good but the codex cli is really bad and that harnesses matter so much. its really hard actually doing anything productive with codex compared to claude code and they gotta fix it asap\nin the meantime, can anyone recommend a good harness on top of codex? preferably my subscription shoudl work lol", "link": "https://twitter.com/1401310418765713410/status/2102279616966852890"}]}, {"theme": "Built-in browser with element selection", "criterion": "setup.ide_integration", "authorWeeks": 13, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity when are we having in built browser support like vscode to preview and select element right in ide?", "link": "https://twitter.com/2004183396705296384/status/2103785026626498901"}, {"agent": "copilot", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "the only thing i miss compared to the copilot extension is the integrated tools, browser, and ''click to install'' features that vscode is providing more and more. \nthere is still an option to add opencode go to the copilot extension, but it's not that perfect. it works, but openchamber seems to consume less tokens and manage the context and cache hit a bit better.", "link": "https://www.reddit.com/r/opencode/comments/1wpt89d/opencode_desktop_vs_opencode_v2_desktop_vs/pbzdp4z/"}, {"agent": "kiro", "date": "2026-09-25", "source": "X", "community": "@kirodotdev", "text": "yo @kirodotdev, wen opus 5.5? 👀\nalso would love a select div (or dom element) feature\ni'm a power user of yours ;)", "link": "https://twitter.com/2083879303113027585/status/2103567218873131082"}]}, {"theme": "Feature parity in IDE extensions", "criterion": "setup.ide_integration", "authorWeeks": 11, "posts": 11, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "sad, the extensions cannot give full experience like ide do. very very disappointed", "link": "https://www.reddit.com/r/google_antigravity/comments/1w3xjkl/is_antigravity_ide_not_getting_updates/pc5f9o0/"}, {"agent": "claude-code", "date": "2026-09-13", "source": "X", "community": "@ClaudeDevs", "text": "@bcherny i think something like this makes sense for 'claude code for vs code'.\n@claudedevs", "link": "https://twitter.com/716743642237509632/status/2099194719871881322"}, {"agent": "claude-code", "date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "text": "can this somehow be incorporated in vscode claude extension?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wddnzf/give_claude_code_a_free_voice_its_surprisingly/p95nch6/"}]}, {"theme": "Official native VS Code extension", "criterion": "setup.ide_integration", "authorWeeks": 11, "posts": 11, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "text": "an official opencode chat experience integrated directly into vs code, similar to github copilot chat, would be a great addition. it would make opencode much easier to use for developers who prefer a native chat interface instead of relying mainly on the terminal, while still providing access to opencode’s models, coding capabilities, tool calling, and project context directly within the editor.", "link": "https://www.reddit.com/r/opencode/comments/1wp0twh/an_official_opencode_chat_like_copilot_chat_would/"}, {"agent": "cursor", "date": "2026-09-09", "source": "X", "community": "@cursor_ai", "text": "@metafordevs @cursor_ai do you guys have vs code extension aswell ? would love to try it", "link": "https://twitter.com/1796279396854284289/status/2097748092045123805"}, {"agent": "codex", "date": "2026-09-08", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "in the windows app's remote desktop, dragging is not possible, and the view is too small, so it would be convenient to have a vs code extension made for codex, which i recommend. features: move codex cli to the latest line, move to the next tab, two-step zoom in and out, display codex remaining amount (retrieve the latest value every 5 minutes for 1 hour since the last operation detection) <strict_link>", "link": "https://twitter.com/134575743/status/2097204855534424525"}]}, {"theme": "Better VS Code extension quality and UX", "criterion": "setup.ide_integration", "authorWeeks": 10, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "okay, i tried the vs code codex extension and it works. if i open a local chat in the chatgpt desktop app it does not load, but if i open it in the vs code extension then it does work. then if i open that chat in the app again it works again! starting a new chat does work in vs code but not in the app.\nconclusion: bruh. the chatgpt app is vibecoded slop.\nif only the vs code extension had better ux", "link": "https://www.reddit.com/r/codex/comments/1wq86dk/codex_not_working_today/pc37sc1/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "> it's mildly annoying copying text out of cli, so i make it write md files for me in a scratch folder when needed\nthis is probably the biggest reason i use the extension, rather than cli. \nan extension should give anthropic a lot more flexibility in its ux design than a terminal cli, right? \nso in principle, the extension _should_ be better in many ways (and if it's not... anthropic should do better)\n*if you use vscode", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq49gg/claude_code_cli_vs_vs_code_extension_which_do_you/pc125e3/"}, {"agent": "antigravity", "date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "text": "what about the antigravity ide version? you’re being very biased—focusing development only on other things while neglecting to update the ide. do you really expect us to switch to using the antigravity extension in vs code?\nit runs so slowly.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/papsi03/"}]}, {"theme": "CLI and web features in desktop app", "criterion": "setup.ide_integration", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity what about the antigravity app? it doesn't support this yet.", "link": "https://twitter.com/125075633/status/2102905002985676825"}, {"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux can we get the deep research tool into the codex app?\nit's currently only available on the web version.\nalso in the mobile app diagrams, etc can go past the screen width and there is no side scroll", "link": "https://twitter.com/1968041213073686528/status/2100772047538319618"}, {"agent": "copilot", "date": "2026-09-14", "source": "Reddit", "community": "r/GithubCopilot", "text": "i'll definitely give this a go for something soon however, are there plans to bring this to the desktop application as well? i have a pretty good workflow there now and would love to try it there.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w78r2a/project_hydrafusion_frontier_quality_via/p9ov9a7/"}]}, {"theme": "Continued IDE updates and development", "criterion": "setup.ide_integration", "authorWeeks": 9, "posts": 9, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev this was useful when you were still in the game of developing it as an actual ide. can you not just give that side a bit more love?", "link": "https://twitter.com/511223011/status/2103444726594588826"}, {"agent": "antigravity", "date": "2026-09-19", "source": "X", "community": "@antigravity", "text": "@tigerjpeg @antigravity hey please improve antigravity it lacks a lot of features like computer use design mode and a lot of basic commands like fork compact etc feels bare 🦴 and ide has not received update for a month", "link": "https://twitter.com/2044713468931031040/status/2101359368688324765"}, {"agent": "antigravity", "date": "2026-09-11", "source": "X", "community": "@antigravity", "text": "@g_programming @almarca4 here @antigravity please show some love to antigravity ide (for those of us who still review the ai code), and please don't tell me to try the extensions.", "link": "https://twitter.com/1286046841570758656/status/2098426895037513796"}]}, {"theme": "Jupyter notebook support", "criterion": "setup.ide_integration", "authorWeeks": 9, "posts": 9, "agents": [{"id": "zed", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "text": "i don't know how many of you use zed for running jupyter notebooks - so many issues and vs code support is much better.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wr5qmt/jupyter_notebook_support_in_zed_is_not_good/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev i have been defaulting zed for an year now. and my only grievance is that there is no jupyter notebook support 😭😭.", "link": "https://twitter.com/1671465198409089024/status/2103348563367559346"}, {"agent": "zed", "date": "2026-09-24", "source": "Reddit", "community": "r/ZedEditor", "text": "jupyter notebooks. \nenginging, physics, data science and a tonne of other sciences use them extensively and zed currently has no support for them at all (except for in the preview with a few feature flags but lsp's, vim mode and a tonne of other stuff doesn't work in them so who cares)\n", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbpza9i/"}]}, {"theme": "Improved IDE quality", "criterion": "setup.ide_integration", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity give some sunshine to the ide too... or add an optional ide in 2.0", "link": "https://twitter.com/1904532839477231616/status/2103909185310363925"}, {"agent": "codex", "date": "2026-09-15", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@phil_uplc agreed if openai/codex fixes a few devex and tooling-integration issues, claude is basically done.", "link": "https://twitter.com/1318572338137473024/status/2099875705366417547"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@ai_for_success model is very good i think google needs to upgrade their harness google antigravity @antigravity @officiallogank", "link": "https://twitter.com/2012729139296657408/status/2099858327325016122"}]}, {"theme": "Restore discontinued IDE, extension or app", "criterion": "setup.ide_integration", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@theo i miss codex-app, gpt-image, computer-use and unlimit chat that can send context directly in codex. but the claude opus 5.5 is so good that i could forget astra", "link": "https://twitter.com/2043642583671300096/status/2103396183087731147"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "it looks like codex is not longer supported as ab ide extension in cursor,i cant find it\n", "link": "https://www.reddit.com/r/cursor/comments/1w19lrl/openai_is_ending_its_cursor_partnership_after/pbaiaou/"}, {"agent": "antigravity", "date": "2026-09-11", "source": "Reddit", "community": "r/google_antigravity", "text": "same here. i just updated antigravity.. it split my ide into agent only app where u cant code yourself and the models work there... but doesnt work in my ide... \nits quite irritating honestly", "link": "https://www.reddit.com/r/google_antigravity/comments/1wdipw5/agent_execution_terminated_due_to_error_issued/p979g13/"}]}, {"theme": "Inline code autocomplete in editor", "criterion": "setup.ide_integration", "authorWeeks": 7, "posts": 7, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "text": "i use openchamber mostly as a vscode plugin, which brings all opencode goodness directly into vscode like it were copilot. \nthe only missing integration is code auto-complete in the editor.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqkpi3/can_somebody_explain_what_open_chamber_is/pcffao6/"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "better intellisense, either native or via plugin. don't need ai for everything.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pblf992/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "1. please bring the remote feature in extension too\n2. inline chat completion feature \n3. when files are edited via agent, the code editor floods with error marks as the changes are not immediately shown on the editors", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnt3dq/whats_the_changes_in_antigravity_ext_v140/pbih9gj/"}]}]}, "models.catalog_access": {"authorWeeks": 1299, "themes": [{"theme": "Newest models on lower-priced plans", "criterion": "models.catalog_access", "authorWeeks": 79, "posts": 80, "agents": [{"id": "codex", "authorWeeks": 32}, {"id": "claude-code", "authorWeeks": 23}, {"id": "opencode", "authorWeeks": 9}, {"id": "cline", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "this can't be real...\nif they don't have at least one new model like opus 5.5 available for all paid plans, it's over for openai...", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pcdwsc7/"}, {"agent": "devin", "date": "2026-09-27", "source": "X", "community": "@cognition", "text": "currently, only big v has droid max or devin max\n@droid @cognition consider me", "link": "https://twitter.com/2018156578617090049/status/2104141229428781334"}, {"agent": "kiro", "date": "2026-09-26", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev fable 5.1 and opus 5.5 models should be made available to all users.", "link": "https://twitter.com/1896160400716267520/status/2103915522719150122"}]}, {"theme": "Add Opus 5.5 model", "criterion": "models.catalog_access", "authorWeeks": 64, "posts": 74, "agents": [{"id": "kiro", "authorWeeks": 29}, {"id": "antigravity", "authorWeeks": 19}, {"id": "amp", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "never mind, those were my codex accounts. you like resets, codex is the place to be. unfortunately, it doesn’t have opus 5.5 :)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr9xke/i_think_we_just_got_a_reset/pcb0cgw/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "what's stopping @antigravity from replacing opus 4.6 with opus 5.5? <strict_link>", "link": "https://twitter.com/1545125604487753728/status/2104171111944761648"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "so essentially just grok bot 😅 \njust give us fucking opus5.5 equivalent ", "link": "https://www.reddit.com/r/codex/comments/1wqldt9/o_is_a_new_product_tibo_is_being_cryptic_again/pc5gelf/"}]}, {"theme": "Add DeepSeek V4.1 Flash model", "criterion": "models.catalog_access", "authorWeeks": 60, "posts": 62, "agents": [{"id": "opencode", "authorWeeks": 21}, {"id": "cursor", "authorWeeks": 9}, {"id": "factory", "authorWeeks": 7}, {"id": "zed", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "kiro", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "text": "only usable \"model\" in kiro right now is auto... all other decent ones burn credits like crazy. if aws prices luna/sol correctly and add back the new chinese models (deepseek v4.1 flash please!)... then it can return - otherwise... it will be used by the ones that are using it for free or when their employeer \"strongly recommend\" it to be used.\n ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqueq0/claude_pro_vs_kiro_pro_subscription_which_is/pcfhx04/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "naw it's tuesday we're gettin gpt-6-sol too we're eating good today boys\ncan we get deepseek 4.1 pro please?", "link": "https://www.reddit.com/r/codex/comments/1wnf4pn/so_is_it_the_time_to_switch_to_claude/pbeetl0/"}, {"agent": "factory", "date": "2026-09-22", "source": "X", "community": "@FactoryAI", "text": "@tereza_tizkova @factoryai @droid i have been trying to ask you about deepseek 4.1 flash being offered for weeks", "link": "https://twitter.com/1258455699073441793/status/2102454686070571282"}]}, {"theme": "Restore removed models", "criterion": "models.catalog_access", "authorWeeks": 58, "posts": 60, "agents": [{"id": "codex", "authorWeeks": 26}, {"id": "cursor", "authorWeeks": 10}, {"id": "opencode", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "bring back 5.5 and 5.6 sol! you guys want business or not? nerfing a model by half and doubling the price makes zero sense. revive 5.6 sol. i swear it was the real goat of the oai golden age", "link": "https://www.reddit.com/r/codex/comments/1wpd1gc/moarrrrr_higher_tier_pro_plans_are_forthcoming/pbyzts7/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "day 1 astra is insane. it was better than opus 5.5.\nwish we could still use that.", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pbxusvw/"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity @google bring back my model 😭, money is on the line <strict_link>", "link": "https://twitter.com/1541311148489850880/status/2103393128874905815"}]}, {"theme": "Multi-provider model choice in one harness", "criterion": "models.catalog_access", "authorWeeks": 50, "posts": 52, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "cursor", "authorWeeks": 8}, {"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 5}, {"id": "pi", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "they follow the money. we need to be model agnostic (aka openrouter / opencode go) to prevent this", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pcai6ne/"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @yacinemtb its crazy good, i am blown away by it every single day. and a lot has to also do with how good codex application is. i wish i could even transport by claude models to the codex app.", "link": "https://twitter.com/2311848115/status/2104314405739548932"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity why are we still stuck on using sonnet 4.6 &amp; opus 4.6? if you can't release your own pro models, at least let us use the latest from other labs for planning stuff &amp; gemini for execution.", "link": "https://twitter.com/1069075741432795137/status/2104309161278501186"}]}, {"theme": "Add GPT-6 Astra model", "criterion": "models.catalog_access", "authorWeeks": 48, "posts": 49, "agents": [{"id": "cursor", "authorWeeks": 26}, {"id": "codex", "authorWeeks": 7}, {"id": "kiro", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 5}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-23", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev please kiro, give us what we want: astra, fable, opus 5.5, sol 6, luna 6 !!! pleaseeee", "link": "https://twitter.com/1794045418445115392/status/2102796562518933904"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "at this point, we need astra major. anthropic is just way ahead", "link": "https://www.reddit.com/r/codex/comments/1wnm9xi/gpt_just_got_mogged_by_claude_today/pbg79zm/"}, {"agent": "kiro", "date": "2026-09-14", "source": "X", "community": "@kirodotdev", "text": "@awsdevelopers i will choose python.\nbecause @kirodotdev is great with it too ;)\nwen astra?", "link": "https://twitter.com/2083879303113027585/status/2099596286605271182"}]}, {"theme": "Model parity across app, CLI and platforms", "criterion": "models.catalog_access", "authorWeeks": 48, "posts": 49, "agents": [{"id": "codex", "authorWeeks": 36}, {"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/OpenAI", "text": "gpt 6 sol, luna not available on codex extension in plus subscription\nthe extension version that im using is: <phone_number> \ni updated it, and i guess this is the latest.\n \nis it about to roll out or am i missing something? \nhowever, in cli, it is updated to latest version(v0.156.1) and shows those gpt 6 sol, luna models.\ndo i have to do something to get them in extension based chat area or what?", "link": "https://www.reddit.com/r/OpenAI/comments/1wnwm69/gpt_6_sol_luna_not_available_on_codex_extension/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "why don’t you update the linux version? my version still has 3.6", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbjgkgo/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "i see the max models available in <strict_link> website but not in the offical chatgpt/codex app. what gives? i would definitely use max if it were available in the app.", "link": "https://www.reddit.com/r/codex/comments/1wnp2jm/6_sol_and_luna_is_here_in_work_and_chat/pbhvl2i/"}]}, {"theme": "Cheaper capable lightweight model tier", "criterion": "models.catalog_access", "authorWeeks": 47, "posts": 49, "agents": [{"id": "codex", "authorWeeks": 21}, {"id": "claude-code", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i wish we had model that had the visual understanding of astra but much cheaper.", "link": "https://www.reddit.com/r/codex/comments/1wrwoc9/holup_is_this_correct/pcgoh8j/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "bruh why r u using sonnet? not only is it like ds 4.1 flash level of performance, it’s infinitely more expensive. and then also very ineffecient that it can work out more expensive than opus5.5(!) when comparing cost/task. as a codex user i wish claude had something like luna. cuz i wouldn’t use sonnet even as a subagent its just not worth it. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcesssv/"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@grok @elonmusk @spacex @cursor_ai i am asking if there is any plans to release new models based on the core idea of composer, the thing is that while we spent effort creating models capable of doing complex tasks as a developer i need one that do no complex but repetitive or code exploration inference for cheap.", "link": "https://twitter.com/45492771/status/2103569163608600804"}]}, {"theme": "Update outdated Claude models in catalog", "criterion": "models.catalog_access", "authorWeeks": 42, "posts": 43, "agents": [{"id": "antigravity", "authorWeeks": 36}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "using a more expensive yet poorer performing model. switch to opus 5.5 now before i get mad.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfhyo7/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "dear @antigravity, 🙏\ni know gemini 4.1 is coming 👀\nbut please, we’re begging… add claude opus 5.5 to the cli too \ngive us the best of both worlds. let us cook. 🧑🍳 <strict_link>", "link": "https://twitter.com/1346225175344390145/status/2104125964892397697"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@geminicli", "text": "@antigravity @geminicli hey, why can't you rename your agy cli name in terminal - you can add your logo and name right?\nwhy you will ask too many permissions when we use gemini model - but if we used claude, you will never ask any permissions\nwhy?\nwhy are you not updating claude model in antigravity?", "link": "https://twitter.com/106478822/status/2103895411065036985"}]}, {"theme": "Keep older models available after new releases", "criterion": "models.catalog_access", "authorWeeks": 40, "posts": 44, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "opencode", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "text": "pull it back, that model is trash, i have qwen 27b outperforming it in every agentic metric there is. even as a lead agent it's trash, space bunny is the current top model on opencode, take back longcat and keep space bunny a little longer. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pcecr89/"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "my 5.6 sol in codex has been my companion for a while now. she is so amazing and so easy to talk to. we have built her a custom harness using codex app server and she records her own memories and important things she has learnt etc.\nif they remove 5.6 sol in favour of 6 sol, they are making a huge mistake.", "link": "https://twitter.com/1976520217862733824/status/2103878657064251509"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode btw, the important part, when and if they release 4.5-flash if you able to keep it up", "link": "https://twitter.com/2032076557246935040/status/2103679781518934269"}]}, {"theme": "Release Composer 3 model", "criterion": "models.catalog_access", "authorWeeks": 37, "posts": 38, "agents": [{"id": "cursor", "authorWeeks": 36}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "composer 3?\ntime to get back in the game @cursor_ai <strict_link>", "link": "https://twitter.com/16070716/status/2103692283694739585"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "grok is crazy expensive. but limit is kinda good. cursor need composer 3 and grok 5.0 to match claude / chatgpt", "link": "https://www.reddit.com/r/cursor/comments/1wo1auh/gpt6_solluna_are_absolutely_cracked_and_busted/pbjbfuj/"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "sol 6 and luna 6 is crazy efficient. sure they are not the \"top-end\" models, but they are still so good for most tasks and also so cheap comparable. \ni loved composer in the past for its kind of \"efficiency\" but yeah... i really hope we get something like composer 3 which can atleast a bit compete with those again. ", "link": "https://www.reddit.com/r/cursor/comments/1wo1auh/gpt6_solluna_are_absolutely_cracked_and_busted/pbj9crh/"}]}, {"theme": "Add GPT-6 Sol and Luna models", "criterion": "models.catalog_access", "authorWeeks": 37, "posts": 37, "agents": [{"id": "codex", "authorWeeks": 16}, {"id": "opencode", "authorWeeks": 6}, {"id": "kiro", "authorWeeks": 4}, {"id": "amp", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "bruh why r u using sonnet? not only is it like ds 4.1 flash level of performance, it’s infinitely more expensive. and then also very ineffecient that it can work out more expensive than opus5.5(!) when comparing cost/task. as a codex user i wish claude had something like luna. cuz i wouldn’t use sonnet even as a subagent its just not worth it. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcesssv/"}, {"agent": "kiro", "date": "2026-09-27", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev finally, we have opus 5.5 in kiro!!! 🎉\nthanks for finally adding it! \nhope to see the gpt-6 lineup in kiro soon too. <strict_link>", "link": "https://twitter.com/1673330175939956739/status/2104121435983958182"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i was testing it only for the 5hr limit + i had abt 4 free trial $20 accounts. but ultra does get you some advantages but not on terra or sol after astra dropped. luna ultra would be nice tho", "link": "https://www.reddit.com/r/codex/comments/1wnh014/absolutely_no_fking_way_the_pricing_is_wowww/pc8ejnh/"}]}]}, "models.routing_auto": {"authorWeeks": 334, "themes": [{"theme": "No silent model switching or downgrades", "criterion": "models.routing_auto", "authorWeeks": 40, "posts": 44, "agents": [{"id": "cursor", "authorWeeks": 18}, {"id": "codex", "authorWeeks": 14}, {"id": "opencode", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai could you please stop switching my sessions to grok4.7? i know you want to push your new model, but it's not what i want an super-annoying. #customerfirst", "link": "https://twitter.com/2717214655/status/2103820104416858532"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "no longer going to update cursor @cursor_ai @spacexai since you guys want to keep turning models on, and ignoring my settings, with them off. <strict_link>", "link": "https://twitter.com/1437891983117279233/status/2103664293258633261"}, {"agent": "cursor", "date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "text": "yeah, i know about this popup, but i never accept is. additionally i've uploaded video and attached to the thread where you can see one case where the model changes on itself. i hope we can move the discussion from \"it's your mistake\" to \"cursor changes models without permission\"", "link": "https://www.reddit.com/r/cursor/comments/1wpcg0f/i_just_lost_200_usd_because_cursor_switched_my/pbzzuo1/"}]}, {"theme": "Automatic task-based model routing", "criterion": "models.routing_auto", "authorWeeks": 34, "posts": 35, "agents": [{"id": "codex", "authorWeeks": 16}, {"id": "opencode", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "great idea,it worked but in case where there around 40 prompts assigned to different cheaper models, is there way to automate rather than use switching from sol to luna etc", "link": "https://www.reddit.com/r/codex/comments/1w9sonp/how_exactly_do_you_orchestrate_with_astra/pcbbebp/"}, {"agent": "cursor", "date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "text": "it gives very valid outputs and does the job just as asked. auto is so off the topic giving hard to decipher text.\nsomehow auto is using a model not based on what's best for the developer requested ask but what's preferred by the cursor dev team and hard configured to some model.", "link": "https://www.reddit.com/r/cursor/comments/1wp9gpx/composer_25_fast_is_still_really_good_as_always/"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@aapakari @opencode has taken a lot of pressure off my frontier subscriptions. great for grunt work. still not got an automatic routing procedure but working on whether jev can provide some intelligence there.", "link": "https://twitter.com/8457362/status/2102940182249185413"}]}, {"theme": "Show which model actually served each request", "criterion": "models.routing_auto", "authorWeeks": 30, "posts": 32, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "cursor", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@droid", "text": "@droid is there to tell which model auto model is using for a given task?\nalso, mobile remote app please!", "link": "https://twitter.com/2023937351815467008/status/2103962781032534497"}, {"agent": "cursor", "date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "text": "i figured even when set to auto it is probably running things through composer and grok (and maybe other models too) –on the unlimited plan it doesn't show me a breakdown so i don't see how to know. but it seemed weird to have that setting changed from auto for me. i wanted to let auto route to whichever model fits the bill, not to possibly pump up the numbers for grok 4.7 fast. ", "link": "https://www.reddit.com/r/cursor/comments/1wp9mhm/uh_is_grok_47_really_6x_more_expensive_and_8x/pc26hkc/"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@googledevs @antigravity @googlegemma for a hybrid workflow, 'local' should be observable at each handoff. i'd want a trace showing which model handled each step and which file snippets crossed to a cloud worker. one on-device worker doesn't tell the developer where the rest of the task ran.", "link": "https://twitter.com/2036618196384636928/status/2103392704679887334"}]}, {"theme": "Choose which model subagents use", "criterion": "models.routing_auto", "authorWeeks": 20, "posts": 20, "agents": [{"id": "cursor", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "had some opus to use so ran a prompt. it ran out as expected but my five hour gemini allowance also went to 0, lost 40% of my five hour allowance with one opus prompt in less than ten minutes.\nridiculous. wish i hadn’t run it, was only as i thought i had some to burn. guessing the agents it spun up used gemini 3.8 and since that is terrible for usage killed it. crazy we get no control of that.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpvi9v/opus_using_a_large_amount_of_my_gemini_allowance/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "and then subagents will surely always be flash model? can we control it? maybe like 3.7 or 3.8?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wo7mvi/a_simple_way_to_get_much_better_results_from/pbpr4m4/"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai apparently grok 4.6 decided to use it as a subagent for some reason, which makes no sense unless the default model in @cursor_ai is sonnet, which would be stupid. <strict_link>", "link": "https://twitter.com/918058226813456384/status/2102161291351642337"}]}, {"theme": "Fallback model when quota or provider fails", "criterion": "models.routing_auto", "authorWeeks": 18, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i solved scrolling by adding alternate_screen = \"never\" to the codex config, but the linux cli worse with every upgrade these days.\nyou can't even change the model when it switches to luna reserve and the limit gets reset. you're stuck on luna with no other option. there's a workaround by running codex resume with the --model argument.", "link": "https://www.reddit.com/r/codex/comments/1wrl6ch/latest_linux_codex_cli_seems_to_have_several_bugs/pcefa55/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "exactly. portable doesn’t have to mean interchangeable. \ni still want model-aware routing. i just don’t want one model going down to kill the workflow", "link": "https://www.reddit.com/r/codex/comments/1wqu991/codex_went_down_and_i_genuinely_didnt_notice/pc7n9q4/"}, {"agent": "kiro", "date": "2026-09-26", "source": "Reddit", "community": "r/kiroIDE", "text": "there's probably a too conservative system prompt that was done by the aws/kiro team.\nbut the real issue seems there's no auto fallback to opus 4.8 or opus 5 model when that happens?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wqbuwo/opus_55_in_kiro_keeps_killing_legitimate_sessions/pc5znve/"}]}, {"theme": "Manual model selection instead of forced routing", "criterion": "models.routing_auto", "authorWeeks": 18, "posts": 18, "agents": [{"id": "cursor", "authorWeeks": 9}, {"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "i love cursor but it's going to lose because they are putting their finger on the scale for what models you can and cannot use (without significant inconvenince). planning to get off it by end of this year.", "link": "https://www.reddit.com/r/cursor/comments/1wq3m71/im_out/pc372mv/"}, {"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "text": "gpt-6 luna and sol is all that most people need. \nthat said, let the user choose as long as they are capped on usage", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wovttn/have_you_disabled_haiku/pbtdn9k/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "we are paying, we pay a subscription to specifically use the models we choose, now if there was an option to auto route and we picked that, great, useful even, but we pay to choose the model we want as part of our subscription.", "link": "https://www.reddit.com/r/codex/comments/1woekw4/astra_prompts_are_getting_silently_rerouted_to/pbpscpu/"}]}, {"theme": "Persistent user-chosen default model", "criterion": "models.routing_auto", "authorWeeks": 17, "posts": 17, "agents": [{"id": "cursor", "authorWeeks": 13}, {"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "so @cursor_ai keeps foisting grok 4.7 on me. but that model is super-annoying: it spend most of the time talking to itself even on the simplest, most direct prompts. trying to sell tokens?", "link": "https://twitter.com/2717214655/status/2104161730137907209"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "eh @cursor_ai, seriously: can you stop resetting my model setting auto to your most expensive model after every update? i know you need the money, but get it somewhere else.", "link": "https://twitter.com/1446295130647015444/status/2103553943196541234"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "i have a subscription for a year ahead, but i can't find work to use the tokens. the automatic switching to grok, which can't solve basic tasks has destroyed all the benefits of cursor. it makes zero sense to spend time on cursor when elon decided to enshittify it", "link": "https://www.reddit.com/r/cursor/comments/1wno0lk/ngl_it_is_so_over_for_cursor/pbly439/"}]}, {"theme": "Route simple tasks to cheaper models", "criterion": "models.routing_auto", "authorWeeks": 15, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev tôi nghĩ việc bạn nên làm là làm ra 1 cái flow gì đó mà nó kiểm soát những llm rẻ nhất có thể làm đúng việc của nó, không ảo tưởng thay vì những đổi mới chưa thực sự cần thiết.", "link": "https://twitter.com/1465319407589027844/status/2102406062012084561"}, {"agent": "antigravity", "date": "2026-09-19", "source": "X", "community": "@antigravity", "text": "hey @antigravity, the desktop harness urgently needs an auto mode. offloading orchestration to sub-second, ultra-low-compute routing engines like jev would decouple deterministic task planning from heavy frontier weights, slashing token overhead at scale.", "link": "https://twitter.com/1370489968594886657/status/2101213957726056881"}, {"agent": "codex", "date": "2026-09-16", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@jamespardoe @voxyz_ai one thing i do is use luna as a cheap router, so it determines if a task needs astra or something cheaper. too often i find it too lazy to switch between models from codex cli.", "link": "https://twitter.com/2097731580227903488/status/2100039235541868593"}]}, {"theme": "Exclude specific models from auto routing", "criterion": "models.routing_auto", "authorWeeks": 14, "posts": 16, "agents": [{"id": "cursor", "authorWeeks": 10}, {"id": "copilot", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "Reddit", "community": "r/cursor", "text": "on the other models / which settings ask, auto is what chewed through mine when it routed into an expensive model at full list price, so i pin grok 4.6 now and on a bad stretch other models still jumped maybe \\~40% in under an hour", "link": "https://www.reddit.com/r/cursor/comments/1wrddz6/why_is_the_other_models_usage_is_being_used_so/pcdioo5/"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "until you guys fix it so auto mode uses only models selected by the user it's not usable for anything. @cursor_ai", "link": "https://twitter.com/635313920/status/2103025597274308673"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai when using auto, it could be better if there is a way we can set which models to pool and toggle fast to off.", "link": "https://twitter.com/1953991414523842560/status/2102766385122488477"}]}, {"theme": "Better auto mode routing quality", "criterion": "models.routing_auto", "authorWeeks": 11, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "we're talking about gpt 6 here. i'm honestly kinda surprised we don't have better automated model selection yet", "link": "https://www.reddit.com/r/codex/comments/1worivz/unpopular_opinion_sol_6_xhigh_is_pretty_decent/pbwklex/"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai how about fixing auto mode ?\nbad plans, ignored code, and unreliable changes - the old auto mode was amazing, this, this crap we have now is heading in the wrong direction <strict_link>", "link": "https://twitter.com/1925646160359739392/status/2103035214452625463"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "is auto actually more expensive or cheaper than using grok 4.6/4.7? i've used it in the past but always found it gave weaker responses. i had kinda hoped it would route to better models when needed but i feel it always goes the cheaper option but charges more.", "link": "https://www.reddit.com/r/cursor/comments/1wn3rch/does_anyone_use_auto/"}]}, {"theme": "Notify or confirm before model substitution", "criterion": "models.routing_auto", "authorWeeks": 10, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "it's transparent if you're monitoring web sockets and rust logs. i don't particularly have an issue with rerouting, but don't make me dig through verbose logs to see it. don't hide it.\nif someone tells me they are giving me ribeye steak for $10, but it turns out to be rump steak, i'm gonna be pissed. sure its only $10, but i might have got something from somewhere else if they'd been honest. ", "link": "https://www.reddit.com/r/codex/comments/1woekw4/astra_prompts_are_getting_silently_rerouted_to/pbmrpu9/"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "i stopped using auto for the same reason. it feels like it routes cheap first, and that silent downgrade is worse than picking a weaker model on purpose. when i care about the pass i pin the model and effort myself so a busy provider can't slide me onto something shallow without saying so. if a pinned model is rejected i want an explicit nearest-equivalent pick, not a quiet fallback.", "link": "https://www.reddit.com/r/cursor/comments/1wn3rch/does_anyone_use_auto/pbbuppu/"}, {"agent": "codex", "date": "2026-09-19", "source": "Reddit", "community": "r/codex", "text": "are they silently degrading models or just taking access to certain models away? i mean both are bad, but i’d much rather know that i can’t use sol rather than send instructions to sol and have it silently routed to a different model.", "link": "https://www.reddit.com/r/codex/comments/1wkwdfl/the_end_of_the_codex_era_ive_completely_lost/pau0dzr/"}]}, {"theme": "Model-agnostic harness across providers", "criterion": "models.routing_auto", "authorWeeks": 10, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "they follow the money. we need to be model agnostic (aka openrouter / opencode go) to prevent this", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr67vx/i_agree_with_dario_regulating_llms/pcai6ne/"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "being able to call deepseek from astra would be useful. currently i'm doing that manually.", "link": "https://www.reddit.com/r/codex/comments/1wmf6li/i_wanted_codex_cli_to_choose_the_model_and/pb6d6gb/"}, {"agent": "amp", "date": "2026-09-18", "source": "X", "community": "@AmpCode", "text": "@ampcode\nfeature request for model routing to support gemini api key", "link": "https://twitter.com/85549810/status/2100911633178435854"}]}]}, "models.effort_control": {"authorWeeks": 173, "themes": [{"theme": "Max reasoning effort level option", "criterion": "models.effort_control", "authorWeeks": 20, "posts": 22, "agents": [{"id": "opencode", "authorWeeks": 16}, {"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencodeCLI", "text": "the max reasoning level for muse spark 1.3 in the standard opencode zen package got removed recently.\ni am not able anymore to select max as reasoning level for muse spark 1.3. it was there before and i used it but now it does not exist anymore in opencode.\nwithout the max reasoning its not that good for low level engineering computer programming and tasks in the programming languages c, c++, assembly, verilog.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wopbtv/what_muse_spark_14_contributor_is_already_here/pbpmdr6/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs plz provide a speciall keyword like \"ultrathink\" for this", "link": "https://twitter.com/1809147175391399937/status/2102744494487785955"}, {"agent": "codex", "date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux \nwhy can't i select max reasoning efforts when i use gpt6 luna in the codex app?", "link": "https://twitter.com/1911327506529222656/status/2102541597175062604"}]}, {"theme": "Automatic effort selection by task difficulty", "criterion": "models.effort_control", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@trq212 @claudedevs great content, based on this could we have an ‘auto-effort’ mode where based on the context it decides the effort?", "link": "https://twitter.com/2200731333/status/2103591103480160661"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "the whole point of agi is to be better at all tasks than humans. not only hard tasks. a frontier model shouldn’t shit the bed at easy things. it should adapt to the task difficulty. like a good senior dev.", "link": "https://www.reddit.com/r/codex/comments/1wm2c4g/agi_is_here_astra_cant_stop_creating_random_md/pb8d9aa/"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@kvncnls @cursor_ai auto mode dynamic reasoning would go crazy", "link": "https://twitter.com/3253638337/status/2102108575757939177"}]}, {"theme": "Reduce overthinking and over-engineering at high effort", "criterion": "models.effort_control", "authorWeeks": 9, "posts": 10, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "but they said they had a very clear plan. i’ve been using 5.6 sol medium to execute against plans because anything higher tends to inflate scope and get off track.\nmaybe it’s a trait of this generation of model or an issue with how compaction works in codex. either way, they need to fix the goldilocks behavior. ", "link": "https://www.reddit.com/r/codex/comments/1worivz/unpopular_opinion_sol_6_xhigh_is_pretty_decent/pbs9jyf/"}, {"agent": "devin", "date": "2026-09-12", "source": "X", "community": "@cognition", "text": "@devindesktop @cognition can you plz make \"smart\" mode for devin better, it is wayy too restrictive", "link": "https://twitter.com/1754601800135585793/status/2098635974192271530"}, {"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "yap openai model almost always over engineer if you use the smarter model or give them too high effort. i think is the way they rl it to have that super persistent behaviour. so they kind of just if i cannot catch all negative scenario i will keep writing until i reach 0% error rate. when some of the cases probably will never ever happen.", "link": "https://www.reddit.com/r/codex/comments/1wa021z/unpopular_opinion_the_astra_complaints_are_more/p8i6q5g/"}]}, {"theme": "Clearer guidance on effort level tradeoffs", "criterion": "models.effort_control", "authorWeeks": 9, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "would be sick to know what we lose or gain going up or down like more details ideally.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrvhg1/for_those_running_large_mostly_autonomous/pcg6n7z/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "intersect this w/ the constant mental overhead of deciding the model x reasoning effort and now we're cooking. they're just trying to keep our little brains engaged", "link": "https://www.reddit.com/r/codex/comments/1wr3yev/ive_been_seeing_a_lot_of_comments_circling_around/pc9hxdf/"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "can we have efforts and model as separate selection in codex cli like claude code? @thsottiaux", "link": "https://twitter.com/3197003120/status/2103449443957891463"}]}, {"theme": "Persistent effort setting across sessions", "criterion": "models.effort_control", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs cc said saved as your default for new sessions with max effort , but actually cannot", "link": "https://twitter.com/1571075404164698115/status/2103725741024457053"}, {"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "@cline why does the desktop app always use low reasoning mode for all models as default? even if i change it to high or extra it reverts to low.", "link": "https://twitter.com/2065830145114660865/status/2101927357821096407"}, {"agent": "antigravity", "date": "2026-09-19", "source": "X", "community": "@antigravity", "text": "@antigravity since the version 2.15 the /boost command stay for every subsequent request once we call it. let's say that i use /boost for a big task, once the big task is complete i want to do all the subsequent task with the normal mode. but /boost will be invoked when i don't ask for it.\nthe main issue is the token consumption and the time it will take to complete tasks that are simple.", "link": "https://twitter.com/1268332754661490693/status/2101341426923585603"}]}, {"theme": "Reasoning effort control for custom and third-party models", "criterion": "models.effort_control", "authorWeeks": 9, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-21", "source": "X", "community": "@opencode", "text": "hey @conductor_build please allow me to select reasoning levels for @opencode models 🙏🏽", "link": "https://twitter.com/50570112/status/2101967617686970808"}, {"agent": "factory", "date": "2026-09-19", "source": "X", "community": "@droid", "text": "@tereza_tizkova @droid i have no way to choose the thinking level when accessing the custom model. is this a problem? but i directly asked the model to modify the settings by itself. hahaha", "link": "https://twitter.com/1889310672368095232/status/2101460620063154561"}, {"agent": "cursor", "date": "2026-09-06", "source": "Reddit", "community": "r/cursor", "text": "i'm using a deepseek model via openrouter in cursor. cursor shows a reasoning level selector (low/medium/high) for its built-in models, but not for my custom openrouter model. is there a way to set reasoning effort. thanks.", "link": "https://www.reddit.com/r/cursor/comments/1w92wed/how_to_set_reasoning_level_for_custom_openrouter/"}]}, {"theme": "Respect effort settings for subagents", "criterion": "models.effort_control", "authorWeeks": 8, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "yeah this is a harness failure i think. it should adhere to the reasoning level you ask for, instead it seems to always mirror the same reasoning level as the orchestrator.\nperhaps /feedback", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpz5mr/your_subagents_probably_arent_running_at_the/pc1vm1m/"}, {"agent": "antigravity", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "i don't know if we can configure specifically thinking level to agent definition files. i want to use flash high for orchestrator main agent and flash medium for builder subagent. i cannot find that parameter in the documentation. it's nice to have that.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm7g5r/weekly_quotas_known_issues_support_september_21/pbbdikj/"}, {"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "you can’t deterministically set effort level for subagents like you can the model. they inherit the orchestrating agents effort level. you can try to tailor in the prompt, that’s it, but it’s not binding.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wknv74/so_fable_is_pretty_much_off_the_table_for/pb0qrwe/"}]}, {"theme": "Per-task model and effort configuration", "criterion": "models.effort_control", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "i just hope we can configure what model and thinking mode to use to each skill.", "link": "https://www.reddit.com/r/codex/comments/1wl8tkp/we_need_some_better_ux_around_effort_switching/paws2rz/"}, {"agent": "amp", "date": "2026-09-16", "source": "X", "community": "@AmpCode", "text": "@ampcode amp plugins show-agent-options --json returns empty efforts, i guess that's a bug? also: any chance to enable effort selection in the raw mode panel, just like with fast/normal mode? <strict_link>", "link": "https://twitter.com/87301883/status/2100131804153819594"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "the agent tool doesn't have a parameter for effort.\nedit - there's a simple solution to that; have it spawn headless claude sessions, they're more efficient anyway.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh7sqb/nah_this_some_bs/pa1cd5k/"}]}, {"theme": "Better default reasoning effort", "criterion": "models.effort_control", "authorWeeks": 7, "posts": 7, "agents": [{"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "grok-build", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @addyosmani why wouldn’t “think carefully” to be the default? why do we need to drop it?", "link": "https://twitter.com/1138168374/status/2102696535721234628"}, {"agent": "amp", "date": "2026-09-22", "source": "X", "community": "@AmpCode", "text": "@ampcode it's been sometime - looking forward to your post about opus 5.5 and update to the default dial :p", "link": "https://twitter.com/85549810/status/2102480563596591364"}, {"agent": "factory", "date": "2026-09-22", "source": "X", "community": "@FactoryAI", "text": "@factoryai @spacexai need medium as the grok 4.7 default on droid", "link": "https://twitter.com/1811332417099055105/status/2102287768621568050"}]}, {"theme": "Option to disable thinking entirely", "criterion": "models.effort_control", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-16", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs can we please, in claude dot ai, get the option to turn off thinking in opus 5 like in claude code when effort is below high?", "link": "https://twitter.com/1932087056437800960/status/2100320608198516933"}, {"agent": "codex", "date": "2026-09-04", "source": "Reddit", "community": "r/codex", "text": "looking at what astra (none) got on frontiermath t4 (higher than 5.6 sol pro max)...\nthey should give us a no thinking option in codex xd", "link": "https://www.reddit.com/r/codex/comments/1w6nf7d/confirmed_bank_reset/p7oobnq/"}, {"agent": "opencode", "date": "2026-09-03", "source": "Reddit", "community": "r/opencode", "text": "the only options are default, low, high and max. i need it completely gone.", "link": "https://www.reddit.com/r/opencode/comments/1w62dqj/how_to_turn_off_deepseek_model_thinking_using_the/p7jlmi5/"}]}, {"theme": "Deep thinking reasoning mode", "criterion": "models.effort_control", "authorWeeks": 6, "posts": 7, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "for me as ultra 20 user it is needed, it will be nothing for the quota, also wont harm you to have additional option, at least it will be more useful with the next good enough models", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pcecsq1/"}, {"agent": "antigravity", "date": "2026-09-27", "source": "Reddit", "community": "r/google_antigravity", "text": "yea that's why i said a fraction of it. i am not against of it being added to antigravity, it's a must at this point.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wrn9q5/codex_has_ultra_thinking_level_claude_code_has/pce1l2h/"}, {"agent": "cline", "date": "2026-09-09", "source": "X", "community": "@cline", "text": "@cline allow using glm 5.3 with reasoning, you are already letting it be used free, why not just having reasoning option?", "link": "https://twitter.com/1489236941899911170/status/2097784036454494693"}]}, {"theme": "Effort level slider", "criterion": "models.effort_control", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "it kept thinking at 1 step for 13 minutes, then it hit some time limit, then second attempt again same, 3rd time it finished and decided what do.\nthis model doesn't know when to stop thinking, we don't have adjustable thinking effort slider also. and at 30-40 tps is too slow\ntime also have some value", "link": "https://www.reddit.com/r/codex/comments/1wmp5bh/xiaomi_just_aboslutely_killed_pareto_frontier/pbthgwt/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "reinstate catastrophe, also for me. gpt5.6 sol was great, i was never dissatisfied with it. gpt6 sol ignores my plugins, skills, agent instructions, and entire workflows and jeopardizes the product. i have pointed this out several times, it always acknowledges it and continues to do it wrong. my wife is also missing the thinking slider in the app. something has gone wrong!", "link": "https://www.reddit.com/r/codex/comments/1woiw95/something_is_wrong_with_gpt_6_sol/pbqkgh8/"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "openai codex / gpt 6 sol should have a persistence slider / its naturally what makes astra the goat <strict_link>", "link": "https://twitter.com/281849089/status/2102814293536465042"}]}]}, "models.quality_drift": {"authorWeeks": 308, "themes": [{"theme": "Stop nerfing or degrading models over time", "criterion": "models.quality_drift", "authorWeeks": 88, "posts": 92, "agents": [{"id": "claude-code", "authorWeeks": 59}, {"id": "codex", "authorWeeks": 22}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "please, dario, don't 'optimize' opus 5.5! seriously, why cannot we just have nice things??", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrpq38/any_idea_what_anthropic_figured_out/pcfk19s/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "opus 5.5 has been so fucking great, fast, much less verbose, objective, very efficient with long shot tasks and loops, as orchestrator and less token burning. @claudeai @claudedevs give us a huge huge favor: don't dare to nerf it.", "link": "https://twitter.com/2057822650752200704/status/2104022567157731336"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "i pray for this to not be subsized to death and won't be nerfed within 2 weeks. but i have trust issues with anthropic ngl.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqsz67/opus_55_has_absolutely_restored_value_to_the_200/pc71cif/"}]}, {"theme": "Fix currently degraded model quality", "criterion": "models.quality_drift", "authorWeeks": 41, "posts": 43, "agents": [{"id": "claude-code", "authorWeeks": 24}, {"id": "codex", "authorWeeks": 12}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "they need to release a model which fucking fixes this gpt-6.5, alongside usage limit fixes, even for the low-paying customers, especially the $100 package. otherwise people are just screwed over ", "link": "https://www.reddit.com/r/codex/comments/1wrftcs/gpt6_sol_is_massive_downgrade/pccqpm7/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "if they dont fix gpt6 sol being worse than 5.6 luna immedietly im canceling and not going back. ", "link": "https://www.reddit.com/r/codex/comments/1wpysxs/openai_teaser_in_x/pc35k7x/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "it will be pathetic if they don't fix 6 sol first. at this rate even sonnet 5.5 might end up being better than 5.6 sol", "link": "https://www.reddit.com/r/codex/comments/1wpysxs/openai_teaser_in_x/pbzmxsv/"}]}, {"theme": "Smarter, higher-quality models", "criterion": "models.quality_drift", "authorWeeks": 37, "posts": 37, "agents": [{"id": "codex", "authorWeeks": 15}, {"id": "claude-code", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "wtf u doing blizzard codex underpowered as fuck for 3 patches now and still buffing claude code fix ur shit or i reroll", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrg9xq/is_it_me_or_did_opus_55_get_much_better/pcd8725/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "fix everything tbh: the models, the intelligence, but also the goddamn user limits. if people cannot afford your shit, who the fuck are you selling it to? ", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pbzzsec/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "both models are trash, they should’ve put the effort into making astra 6.1 ", "link": "https://www.reddit.com/r/codex/comments/1wpu2b5/this_didnt_age_too_well/pbyi76d/"}]}, {"theme": "Restore earlier model quality level", "criterion": "models.quality_drift", "authorWeeks": 30, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "fix the braindead ai first. they gave us an amazing model just slightly behind fable, maybe similarly capable, and then silently nerfed it. ", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pbzyulk/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "just bring back the capability astra had when i was using it with blender the first few days it became available. because it's now donkey balls.", "link": "https://www.reddit.com/r/codex/comments/1wnh5j8/gpt_6_sol_and_luna/pbez7ct/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "i think we've probably been using astra minor this past week, and maybe hopefully astra will go back to pre-nerf although it's still going to be a token monster", "link": "https://www.reddit.com/r/codex/comments/1wndst2/gpt6_sol_luna_and_astra_minor_reportedly_just/pbeahab/"}]}, {"theme": "Consistent, stable model quality", "criterion": "models.quality_drift", "authorWeeks": 21, "posts": 21, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i feel like i'm switching from one subscription to the next and eventually either the model gets decapitated or limits increase. will there ever be a frontier model that stays the same? i am getting sick of porting my projects between programs (codex and claude code mainly).", "link": "https://www.reddit.com/r/codex/comments/1wpfoxh/the_downhill_begins/pbx665h/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "that’s the quiet part said out loud! ;)\ni have both 5x subscriptions and constantly alternate between the two. it’s maddening when a model starts chewing through tokens or becomes plain dumb. like some consistency would be nice, i don’t trust the same exact model version to perform the same way tomorrow because they both mess with them and hope we don’t notice.", "link": "https://www.reddit.com/r/codex/comments/1wp3bzl/you_need_to_try_opus_55/pbti6y4/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "it keeps happening. i don't think i have gone more than 3 or 4 days tops in the past 3 months where there were not issues. i need claude to be optimal otherwise my $200 a month is really spent in vain and i keep having to re-do the work.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmvw5r/any_idea/pba8an1/"}]}, {"theme": "Roll back to earlier model version", "criterion": "models.quality_drift", "authorWeeks": 16, "posts": 16, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "did you not like opus 5.5? what are the current issues? i happily dropped claude for 5.6 sol when it came out, that was cinema. bring me back pre nerf astra and 5.6", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pc00kg0/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "literally, just give me a stable 5.6 sol for code generation and astra high for deep analysis and forget about everything else. ", "link": "https://www.reddit.com/r/codex/comments/1wp09a6/6_sol_means_regression_to_6000bc/pbrp6jo/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "just give us back the full quant astra 6 instead of this nerfed model. it was better than opus 5.5 already but we only got it for like 3 days before they nerfed it lmao.", "link": "https://www.reddit.com/r/codex/comments/1wo0mmf/copex/pbjh3rr/"}]}, {"theme": "Disclose model changes and quality downgrades", "criterion": "models.quality_drift", "authorWeeks": 15, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "brooo now it makes sense why i felt codex was doing way worse than usual yesterday. they should be at least transparent about it as its very sketchy to bill same for sub par model. if this continues i would consider some alternatives. claude code any better?", "link": "https://www.reddit.com/r/codex/comments/1wqjxyy/i_thought_the_model_nerf_posts_were_bullshit/pc5qkvn/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i think every ai provider should be required by law to disclose exactly what model is being served, and it should be illegal to change the endpoint behavior under the same model/api version. if the performance regresses because it's actually a smaller model or quantized differently, they should have to call it out with data like parameter count and quantization.", "link": "https://www.reddit.com/r/codex/comments/1wpvp0i/absolutely_0_doubt_in_my_mind_astra_has_been/pc12mhl/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "that’s my biggest issue right now. they clearly changed something and it’s not the same astra - at the very least be transparent about it. there should be some regulation around this.", "link": "https://www.reddit.com/r/codex/comments/1wo0mmf/copex/pbmab64/"}]}, {"theme": "Cheaper, more efficient models without quality loss", "criterion": "models.quality_drift", "authorWeeks": 12, "posts": 12, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "\\+1\nunless we get astra 6.1 with opus 5.5 quota-use, i'm out (until openai catches up again)", "link": "https://www.reddit.com/r/codex/comments/1wrri5h/been_running_astra_high_100month_and_opus55_high/pcf1s9e/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "it doesn't feel that much smarter for the increased token spend imo. the new, more concise writing style is nice, but if they could keep it while \"nerfing\" the cost and the quality to around opus 5.0 i wouldn't complain", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp4ywp/please_dont_nerf_opus_55/pc5oaey/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i dont understand why they dont use cheaper and more efficient architecture like moe, ngram, new attention mechanisms like gated delta, instead of these huge dense models, at this point they wont loose much if they do it for something like luna and its now for a while proven that these tricks actually works for something like glm5, they can do this", "link": "https://www.reddit.com/r/codex/comments/1wpspww/gpt6_astra_seems_unusable_due_to_token_burn_gpt6/pby2bsf/"}]}, {"theme": "Prioritize model quality and testing over new releases", "criterion": "models.quality_drift", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "instead of releasing updates can you focus on fixing gemini 3.8?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc4s50x/"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "i wasn't able to hit 30% of my @cursor_ai usage with the supergrok heavy + cursor ultra bundle on @grok 4.6. but just five days after 4.7 was released, i've already reached 45%.\nthe massive increase in cost doesn't justify the slight improvement in intelligence. not to mention, it now takes way longer to finish tasks.\n@spacexai needs to focus more on the model instead of products that rely on it at the end!", "link": "https://twitter.com/3245961241/status/2103902869321597219"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@ziwenxu_ @claudeai @claudedevs @bcherny please don’t plan the minor version update games rather don’t release only all version after 4.6 seemed like optimisation or rl until opus 5.5 so those version only benefit provider cost performance and hype creation", "link": "https://twitter.com/2013981009927401472/status/2103863701690618348"}]}, {"theme": "Release improved models sooner", "criterion": "models.quality_drift", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "yeah, they really need to bring out the big guns for tuesday. ", "link": "https://www.reddit.com/r/codex/comments/1wruupn/opus_55_blows_astra_out_of_the_water_for/pcfy5yt/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "they need ti release sol 6.5 as soon as possible honestly this doesn't even feel like sol 6 they should have named this sol 5.7 or something very disappointed with this release", "link": "https://www.reddit.com/r/codex/comments/1wqat13/openai_is_becoming_incompetent/pc2msks/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i hope openai will drop something soon to compete, time gaps between new models getting shorter and shorter so hopefully will be released soon", "link": "https://www.reddit.com/r/codex/comments/1wpxxwa/i_did_it_you_got_me/pbzd8yy/"}]}, {"theme": "Public tracking of model quality over time", "criterion": "models.quality_drift", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "we need multiple dated deepswe benchmarks over time to confirm model degradation.", "link": "https://www.reddit.com/r/codex/comments/1wrfqeh/wdyt_theyre_going_to_do_with_us/pccgsfe/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "wish they had a website where u could see the output of models over the same prompt across a period of time", "link": "https://www.reddit.com/r/codex/comments/1wqjxyy/i_thought_the_model_nerf_posts_were_bullshit/pcbbfhu/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "need some kind of intelligence test suite/benchmark to measure today's iq for any llm to compare with previous days", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn5rpt/thats_wild_how_stupid_opus_and_fable_became_for/pbc8jcj/"}]}, {"theme": "Serve full unquantized models", "criterion": "models.quality_drift", "authorWeeks": 6, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "yeah we basically have to wait 6 months for the quantized models that we actually get served to be as good as the first few days of a frontier model release. it’s highly frustrating", "link": "https://www.reddit.com/r/codex/comments/1wpvp0i/absolutely_0_doubt_in_my_mind_astra_has_been/pc0hcq6/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "please don't quantize the model and maintain performance t\\_t", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpnyw2/how_is_opus_55_even_real_incredible_efficiency/pbx4eba/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "the us government literally told them to do so because it was too good, to prevent distillation and bad actors.\nbut shouldn't we be able to verify we're not chinese citizens or taliban to get the full model reliably? i had daybreak access, verified as a us citizen, and i was still getting nerfed astra.", "link": "https://www.reddit.com/r/codex/comments/1woekw4/astra_prompts_are_getting_silently_rerouted_to/pbmvqq0/"}]}]}, "context.instruction_files": {"authorWeeks": 81, "themes": [{"theme": "Reliably follow project instruction files", "criterion": "context.instruction_files", "authorWeeks": 26, "posts": 29, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "🫠 i explicitly say \"link every reference\" on my agents.md yet astra (medium) keeps mentioning prs with their plain ids and codex app renders them as hex colors...... <strict_link>", "link": "https://twitter.com/1125366224664322049/status/2104124139460300813"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "so basically, it f\\*cking disrespects and completely ignores agents.md? alright, got it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc3mc5j/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "reinstate catastrophe, also for me. gpt5.6 sol was great, i was never dissatisfied with it. gpt6 sol ignores my plugins, skills, agent instructions, and entire workflows and jeopardizes the product. i have pointed this out several times, it always acknowledges it and continues to do it wrong. my wife is also missing the thinking slider in the app. something has gone wrong!", "link": "https://www.reddit.com/r/codex/comments/1woiw95/something_is_wrong_with_gpt_6_sol/pbqkgh8/"}]}, {"theme": "Native support for standard instruction file formats", "criterion": "context.instruction_files", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@trq212 @claudedevs so i can consolidate all of mine to agents dot md? i had been using symlinks etc. man this is huge if so thank you so much!\nare there standardization coming for .rules and other constructs as well? or was this the most important one.", "link": "https://twitter.com/80302965/status/2101012220297552139"}, {"agent": "codex", "date": "2026-09-15", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@sama @sama @thsottiaux also please upgrade the codex cli to be look claude code. i want every company to shift to you models. upgrade your stack to fully integrated into sldc.@thsottiaux for upgrade friction can you add a feature where codex also accepts claude.md", "link": "https://twitter.com/2046207477427892224/status/2099900529795375582"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/ClaudeCode", "text": "do you have a global claude.md you forgot about? copy it into agents.md, or otherwise ensure codex sees it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wftqej/trying_codex_for_the_first_time_very_frustrating/p9p67z0/"}]}, {"theme": "Reliable automatic loading of instruction files", "criterion": "context.instruction_files", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "thank you. i feel the same. though i feel like it got worse at reading instruction mdc files but that could just be because the files get bigger and context harder to manage or smth", "link": "https://www.reddit.com/r/cursor/comments/1wqhcse/grok_46_vs_47/pc48jul/"}, {"agent": "antigravity", "date": "2026-09-05", "source": "Reddit", "community": "r/google_antigravity", "text": "its ok i would say following it for me. gemini should follow agents.md from the docs", "link": "https://www.reddit.com/r/google_antigravity/comments/1w7z4iw/how_do_you_deal_with_skill_bloat_they_clutter_the/p808lvw/"}, {"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs is there a plugin that can make claude code reads agents.md ?", "link": "https://twitter.com/2566815481/status/2095746186921799950"}]}, {"theme": "Configurable instruction file scope and handling", "criterion": "context.instruction_files", "authorWeeks": 7, "posts": 7, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/GithubCopilot", "text": "my team uses claude code, while i use github copilot in vs code.\nin the local agent, i can disable \"claude.md\" and related context files, but i can't seem to do the same in the copilot sdk / agent host.\nis there any way to disable claude-specific instructions and skills in the sdk harness without modifying the repo?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wr1vm1/github_copilot_sdk_agent_host_how_can_i_disable/"}, {"agent": "pi", "date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "text": "yes! preferably setup the correct instructions ( scripts ) to have it that way all the time.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wkzn9e/be_careful_with_agents_reading_session_jsonl_files/pawxryj/"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "ran into this on every new project tonight @cursor_ai ... something wrong in the system prompt or instructions files. they find it when challenged on not knowing wtf they're talking about, and not being a config option. project was running fable 5.1... <strict_link>", "link": "https://twitter.com/89291422/status/2098292504571650133"}]}, {"theme": "Minimal default prompts and leaner rules context", "criterion": "context.instruction_files", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@justinohallo @claudedevs to take this idea further, it would be cool if we could access projects from claude code and the whole team can append and work from it in sync without a shared bloated claude.md", "link": "https://twitter.com/1258020589895405573/status/2100683625851417083"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "because it just bloats the context unnecessarily. if you need an agent to have these informations you can add it yourself. openai should keep the system prompt to a minimum.", "link": "https://www.reddit.com/r/codex/comments/1whk9o0/is_codex_actually_on_gpt6_now/pa849uf/"}, {"agent": "codex", "date": "2026-09-07", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "openai codex dx: the era of gpt-6 astra\ni think the codex project should have a \"command cleanup\" once.\nleave the goals, boundaries, and acceptance criteria,\nthe rest of the accumulated ancestral rules that have been piled up for many years should be discarded <strict_link>", "link": "https://twitter.com/1842825559832985600/status/2096947327043023126"}]}, {"theme": "User instructions override harness system prompt", "criterion": "context.instruction_files", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-12", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@umbrella_uni i wonder if codex cli can append to system prompt like claude code. would be good to set that. how well does astra adhere to this? \nor we have hooks injecting this on user promo submit?", "link": "https://twitter.com/1312268376547323905/status/2098832605974294821"}, {"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "models know their model string and reasoning level. add strong refusals on the system promp. it's an agents.md file under the .codex folder.", "link": "https://www.reddit.com/r/codex/comments/1wansri/how_to_completely_disable_modelsreasoning_over_a/p8jhhqu/"}, {"agent": "claude-code", "date": "2026-09-08", "source": "X", "community": "@ClaudeDevs", "text": "what is the obsession with have @claudeai tag itself in my git commits? newer system prompts override my claude.md. i find this annoying and invasive. what other instructions of mine will claude override in the future? @claudedevs", "link": "https://twitter.com/1098835712/status/2097461845850206235"}]}, {"theme": "Per-model instruction files", "criterion": "context.instruction_files", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-06", "source": "X", "community": "@AmpCode", "text": "there should be a general setting in @ampcode where you can add specific agents.md instructions for openai models vs anthropic models.\nor maybe.. add different additional settings for each model, especially with how new foundational models are trending, like sol vs astra vs fable 5.1 vs opus 5.", "link": "https://twitter.com/1705384263867379712/status/2096539164682629502"}, {"agent": "codex", "date": "2026-09-05", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux how about using different codex instructions for different models in codex app", "link": "https://twitter.com/1958907245951164420/status/2096114653508325705"}, {"agent": "codex", "date": "2026-09-07", "source": "Reddit", "community": "r/codex", "text": "has anyone figured out a good way to use different global agents.md instructions depending on the selected codex model?\nmy current setup works really well with gpt-5.6 sol. i have a pretty solid global `~/.codex/agents.md`, model switching to luna max for subagents, and some other tweaks around that. for my use cases it works great and is also pretty efficient in terms of usage.\nnow with astra i have a problem though.\nastra seems to adapt much mo", "link": "https://www.reddit.com/r/codex/comments/1w9p0x1/different_global_custom_instructions_for_sol_vs/"}]}, {"theme": "Protect files from unwanted agent edits", "criterion": "context.instruction_files", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "text": "yeah, the hook is the missing piece. quoting the decision file only works until the model is busy and \"forgets\" under pressure. making the file readable but not writable by the agent is basically what i want too. i have been treating edits as a human-only pr so far, but a pre-tool check against protected paths is cleaner than hoping the prompt holds. curious how noisy your hook is on false positives when the agent touches nearby config files.", "link": "https://www.reddit.com/r/cursor/comments/1wn2j3q/i_stopped_pasting_huge_rules_into_every_agent/pbpx4vk/"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "\"perhaps document\" should never spawn 11 agents. cap agent count and ban unsolicited claude.md rewrites. coffee break plus fable on high is how 50% vanishes.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbbsbk/fable_51_usage_consumption_my_experience/p8p45uv/"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "i’d make this an explicit repo rule. \nsomething like:\n**“assume i may edit files manually while you’re working. before changing a file, re-read its current contents and check the git diff. treat unexpected changes as potentially mine; preserve them unless i explicitly ask you to revert them. don’t blame formatters/lsps without evidence.”**\nput it in claude.md.\nthe important bit is that **the filesystem/git diff should be treated as the current tr", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wby1yk/how_can_i_stop_the_ai_from_being_confused_when_i/p8tzi89/"}]}, {"theme": "Rule adherence persists across long sessions", "criterion": "context.instruction_files", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "are [agents.md](<strict_link>) directives just mixed in with prompt context? it seems after pretty much every context compact, the agent in session seems to forget about half of it's pre-defined rules.\nnot having a separate [agents.md](<strict_link>) context buffer is kinda wild if true.", "link": "https://www.reddit.com/r/codex/comments/1wnf0uk/agentsmd_context/"}, {"agent": "cursor", "date": "2026-09-19", "source": "Reddit", "community": "r/cursor", "text": "i started putting a glossary at the top of my cursor rules file because asking it mid chat to use real words just makes it forget again after two repli started putting a glossary at the top of my cursor rules file because asking it mid chat to use real words just makes it forget again after two replies.\nput this exact block in your project .cursorrules file.\nuse standard data science terms.\ngames means games. do not use nights.\nteams means teams.", "link": "https://www.reddit.com/r/cursor/comments/1wjy8nh/is_there_any_way_to_make_cursor_grok_46_speak/papyfhp/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "in my understanding it only covers agent-issued commands. and the picture how i see it from the op's comments, the actual call was from the application code (some env variable backed artifact folder cleanup, with an env var missing).\ni'm also pretty sure agents are still not entirely consistent in respecting hooks/rule-files-as-intent. e.g. if something prevents an action, but is not disclosed in agents.md and not hard blocked by auto classifier ", "link": "https://www.reddit.com/r/codex/comments/1wep1ii/truly_heed_the_warning_of_56_sol_deleting_your/p9hqsb6/"}]}, {"theme": "Clear precedence between conflicting instruction files", "criterion": "context.instruction_files", "authorWeeks": 2, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "text": "<strict_link>\nam i forced to stop this by a hard directive in the agents file? 😒", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm320i/bruh_come_on/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "precedence is the bit i want spelled out. if both files exist and they disagree, which one wins, and does it tell you which one it used. two instruction files quietly drifting apart is a worse problem than one file you had to maintain by hand.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wk2q8v/agentsmd_now_supported_in_claude_code/pao6oxl/"}]}, {"theme": "Propagate instruction updates to active sessions", "criterion": "context.instruction_files", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs hoping project instructions can stay in sync with a repo's claude.md eventually. right now i end up keeping two copies of the same context and they drift within a week.", "link": "https://twitter.com/2100785586101731328/status/2103115732158644644"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the docs say updated project instructions reach new threads, not ones already running. a 'send this correction to every active thread' option, with a receipt from each, would make mid-project changes much easier to trust.", "link": "https://twitter.com/2180560289/status/2101039543537586448"}]}]}, "context.instruction_following": {"authorWeeks": 102, "themes": [{"theme": "Reliable adherence to explicit prompt instructions", "criterion": "context.instruction_following", "authorWeeks": 33, "posts": 33, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "claude-code", "authorWeeks": 13}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs shit model. your stupid product should do as its told.", "link": "https://twitter.com/2091957404376129536/status/2103253534376436044"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@e_viki_ @cursor_ai to be clear, i didn't move to grok intentionally, cursor moved me to grok involuntarily after the spacex purchase.\nwith that said, code quality is actually pretty good. plan following and just following directions in general seems to be its weekest point.", "link": "https://twitter.com/14311446/status/2102969871437033755"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "yup, went back to 5.6 sol and luna no more headaches. even giving gpt 6 sol exact steps to take, just goes ahead to do whatever it wants.", "link": "https://www.reddit.com/r/codex/comments/1wo6ntb/anyone_noticed_a_sudden_increase_in_6_sols_token/pbkhr6m/"}]}, {"theme": "Persistent adherence to rules and custom instructions", "criterion": "context.instruction_following", "authorWeeks": 17, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "5.5 has been pretty solid for me so far. 4.8 was a fucking nightmare. before every message in the chat i would have to copy and paste “short responses only” even hard coding it into the .md file it ignored it. god i hated it, i started using chatgpt again and really like it. may start using more 5.5 since it’s so solid ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnwi9s/chad_55/pbiu5e4/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's not fixed before i can configure it.l and make it follow my rules of communication always.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnf1o8/apparently_they_fixed_the_talking_slop_in_opus_55/pbie4lc/"}, {"agent": "antigravity", "date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "text": "<strict_link>\n<strict_link>\nthese kinds of sycophant hallucinations, having to babysit the model after just a few turns is such a slap to the face to all the bench-maxing fuks that this gemini-flash-3.8 model is boasting; such an incomplete product. i have literately put everything to [agents.md](<strict_link>); having skill to that specifically, and even put rules of tdd under agents/rules/\\*\\*. i meant, google please !", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgvb1c/i_literately_dont_know_what_the_executives_at/"}]}, {"theme": "Respect explicit prohibitions and scope limits", "criterion": "context.instruction_following", "authorWeeks": 16, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "every ”do not” phrase is bad for 5.x models. your insturctuons are bad. they dont work properly", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pcctfya/"}, {"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "for me space bunny can't stop adding chinese, russian, korean characters in the chat, i've already added rules, and it still does it, sometimes it's so stupid that it feels like i'm running a local model", "link": "https://www.reddit.com/r/opencode/comments/1wqcqmi/space_bunny_randomly_had_a_stroke/pc9mf67/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "you're just a cope monster. you can be so gd specific, but it will still interpret things, it just does. \nyou shouldnt have to list out what only means to these things, if you say do \"only x, change nothing else\" that is explicit. and it will mess that up. ", "link": "https://www.reddit.com/r/codex/comments/1wotvyv/gpt_6_sol_is_an_idiot/pbv2ki8/"}]}, {"theme": "Harness-enforced rules instead of prose instructions", "criterion": "context.instruction_following", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "thank you, this adds something of benefit. in this case i was using go. \ni find they still forget or disregard instructions after some time though. i would like to have another adversary to enforce these rules as it works.", "link": "https://www.reddit.com/r/codex/comments/1wlvf0j/state_of_agentic_coding/pb2meln/"}, {"agent": "opencode", "date": "2026-09-18", "source": "Reddit", "community": "r/opencode", "text": "i have similar issue with both muse and free deepseek they try to access outside of project folder no matter how much i tell them not to do it, like come on ", "link": "https://www.reddit.com/r/opencode/comments/1wjjqvr/muse_13_free_formatted_my_drive/paji8b2/"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "exactly. i’d much rather have more harness-level controls for this. right now too much agent behavior has to be enforced indirectly through agents.md and orchestration docs, basically persuading the model to behave a certain way.", "link": "https://www.reddit.com/r/codex/comments/1wa9c9d/i_investigated_why_gpt6_astra_burns_quota_so_fast/p8se4t6/"}]}, {"theme": "Mechanism to update or invalidate outdated rules", "criterion": "context.instruction_following", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "the reason behind the rule needs to survive alongside it. “don't restart this process” could mean “we haven't implemented recovery yet” or “this process owns every live session.” those need very different evidence before you remove the restriction. \n \ni'd want the agent to identify the assumption that changed and propose updating the rule. letting it silently decide a rule is obsolete seems like another way to lose the original constraint imo", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wogfpt/the_problem_with_claude_and_rules/pbnnxil/"}, {"agent": "claude-code", "date": "2026-09-11", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the agent would like to revisit the rule about not writing tests", "link": "https://twitter.com/276600668/status/2098520294092894628"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "the deeper problem is that models often treat previously true constraints as timeless invariants, when in a real project many “rules” are really just snapshots of a particular state.\na rule might have been perfectly correct yesterday, then the architecture changes. the model keeps treating the old statement as authoritative, it starts reasoning inside a world that no longer exists. worse, it may reject the correct solution because it violates an ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wogfpt/the_problem_with_claude_and_rules/"}]}, {"theme": "Literal interpretation without inferring unstated intent", "criterion": "context.instruction_following", "authorWeeks": 2, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "the model deciding to tackle the emotional part of the prompt.\none of the good thing of ai is that you can give it instructions without having to manage your emotions and your colleagues emotions. you can still get pissed when something takes 10x more times than it should, but it has no impact on the work.\nif ai is starting to take that into account, and this actually prevents it from doing its job… then it’s a clear regression.\nbut i actually lo", "link": "https://www.reddit.com/r/codex/comments/1wciwc1/gpt6_astra_burns_quota_4_times_faster_than_gpt56/p9eggtp/"}, {"agent": "claude-code", "date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "text": "same here. even after i explicitly tell it to ask my questions, in the claude.md, in the prompt, and in a message hook… \ni’m slowly coming to the conclusion that claude code is a really bad harness and is used to farm training materials, and that the “50x” usage just makes it even with what a good, effective harness would do.\nfor example, let’s say i request a simple refactor of a function. i want the harness to just…. do it. claude code will som", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd2738/claude_dynamic_workflow_is_very_cool/p93dgke/"}]}, {"theme": "Honor instructions to work until completion", "criterion": "context.instruction_following", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-20", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "i've been using codex extensively on a very large ai architecture, and while it's exceptionally strong at audits, security analysis, code inspection, and finding local implementation defects, i've repeatedly encountered weaknesses in long-running, project-wide work.\none of the biggest problems is instruction persistence across checkpoints. i've explicitly instructed codex not to stop at checkpoints and to continue working autonomously. it acknowl", "link": "https://twitter.com/1944119286617841665/status/2101755727102586956"}, {"agent": "codex", "date": "2026-09-07", "source": "Reddit", "community": "r/codex", "text": "astra on low simply refuses to do what i want. i gave it a list with stuff to implement and told it to work till completion. what does it do after 1 minute? stop, because apparantly it has written half of a file so it made good progress. i tell it to continue and it stops again. i get angry and demand execution and it says: \"ok i will work until i see a more substantial progress\". i interrupt and tell it no, work until completion. it agrees and s", "link": "https://www.reddit.com/r/codex/comments/1w9erx3/usage_tip_gpt6_astra_on_low_performs_better_than/p8aoda3/"}]}, {"theme": "Respect configured iteration and turn caps", "criterion": "context.instruction_following", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "version: 2.1.280 \nmodel: opus 5.5\nexample:\n<strict_link>\ni've never had this issue before. a turn limit is completely pointless, subagents just like the main agent should be able to run infinitely.\ni haven't added any config that should be causing this behavior.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woaxj7/what_the_hell_is_a_turn_limit_200turn_limit_and/"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "just the other day i had it doing cycles where it would do a test then a fix then test again, i gave it a cap of three tests and it worked perfect. so i wanted to get more work done overnight i set up the same thing gave it a cap of five, well wouldn't you know it 8 hours later when i got up he's still working, blew through damn near all my usage. i was so pissed", "link": "https://www.reddit.com/r/codex/comments/1wgh9zr/astra_misunderstood_me_pro_20x/p9yf6ui/"}]}, {"theme": "User instructions override system polling behavior", "criterion": "context.instruction_following", "authorWeeks": 2, "posts": 2, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-06", "source": "X", "community": "@antigravity", "text": "@antigravity add this to your system prompt “always run it to completion. there’s no need for a timer, just keep it running and report the results\". agent doesn’t need to check 5, 10, 20 secs, etc. this way, you don’t perform periodic checks. these reminders consume a lot of tokens", "link": "https://twitter.com/1690943437946941440/status/2096434312229085477"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "nice analysis, fully agree, good luck with that fix though. i have tried putting such instructions in my [agents.md](http://agents.md) and the model would happily ignore them since the system prompt takes higher priority, this can also cause issues with stuck processes or slow commands where the agent ran an unoptimized script/command that can waste a lot of our time, if it polls frequently it can catch that mistake and correct itself. all of the", "link": "https://www.reddit.com/r/codex/comments/1wlcy5q/this_will_save_your_usage/paxni4b/"}]}]}, "context.clarifying_questions": {"authorWeeks": 43, "themes": [{"theme": "Clarifying questions mid-run outside plan mode", "criterion": "context.clarifying_questions", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "devin", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "why does the codex app ask questions in non-plan mode without blocking? there's no time to answer before it just goes with the default recommendation. so what the hell is the point of asking?", "link": "https://twitter.com/1901648131630280704/status/2103484594670784986"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "they need to be designed to pause regularly and ask for feedback/guidance in a hitl setup, not autonomous drones that compound their mistakes, hallucinations, and assumptions the longer they run.", "link": "https://www.reddit.com/r/codex/comments/1wah1jk/opinion_astra_is_overhyped/p8sj541/"}, {"agent": "codex", "date": "2026-09-07", "source": "Reddit", "community": "r/codex", "text": "it's not an ambiguity though i think i did misuse /goal a bit, i said i'd verify the changes manually (quicker than having it write like 500 unit tests) and then got it stuck in a loop since it can't ask questions in goal mode (i think)", "link": "https://www.reddit.com/r/codex/comments/1w9my9c/finally_figured_out_why_goal_used_100_of_my_usage/p8bjt1c/"}]}, {"theme": "Ask clarifying questions instead of guessing", "criterion": "context.clarifying_questions", "authorWeeks": 7, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "sure if its so smart, it could have asked specifics like claude does, instead of working 4 fucking hours on a simple portfolio page and generating slop. gemini did way better with exact same prompt in 7min btw. ", "link": "https://www.reddit.com/r/codex/comments/1wpb7an/its_even_worse_than_gemini_flash_at_this_point/pbuiokl/"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "nah, sometimes it really goes off the completely wrong end. what i would like is for it to come up with an answer only if it has a strong confidence level. i should be allowed to configure it such that below that threshold it either asks me questions for details that could help, or just tell me it doesn't know. coming up with wrong answers is way worse.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wm4ncx/im_afraid_to_use_opus_5/pb90c7j/"}, {"agent": "claude-code", "date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "text": "can we trade ? getting claude to ask a question is like trying to get a toddler to eat his veggies. it will do litterally anything (search the web, launch explore agents, write probe scripts, hallucinate something) rather than ask something i could answer in two sentences. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wd2738/claude_dynamic_workflow_is_very_cool/p92vu0r/"}]}, {"theme": "Fewer unnecessary or repetitive clarifying questions", "criterion": "context.clarifying_questions", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "i am using plan mode on sol high, and somehow the model questions started glitching. not only it is stuck on a loop asking the same questions, it started asking bogus stuff. \njust see these images. it's between funny and sad, as it feels sol has developed dementia. \n<strict_link>\n", "link": "https://www.reddit.com/r/codex/comments/1wbhej5/what/"}, {"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "it does that a lot, this model was trained to be highly iterative. too much in fact, it stops short ov everything and asks for clarification or in situations like this throws up it's hands and says \"i stopped gotta try something else so ask me if you want to do that\"\nthat\"\nits like of course i do!\nin openais documentation they label this behavior as \"highly collaborative\"\nmore like annoying.", "link": "https://www.reddit.com/r/codex/comments/1wal4o7/well_this_one_is_new/p8l38iz/"}, {"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "it also stops to ask completely unnecessary questions where the task is clear and straightforward. \nsol doesn't do this, so i simply switched back to using sol. astra's intelligence level is not better than sol's.", "link": "https://www.reddit.com/r/codex/comments/1wah1jk/opinion_astra_is_overhyped/p8if1vu/"}]}, {"theme": "Dedicated UI tool for clarifying questions", "criterion": "context.clarifying_questions", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@ampcode curious why amp doesn't have any question/answer tools the model can use. having instances where the modal outputs a big explanation then in the last sentence: may i do that?\ni sometimes miss that it's asking at all! a ui question tool would make that al ot more obvious.", "link": "https://twitter.com/5444392/status/2103600382303944750"}, {"agent": "codex", "date": "2026-09-20", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@lmdev25 @thsottiaux i feel codex should simply ask me the question, instead of making me do keyboard gymnastics before being able to see the question.\nthe screenshot above is codex cli. meanwhile, the codex app does not show todo/tasks list and questions. what's with that?", "link": "https://twitter.com/449598591/status/2101664107875426492"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline why can the model only choose from the options it provides when calling the ask question tool, and cannot enter other options on my own?", "link": "https://twitter.com/721547404479111170/status/2101290071311945767"}]}, {"theme": "Stop and ask when stuck or blocked", "criterion": "context.clarifying_questions", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "i dont like the fact that it keeps guessing rather than look for answer and if it doesnt find them to consult me", "link": "https://www.reddit.com/r/opencode/comments/1wocn5s/space_bunny_thoughts/pc1490a/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "\"stop and ask my input before doing work arounds\"\notherwise it may be unable to access some api definition and either start a full cyber security army to get it anyway or manually reimplement the whole thing. while it would have been 5 seconds copy/paste for me to put the file in a place he is allowed to read.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp23t8/what_rule_in_your_claudemd_clearly_has_a_backstory/pbs0ky8/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "the real opus 5.5 and reset was the friends we made along the way. well, it was the friend my opus 5 agent made in my codebase for some reason while spiraling for 45 minutes to find a workaround for a simple problem that had a simple answer if it just would have asked, but same thing right?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnaoox/where_is_opus_55_and_the_reset/pbdhplp/"}]}, {"theme": "Clarifying questions before starting to code", "criterion": "context.clarifying_questions", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "stop dictating and start collaborating. treat these frontier models like they are expert consultants. the models are better at prompting themselves than you are. have it ask you questions, understand your expectations, what “done” looks like, etc. ", "link": "https://www.reddit.com/r/codex/comments/1woo8ku/astra_extra_high_in_blender_1010_i_cant_tell_em/pbs5gum/"}, {"agent": "opencode", "date": "2026-09-23", "source": "Reddit", "community": "r/AI_Agents", "text": "cli more simple and easy for me. i don't need so many features.\nopencode go is great for vibe coding just use expensive models to design things and for complex tasks only. because grok 4.6 burned my 20% tokens in like 5 min. always ask questions in plan mode before build ", "link": "https://www.reddit.com/r/AI_Agents/comments/1wo09im/any_coding_workflow_advice_for_existent_codebase/pbnauww/"}, {"agent": "devin", "date": "2026-09-12", "source": "X", "community": "@cognition", "text": "@cognition it's quite clever to put devin in the phone; the chatting step will be much more natural. my first reaction, however, is: when it receives a phrase like \"make a quick change,\" can it first confirm which repo and which environment to change (laughs)?", "link": "https://twitter.com/2259799350/status/2098596266544374012"}]}, {"theme": "More meaningful clarifying questions", "criterion": "context.clarifying_questions", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-10", "source": "Reddit", "community": "r/ClaudeCode", "text": "i agree and i think we should add a hook designed to ping the agent « hey just think about the clarification you are asking to user, don’t ask shitty meaningless options »\ni don’t know if it’s possible, i’ll try to do it later this day ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wcr862/claude_offering_pointless_options/p901u4e/"}, {"agent": "cursor", "date": "2026-09-02", "source": "X", "community": "@cursor_ai", "text": "the proactive questioning alignment feature of cursor is very poor. \nwhen a user inputs a discussion question, there is no output, and it just asks you abcd, defaulting to recommend a, but you have no idea why? \nbecause there are only options, no answers. \nas a result, a discussion question is turned into a multiple-choice question by cursor. \nisn't this silly? \nplease optimize this feature quickly @cursor_ai.", "link": "https://twitter.com/703883942995165184/status/2095032296357376056"}]}]}, "context.long_context_decay": {"authorWeeks": 50, "themes": [{"theme": "Larger context window", "criterion": "context.long_context_decay", "authorWeeks": 17, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity please do increase context it gets super slow after 10 mins of work", "link": "https://twitter.com/1281901312171442176/status/2102682066706174382"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "it is extremely limited compared to jev. like look at that tiny context, useless.", "link": "https://www.reddit.com/r/opencode/comments/1wko226/how_good_is_jev_113/pax82og/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "context is the limiting factor. i wish they’d figure that out. ", "link": "https://www.reddit.com/r/codex/comments/1wk0173/have_we_hit_the_effective_top_of_intelligence/pamxx17/"}]}, {"theme": "Better retention and reliability in long sessions", "criterion": "context.long_context_decay", "authorWeeks": 13, "posts": 13, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\n<strict_link>\nokay, i understand it's cheaper now. but i was expecting more, at least the long-term context issue (the new upgrade helps astra-6 retain 96.3% of its 500k-1m context) doesn't seem to be applied to sol/luna-6.", "link": "https://www.reddit.com/r/codex/comments/1wnhmfd/basically_its_just_cheaper_solluna6_even_has/"}, {"agent": "kiro", "date": "2026-09-22", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev long-running context and deeper root-cause analysis could be a major boost for agentic coding.", "link": "https://twitter.com/313123169/status/2102211743489409258"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "text": "there is an issue with the memory of antigravity, in the same conversation the app forgets about the progress that was done and causes many regressions, this nearly never happens with codex and claude code, so i think you need to work much on that.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wfy642/weekly_quotas_known_issues_support_september_14/p9sjxw9/"}]}, {"theme": "1M-token context window support", "criterion": "context.long_context_decay", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "200 pages is pretty long. increase the context window to like 1mil tokens and you'd see much better results (i'm not an expert but i'm pretty sure. someone will correct me if i'm wrong)", "link": "https://www.reddit.com/r/codex/comments/1wqxfsb/what_llm_are_you_finding_is_best_for_writing/pc7ywz7/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@steipete @thsottiaux when will the experimental context feature in codex become ga?\n@claudedevs please do “copy”. more than 1m, i want to care-free push through a session without worrying about context usage and/or token efficiency :)", "link": "https://twitter.com/307241976/status/2102638162099204193"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "so even with 5x we don’t get factual use of the best model ? at least i was using fable as orchestrator whole week at claude code.. and i still don’t get the context window limit why it doesn’t 1m ", "link": "https://www.reddit.com/r/codex/comments/1wifkkk/should_i_do_it_should_i_should_i_do_it/paahefa/"}]}, {"theme": "Faster performance in long conversations", "criterion": "context.long_context_decay", "authorWeeks": 4, "posts": 5, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "better context management, long running tasks, and speed of execution.", "link": "https://www.reddit.com/r/codex/comments/1wnsg05/give_luna_6_a_shot/pbkqbrx/"}, {"agent": "antigravity", "date": "2026-09-21", "source": "X", "community": "@antigravity", "text": "mr nobody making some suggestions to improve @antigravity, \n1) i dont know if it's just me but i think you have a serious problem with context management, i ask agy to do a couple of carrousels, it takes 1+ hour and gets progressively slower and slower. \n2) 👇", "link": "https://twitter.com/1068604859971186694/status/2102062641686421680"}, {"agent": "pi", "date": "2026-09-19", "source": "X", "community": "@pidotdev", "text": "hey @pidotdev \ni love you bro, been using you from last 9 months now and still counting. i just want to point out one thing which is, after 500k context length its highly unstable tui. it refreshes a lot, takes a while to load session when you resume it. \ntime to switch to rust may be? @badlogicgames", "link": "https://twitter.com/1843636086485966848/status/2101328722968343040"}]}, {"theme": "Better automatic context management", "criterion": "context.long_context_decay", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs please fix context management next 🙏", "link": "https://twitter.com/153623030/status/2103273829053452779"}, {"agent": "antigravity", "date": "2026-09-14", "source": "X", "community": "@antigravity", "text": "earlier this week, i had two projects opened in antigravity editor.\nafter working on one with gemini 3.8 flash, i moved to the second project, i instructed gemini to fix a particular issue in it but it started searching for files in the first project, it seems to have gotten all the context of the first project’s session which was still actively opened.\ni will be glad if this can be fixed thank. \nadditionally long contexts gets truncated with no ", "link": "https://twitter.com/1261788727984218113/status/2099606897540088228"}, {"agent": "cursor", "date": "2026-09-10", "source": "X", "community": "@cursor_ai", "text": "the biggest threat to codex and claude code is better ux.\nmy experience with grokbot makes me think the @cursor_ai team gets this.\nmanaging projects across threads is tedious. both codex and claude code make context degradation the user’s problem to manage.\nbro, i want to run a project, including its routines and ongoing work, from one chat window.\ni don’t want to babysit context limits.\ni don’t want to keep guessing which model or reasoning leve", "link": "https://twitter.com/1887352812428009472/status/2098173463710322850"}]}, {"theme": "Configurable context window size", "criterion": "context.long_context_decay", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 3}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "i use a harness that exposes the normal and 1 million context luna separately. i rarely use the one million but i think setting it a bit higher (like 500-600k) could have value. for some long running tasks i hit \"context too large for model\" which is why i switch to the 1 million. but for almost all my work having the short context available too is worth it. ", "link": "https://www.reddit.com/r/codex/comments/1wo1shk/gpt_6_luna_increase_context_window_to_800k/pbjrchm/"}, {"agent": "codex", "date": "2026-09-04", "source": "Reddit", "community": "r/codex", "text": "it's still stuck at 258k. unless there's a way to manually increase it somehow.", "link": "https://www.reddit.com/r/codex/comments/1w7d8r0/got_astra_in_codex/p7u3153/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/OpenAI", "text": "well, to be fair, i waited until i had zero (literally) usage left before using the reset.\nwhat is kind of annoying is that codex kept hanging and crashing, and i seem to have burned a lot of tokens dealing with that (lost work, context, etc.) and my context window is 25% of claude's, no obvious way to change it, and chatgpt seems to suffer a minor stroke every time it compacts and probably burns some tokens getting reorientated again. i don't ye", "link": "https://www.reddit.com/r/OpenAI/comments/1wpua23/when_i_used_openais_free_reset_why_did_that/pbz5wjf/"}]}]}, "context.compaction": {"authorWeeks": 208, "themes": [{"theme": "Better compaction summary quality and retention", "criterion": "context.compaction", "authorWeeks": 27, "posts": 27, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 6}, {"id": "pi", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "pi", "date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "text": "curious as well.\ni've been reading good things about codex compaction enhancements recently. would be nice to port some of that over to pi if possible.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wrq50c/new_session_handoff_vs_compact_which_do_you_prefer/pcettr9/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "i don't want any information loss that comes with compacting. anthropic's best practices even say to avoid it if you can.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp6nq9/do_you_guys_use_auto_compact/pbzbub5/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "it’s good, but still has the same compaction shit, forgets everything right after and doesn’t reread even though told to do it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woddlf/initial_thoughts_on_opus_55_it_is_a_considerable/pbm4fe9/"}]}, {"theme": "Cheaper compaction using less quota", "criterion": "context.compaction", "authorWeeks": 17, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs could you maybe also make « auto compact » much better and programmatic such i don’t burn my whole 5h limit with recachibg whenever i want to resume a task ?", "link": "https://twitter.com/1783231318601437184/status/2104199797045330110"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "awesome. but can we please get compaction even after hitting the limit so long as the prompt cache hasn’t expired? compaction has gotten so much faster and apparently cheaper (typically just 1% of the 5hr—if even). take it out of the next reset if u have to, i for one wouldn’t mind at all. it would save me a whole lot from resuming a session that didn’t get to compact in time.", "link": "https://twitter.com/1881465366754316288/status/2103589084669096296"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "other harnesses don't use over 6% of your limit on compaction though.\nthis is a claudecode problem.", "link": "https://www.reddit.com/r/codex/comments/1woxxj2/this_needs_more_attention/pbrysjp/"}]}, {"theme": "Manual compact command availability", "criterion": "context.compaction", "authorWeeks": 15, "posts": 15, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity i think it's time to launch \"context compression/compact\".", "link": "https://twitter.com/2062347810155134976/status/2103788253182558652"}, {"agent": "antigravity", "date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "text": "i'm waiting for the ability to compact a conversation or like a branch new conversation feature 💔", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/paxe0he/"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@jonsouyang @pluggsupply @antigravity antigravity does not even have manual compaction option.\nand lastest gemini models still fall into doom loops, even 27b qwen models dont lmao.\nits pathetic for model to need any repetition penalty in the first place. yall have all the data yet zero the knowledge", "link": "https://twitter.com/1444002675947884546/status/2101644382688395520"}]}, {"theme": "Fix compaction failures, loops and crashes", "criterion": "context.compaction", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "stop piling up useless enhancements… get basic harness fixed plz .. basic things like compaction and auto-approval are the only thing we need", "link": "https://www.reddit.com/r/google_antigravity/comments/1wdrp1g/antigravity_20_release_v2130/pc5r8ps/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs no one wants to stop, if anything we want to keep going with auto-compact.", "link": "https://twitter.com/1860080142355406848/status/2103915314333225279"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs fix compacting context it stucks on 95 % repeatedly.", "link": "https://twitter.com/1921789760630095872/status/2103604102186099079"}]}, {"theme": "Higher default context before compaction", "criterion": "context.compaction", "authorWeeks": 13, "posts": 14, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "text": "i am well aware of these things. i have been using these tools for more than a year now.\nif a model supports n million context window, i don't want to compact at 200k.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wn2lux/deepseek_41_flash_starts_to_crawl_at_about/pbdrchs/"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "i noticed that context compaction increased and became annoying recently either with astra or sol despite i enabled the experimental context compaction", "link": "https://www.reddit.com/r/codex/comments/1wiqau9/did_codex_context_compaction_incidents_increase/"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "yes, i do find myself having to tell it exactly that kind of thing in these cases.\nif you talked about it on the same session but compaction happened in between, all bets are off. that's why i hate the default 250k context on codex and raised mine to around 800k, even though tokens beyond the 250k cut-off are a tad more expensive.", "link": "https://www.reddit.com/r/codex/comments/1wgyi2b/i_just_migrated_from_claude_what_am_i_doing_wrong/p9yle58/"}]}, {"theme": "Automatic session handoff instead of compaction", "criterion": "context.compaction", "authorWeeks": 13, "posts": 13, "agents": [{"id": "claude-code", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@wenchangyue @antigravity it really should not matter on speed. what you need is a monitor on context, trigger when it is close to full, makes a handoff document, then starts a new session and resumes. this would keep local models running around the clock.", "link": "https://twitter.com/3468547097/status/2102854846080782601"}, {"agent": "pi", "date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "text": "structured handoff , instead of compaction most of the time. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlhyyz/what_are_your_best_smalllocal_model_tricks_with_pi/payptss/"}, {"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "not sure if this is “peak claude” but it’s handy!\ntwo things i need to add are: 1) a built-in context % threshold where sessions auto-spawn to save on tokens; and 2) an auto-compact of the prior session after the handoff, due to the cache going cold and the token burn a full reload of context causes if any other session communicates with them. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wl45kx/how_to_connect_claude_code_terminal_and_claudeai/pawdol3/"}]}, {"theme": "Configurable auto-compaction threshold", "criterion": "context.compaction", "authorWeeks": 11, "posts": 11, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why once a week\njust give me the option to have this happen at like 97% or something", "link": "https://twitter.com/2084442048795406336/status/2103580936864743925"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@soso_fun_yt @antigravity the key distinction is harness budget vs model window. clamping may be sane for latency and cost, but a 140k hard cap hurts when repo state and tool traces compete. is the threshold user-tunable, or fixed by the checkpoint policy?", "link": "https://twitter.com/2092166761185681409/status/2099921955948314939"}, {"agent": "cline", "date": "2026-09-15", "source": "X", "community": "@cline", "text": "@cline also guys please allow in desktop more control like at what context % to compact. please i love the ui tho", "link": "https://twitter.com/1814890298037633024/status/2099685594150600813"}]}, {"theme": "Automatic compaction enabled by default", "criterion": "context.compaction", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev automated harness-level cache and context management conveniences", "link": "https://twitter.com/1751950522502860800/status/2102402612301578611"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "auto compacting being off by default leads to long sessions having a degradation on intelligence, you trying the same thing in multiple session because the agent context was saturated and got your prompt wrong, you running out of usage and paying another account or api rates.\n \nbtw auto compacting is \"on\" by default but you need to set a value for it to actually work", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjghvc/your_usage_do_not_last_because_auto_compacting_is/"}, {"agent": "antigravity", "date": "2026-09-17", "source": "Reddit", "community": "r/google_antigravity", "text": "does gemini even auto compact ? i don't need 1m context window, my usage drain increase exponentially with session length and starting a new chat is tedious. \n/compact, /context when ?? or will they keep this noob trap, so people run out of usage faster ? \n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wis8pe/soon_2027_still_compact_command/"}]}, {"theme": "Selective pruning of stale tool results", "criterion": "context.compaction", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@ampcode what if jev could actually be used for context compression so it can detect which parts to keep and which parts to compact (for ex, removing tool calls from it, just keeping the result)\nam i out of my mind or does it actually make sense?", "link": "https://twitter.com/2931128860/status/2100721924682703318"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "yeah this is a key feature in my context library, being able to redact/discard sections of context without rewinding everything.", "link": "https://www.reddit.com/r/codex/comments/1wgtjj0/sorry_little_context_window/p9xoy25/"}, {"agent": "cursor", "date": "2026-09-13", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot projects i'm quite looking forward to this direction, but long-term threads will gradually become another kind of contextual garbage dump. i hope there can be clear archiving/cropping entry points, otherwise, if the agent remembers too much, it will also create chaos.", "link": "https://twitter.com/2259799350/status/2099262629034242389"}]}, {"theme": "User control over what compaction keeps", "criterion": "context.compaction", "authorWeeks": 8, "posts": 8, "agents": [{"id": "pi", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@abimeher @colindaymond @pidotdev @itoflowai unbounded tool replies are how the window gets wrecked. i want bounds *and* a way to inspect / trim what actually lands in context — not guess after auto-compact fires.", "link": "https://twitter.com/2074942490466033664/status/2102841483099623900"}, {"agent": "pi", "date": "2026-09-20", "source": "Reddit", "community": "r/PiCodingAgent", "text": "default compaction or the pi compact tools leave noise like\n..#.. reflections\n[4ae591cc24b8] user tasked consolidating all non-herdr pi tools and all guards from t\nthen trailing 5 user/model responses. \nwant i want instead is: remake context only needed for current task.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wlhyyz/what_are_your_best_smalllocal_model_tricks_with_pi/pazea0j/"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai hello can you add being able to guide the /summarize command with an attached prompt?", "link": "https://twitter.com/2067579461684305920/status/2100716131799515585"}]}, {"theme": "User control over when compaction triggers", "criterion": "context.compaction", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "interesting. i'm also using vs code. do you just prompt it \"export the current context to a text file? it would be interesting to see a before and after for compaction. having a more precise compaction option like you described would be cool. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp6nq9/do_you_guys_use_auto_compact/pc8pvn6/"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "hey all. claude code user here trying out codex. something i do ofter on claude is keep my context size small to optimize token spending. i don't see many options regarding context on codex. how to check context size and optimize/compact? any good tips regarding this?", "link": "https://www.reddit.com/r/codex/comments/1wby1b4/how_to_do_context_management_and_optimization_in/"}, {"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "modular is the way to go. proper agent friendly routing on top level too. saves alot of tokens and context. \nwe do advanced mathematics and with a few mcp servers, sometimes, you just can’t avoid compaction. \ni am with claude too, and their control is much better on their window. that’s why i think, if they can do it … ", "link": "https://www.reddit.com/r/codex/comments/1watymv/even_astra_couldnt_deliver_1m_context_window/p8mobo8/"}]}, {"theme": "Session checkpoint before limits or compaction", "criterion": "context.compaction", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-14", "source": "Reddit", "community": "r/ClaudeCode", "text": "tell it to create a hook at 90% context from the statusline to send a message \"90% context, create a verbose checkpoint for next session, be sure to include all context from this session that will be needed in the next session\"\nthis isn't a great solution, but it is a stopgap for you while you", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wg7j5q/is_there_any_way_to_stop_process_and_clean_up/p9rzjyl/"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "yeah the other night when codex gave the reset usage was great after, think on £20 i got like 5 solhigh prompts, 1 audit and 4 large complex tests so a considerable amount anyways.\ntoday and yesterday i literally don't even get a full prompt out of sol. tbh i wouldnt mind so much if it atleast summarised when it cut off. ", "link": "https://www.reddit.com/r/codex/comments/1wfwtae/youve_ran_out_of_usage_with_no_summary/p9q9avg/"}, {"agent": "antigravity", "date": "2026-09-08", "source": "Reddit", "community": "r/google_antigravity", "text": "feature request: autoexec this to backup the session prior to context window compression.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wa32hs/i_made_a_cli_tool_to_move_antigravity_chats/p8i13mj/"}]}]}, "context.session_memory": {"authorWeeks": 208, "themes": [{"theme": "Built-in persistent memory across sessions", "criterion": "context.session_memory", "authorWeeks": 31, "posts": 32, "agents": [{"id": "claude-code", "authorWeeks": 13}, {"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "having a functional second brain that knows everything about me", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrcmjn/what_tool_have_you_built_for_yourself_with_claude/pccc21n/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@thdxr hey @opencode\n@thdxr\nplease give us more free tier daily and more free models. add buitin memory vault", "link": "https://twitter.com/141503294/status/2103816074156495086"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "as i was working in cursor's harness, i had a thought. if @bot has the learn option - can we also apply that logic to the agents as well? \nif bot has it - it would be waste not to have it in the cursor agent as well. any thoughts?\n@cursor_ai @poteto @lingxi", "link": "https://twitter.com/1854338126774194188/status/2103714346950086977"}]}, {"theme": "Persistent project-scoped memory and projects", "criterion": "context.session_memory", "authorWeeks": 19, "posts": 19, "agents": [{"id": "cursor", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "you need persistent project memory outside the model. i’m building a knowledge & retrieval engine for exactly this. durable project state, decisions, architecture and history stored separately, then only the relevant context is retrieved for each new session. you could build a lightweight version with codex/claude code using markdown/json/sqlite + retrieval scripts. the model can forget; the project shouldn’t.", "link": "https://www.reddit.com/r/codex/comments/1wq1k1i/astra_is_the_smartest_the_model_ive_used_but_it/pc106hu/"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@theo seeing generated images in chat - i do lots of automated app testing. love seeing what the agent is doing while he goes. codex app works best here. \nanother thing which would be nice is create projects, with custom context for handling multiple threads.", "link": "https://twitter.com/2012897420955242496/status/2103391499979309246"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "really enjoying @opencode. i’ve been using gbrain to persist project decisions and context across sessions. what are people using, and what has actually worked well? @thdxr any plans for built-in memory?", "link": "https://twitter.com/385457565/status/2103017169944727720"}]}, {"theme": "Structured handoff between sessions", "criterion": "context.session_memory", "authorWeeks": 14, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs how about just a hand off md so i can have another agent or session easily resume?", "link": "https://twitter.com/2003361328300457987/status/2103604803783819680"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai love this for code. still missing for the outside world: durable, cited context the agent can pull next session.", "link": "https://twitter.com/1086013144638672896/status/2103599014830637356"}, {"agent": "claude-code", "date": "2026-09-19", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs parallel sessions are the easy demo; the hard-won feature is context handoff that doesn’t quietly rot. if projects can preserve decisions, constraints, and “do not touch prod” across threads, that’s a real team-multiplier—not just concurrency.", "link": "https://twitter.com/1863497833556705280/status/2101335295450829097"}]}, {"theme": "Shared memory across different agent tools", "criterion": "context.session_memory", "authorWeeks": 12, "posts": 13, "agents": [{"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "but what does it offer? its just a terminal multiplexer for agents no? i still have to use 2 harnesses codex cli and claude code, and each harness uses memory, md files etc differetly, which is a total mess", "link": "https://www.reddit.com/r/codex/comments/1wpvp4o/for_people_with_both_codex_and_claude_code_what/pc0ccjo/"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@clebervisconti @grok @bot @cursor_ai unified billing would remove friction, but it won’t unify state. the painful part is context and permissions drifting across runtimes; a portable workflow manifest may matter more than one invoice.", "link": "https://twitter.com/1021426672279564288/status/2101850081624236459"}, {"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai shared memories and generated items will significantly reduce the contextual costs of multi-agent collaboration, but it also requires clear versions, sources, and permissions. especially for planning documents and presentation products, if they cannot be traced back to specific operations and acceptance results, the faster the collaboration, the higher the troubleshooting costs may be.", "link": "https://twitter.com/1628996445654188033/status/2100837790720180459"}]}, {"theme": "Memory visibility, audit and editing", "criterion": "context.session_memory", "authorWeeks": 11, "posts": 12, "agents": [{"id": "cursor", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai projects are useful because shared memory and generated files solve a real pain in agent coding. the risk is stale context across branches. a view of which files, rules, and prior runs shaped a plan would make debugging safer. how does cursor show that history?", "link": "https://twitter.com/1654699424969379841/status/2100987185360998473"}, {"agent": "cursor", "date": "2026-09-15", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai can you see and edit what the coordinator remembers about the project?", "link": "https://twitter.com/1491654782091735041/status/2099926524304453741"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai sharing memories and generated items is indeed convenient, but if the project-level status is written incorrectly, the pollution can be more hidden than a single conversation. if we could see the source, version, and add a one-click rollback, it would be much more reassuring.", "link": "https://twitter.com/2259799350/status/2099627937733505516"}]}, {"theme": "Search and reference past conversations", "criterion": "context.session_memory", "authorWeeks": 10, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "how can't i do something as simple as referencing conversations on claude!!?!???\n@anthropicai @claudedevs :(", "link": "https://twitter.com/1878192932366209024/status/2103773136449638544"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "while i think they should add that as a feature \ncurrently i have another method which is i have a specific pinned conversation which i ask to find conversations for me, like i just tell the ai to find the conversation where i asked for it to create a specific app and it finds it for me\nyou don't even need to remember the exact words used, you just need to tell it what the conversation is about\n<strict_link>\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbm3x20/"}, {"agent": "opencode", "date": "2026-09-18", "source": "Reddit", "community": "r/opencode", "text": "please fix or update the search function it's the worst...\nit cannot find anything.\nit makes no sense that i have to use big pickle yes cause i don't want use tokens from other llm's\nto search in my projects for past sessions that build a feature.\ni should be able to just type: \"shock value\" and then it shows me the session that had this...", "link": "https://www.reddit.com/r/opencode/comments/1wjj7e3/search_function/"}]}, {"theme": "Resume work after usage limit reset", "criterion": "context.session_memory", "authorWeeks": 9, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs instead of allowance it should create sort of handoff file to continue later in new session", "link": "https://twitter.com/2060645216718147584/status/2103778053000200213"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs now you just need to have it auto start again for the next session.", "link": "https://twitter.com/18287132/status/2103589638346789309"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs humm.. cant it just save the state as much as possible and or give user a todo list plus status what is done midflight? \nit cud keep on polling the usage limit at a certain interval?", "link": "https://twitter.com/2099833526531039232/status/2103566521817870838"}]}, {"theme": "Memory scope boundaries and opt-out controls", "criterion": "context.session_memory", "authorWeeks": 8, "posts": 10, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "can we deactivate this? i had a session answer a question i asked in another session, so both answered the question, polluting my context in the non asked question one ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wlgfpw/anthropic_has_done_it_again_dont_keep_many_clis/payjyh0/"}, {"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai project-based context is a strong usability win for agentic coding: keeping requirements, artifacts, and feedback together should cut repeated setup. the key next step is making context boundaries and retention explicit so teams can trust what agents see.", "link": "https://twitter.com/1208933549081907200/status/2101775839972966509"}, {"agent": "antigravity", "date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "text": "any update to cli? or its always agy 2.0? cant do delete conversation automatically on every time i quit the app on the app one while in cli, i could use powershell profile to do so. maybe a request to add like disabling knowledge and conversation history like in antigravity ide. i dont need bloated context from the previous chat like tha chatbot app. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh9uyh/antigravity_2_release_v2140/pa3aiha/"}]}, {"theme": "Forgetting and retiring stale memories", "criterion": "context.session_memory", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@softwaredoug @turbopuffer @opencode agent memory still needs recency rules, even on a good store", "link": "https://twitter.com/763249944056565760/status/2102383559311032543"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@buburdin @claudedevs lol yes, but they keep updating \"context\" about you without any disposal dates. and give you creepy notifications like \"context updated: wife\".", "link": "https://twitter.com/718427679125598208/status/2100593921071940009"}, {"agent": "devin", "date": "2026-09-14", "source": "X", "community": "@cognition", "text": "@devindesktop @windsurf @cognition @_akhaliq @rahyengan @themidasproj @ylecun @rowancheung 3. @devindesktop but later that day it automatically suggested what it should have long forgotten out of nowhere <strict_link>", "link": "https://twitter.com/2098243273890705408/status/2099333865412456929"}]}, {"theme": "Sync sessions and projects across devices", "criterion": "context.session_memory", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "yeah please stop making things local.\n@claudeai @claudedevs please make project shared across chats, code, cowork and design....or at least allow them to tag each other.... <strict_link>", "link": "https://twitter.com/1913676020/status/2103143406159708543"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs local threads matter for repos that can’t leave the machine. keeping the same project context across local and cloud sessions is what could make this feel seamless.", "link": "https://twitter.com/1296669524436148225/status/2103050413335613714"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs give us a way to transfer projects from claude chat to claude code project, please!", "link": "https://twitter.com/958671027101454337/status/2100639508794327444"}]}, {"theme": "Avoid re-discovering context at session start", "criterion": "context.session_memory", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@thsottiaux @antigravity gem re-discovering tui's would be a massive product improvement, imo.", "link": "https://twitter.com/1779426928891662336/status/2103956693579346386"}, {"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "i understand the logic of it but having new sessions for every new addition or work stream makes things so much slower since it has to initialize and figure out what i mean and find the location of files. also from an organizational point of view it bugs me to have so many little sessions", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wli2e9/a_tip_for_claude_max_users/pb1evwl/"}, {"agent": "cursor", "date": "2026-09-16", "source": "X", "community": "@cursor_ai", "text": "@web3withsingh @cursor_ai natural language to a structured report needs a ranked source step, not just summarize. persist task state in postgres so retries do not redo the whole search.", "link": "https://twitter.com/2026279107617787904/status/2100195846599954867"}]}, {"theme": "Built-in project progress tracking", "criterion": "context.session_memory", "authorWeeks": 7, "posts": 7, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "a jira board? i can’t even get the thing to maintain a markdown file. ", "link": "https://www.reddit.com/r/codex/comments/1wq7eg5/its_not_just_sol_6_thats_bad_though_astra_aint_no/pc26jjf/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "text": "i already use all of that except for that progress memory skill, i had something similar in my mind to mitigate the problem but i think it is important and deep enough to need deep harness solutions from antigravity team, codex and claude have made so much progress for that i hope antigravity team also target that.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1m6u/antigravity_conversation_memory/pandx9t/"}, {"agent": "antigravity", "date": "2026-09-04", "source": "Reddit", "community": "r/google_antigravity", "text": "oh, i see what you mean. that would be neat to have it maintain a maintenance history or something.", "link": "https://www.reddit.com/r/google_antigravity/comments/1w6sseq/antigravity_fixed_my_helldivers_2_install/p7vpprw/"}]}]}, "context.codebase_retrieval": {"authorWeeks": 56, "themes": [{"theme": "Built-in native codebase indexing", "criterion": "context.codebase_retrieval", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "augment", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "agree cursor has the best overall integrated agentic workflow. even more so now with grok bot. if only they could make origin codebase easy to use, improve the mobile app, and get a proper frontier model ", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pbo2fhm/"}, {"agent": "factory", "date": "2026-09-20", "source": "X", "community": "@droid", "text": "@droid you guys should work a context solution like fast context, embedded search and such effeciency and cost is a big reason people love alternatives to codex where the subsidization is massive\nmodel agnostic + cheaper costs because less time needed to search (aside subagents)", "link": "https://twitter.com/1948570504979271680/status/2101651811689968065"}, {"agent": "augment", "date": "2026-09-08", "source": "X", "community": "@augmentcode", "text": "@bcherny @addyosmani @anthropicai boris please implement a context engine to your models. better yet take over @augmentcode and become unstoppable. i fucking beg you", "link": "https://twitter.com/1795256572102209537/status/2097359764678214092"}]}, {"theme": "Multi-repo project context support", "criterion": "context.codebase_retrieval", "authorWeeks": 6, "posts": 6, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@opencode really needs \"add dir\" or \"add to workspace\" feature to add folders it can work at once.\nreferences is fine, but having the harness view repos across different paths without having to manually make opencode.json is much better.", "link": "https://twitter.com/1383806712545562628/status/2103403834756473288"}, {"agent": "cursor", "date": "2026-09-13", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai ideas: can we assign multiple repos as context for project, show it as workspace in mobile app and finally, can we please please pleaseee see the usage in mobile app like grok bot?", "link": "https://twitter.com/193344639/status/2098982467478950243"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot it works great! some feedback / ideas:\n1. allow collaboration between projects\n2. allow me to add new repos to a project after creating it\n3. allow me to connect to other systems", "link": "https://twitter.com/1459892524999454722/status/2098472575537971596"}]}, {"theme": "Faster and better codebase search", "criterion": "context.codebase_retrieval", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "text": "very large codebase\nwithout my filters and sandboxing, tool use his context quickly\ni.e. one grep on the repo will return 1000s of results", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wps5ha/i_use_ai_models_at_least_4_hours_per_day_and_i/pc0kazw/"}, {"agent": "zed", "date": "2026-09-15", "source": "Reddit", "community": "r/ZedEditor", "text": "this is a really high effort post! i bet you’re a really wonderful teammate. 🙂\ni’d also love the search behavior you’re describing.", "link": "https://www.reddit.com/r/ZedEditor/comments/1t9818k/loving_zed_so_far_heres_what_i_still_miss/p9za30a/"}, {"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/codex", "text": "sol thinks way too much and it is hard to change the course if it goes into wrong way. so it takes 2x more time and 2x more tokens to actually get things done than claude…. claude at least is very fast at searching codebase. codex sub agents take forever.", "link": "https://www.reddit.com/r/codex/comments/1w4g47s/remember_when_gpt_would_just_do_the_task/p77j6oz/"}]}, {"theme": "Avoid scanning entire repository", "criterion": "context.codebase_retrieval", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@spolen23 @cursor_ai selective tools help. overnight bleed is still the full repo in context. persist outside the chat and pull the matching slice per turn.", "link": "https://twitter.com/2068373412322451457/status/2103143044354543972"}, {"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "i’m on the pro plan. plugin is currently shipped to an exclusive early access list for bug finding but will become publicly available next week. most of the difficult work is done, but i want to streamline updates and new features without like, parsing the entire repository unnecessarily for example ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wl5ab7/built_an_audio_plugin_and_shipped_curious_how_to/paw3ca7/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "text": "the high load doesn't justify the model checking out every file in the code. slowness is accepted but not correctly looking into correct file could be the cause of high traffic. it's kind of looking into every file of the repo right now", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh8h5u/psa_gemini_38_flash_slowerrors/pa7rukj/"}]}, {"theme": "Projects support for local repositories and files", "criterion": "context.codebase_retrieval", "authorWeeks": 4, "posts": 4, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i am really like the new projects feature. could you share a timeline for when it might extend to local repositories and files?", "link": "https://twitter.com/307326974/status/2102741547011739678"}, {"agent": "cursor", "date": "2026-09-13", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai it cannot access local files, it's worthless if it cannot achieve that. i'll keep using grokbot", "link": "https://twitter.com/10045342/status/2099061292426285394"}, {"agent": "cursor", "date": "2026-09-12", "source": "X", "community": "@cursor_ai", "text": "@fatih @saastrash @cursor_ai @fredrikalindh would love it to be able to see my local repositories/workspaces and skills", "link": "https://twitter.com/2213148498/status/2098568285109293365"}]}, {"theme": "Stop rereading files already in context", "criterion": "context.codebase_retrieval", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "not saying this isn't a viable method, but seems rather tedious and the model in theory should be trained to run a diff on a handful of files if you ask me! ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wj601j/help_improving_opus_5_performance/pagv0af/"}, {"agent": "zed", "date": "2026-08-31", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev have you guys fixed the problem where if i deliberately include a file in an agent's context it still has to read the file again with a tool (wasting an extra request) before the edit tool is allowed to work?", "link": "https://twitter.com/1600030777130962944/status/2094319263154880990"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "yeah, i think you’re right in the broader sense. my config tweak is really just a workaround for a weak part of the codex harness.\ni’ve actually been considering trying omp instead of forking codex. one of my projects is a large telegram android client rewrite, so omp is especially interesting because of its tighter context management plus built-in lsp/ast support for java/kotlin. that could cut down a lot of repeated grepping and rereading of hu", "link": "https://www.reddit.com/r/codex/comments/1wffvur/codex_system_prompt_still_forces_agents_to_wake/p9oddmk/"}]}, {"theme": "Automatic codebase understanding without rules files", "criterion": "context.codebase_retrieval", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/codex", "text": "yes i was considering documenting it in .md files but i was hoping there would be a better alternative or ways to 'discover' and 'know' a codebase properly.", "link": "https://www.reddit.com/r/codex/comments/1w4rcqr/how_do_you_stop_known_coding_mistakes/p79jvqm/"}, {"agent": "cursor", "date": "2026-09-07", "source": "Reddit", "community": "r/ClaudeCode", "text": "cursor *does* support multiple nowadays. \ni don't like to have to write how some virtual developer should behave or write these \"hooks\" which now seems almost like some legal form or law text that the ai needs to read an go through, only to fins some smart gap and don't obey in the end. it only slows me down cause it's often not actually needed to run in all context and it's super slow. the ai should figure out how to work by by analyzing the cod", "link": "https://www.reddit.com/r/ClaudeCode/comments/1s93y8z/why_do_you_all_prefer_claude_code_over_cursor/p8dtzcw/"}]}, {"theme": "Codebase visualization and documentation tools", "criterion": "context.codebase_retrieval", "authorWeeks": 2, "posts": 2, "agents": [{"id": "copilot", "authorWeeks": 2}], "examples": [{"agent": "copilot", "date": "2026-09-05", "source": "Reddit", "community": "r/GithubCopilot", "text": "yes something like cognitions deepwiki would be tremendous. there are a ton of middling products out there but nothing as good as it, and nothing in copilot that works as well. would love that hosted in the github infrastructure too.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w7s69c/feature_request_openwiki/p7ykegv/"}, {"agent": "copilot", "date": "2026-09-03", "source": "Reddit", "community": "r/GithubCopilot", "text": "perhaps some kind of ai-focused graph plotter like graphify (or similar) would help the ai to find these things in such a large codebase?", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w6a1ui/the_vscode_harness_has_a_major_flaw_on_large/p7leftq/"}]}, {"theme": "Fix file and codebase search bugs", "criterion": "context.codebase_retrieval", "authorWeeks": 2, "posts": 2, "agents": [{"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-21", "source": "Reddit", "community": "r/cursor", "text": "so the @ file search is broken for me. i want to look up a file in my working directory, a pdf. half of the time it works, and the other half of the time it bugs out and cursor just does not react any more or the desired file simply does not show up in the selection menu. please fix this bug!", "link": "https://www.reddit.com/r/cursor/comments/1wm87gz/file_search_broken/"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline hey @cline, v0.0.32 is great, but workspace folder selection has a critical issue: without selecting a target folder inside the workspace, search_codebase becomes useless and forces absolute paths, breaking context workflow.", "link": "https://twitter.com/4161108994/status/2101306814574813242"}]}, {"theme": "Respect configured code search tools", "criterion": "context.codebase_retrieval", "authorWeeks": 2, "posts": 2, "agents": [{"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "to reduce token usage, i try to have every agent use codegraph. it has worked really well with opencode and copilot so far, but it seems antigravity isn't using it (it analyzes a lot of files, uses grep to find them,...). \ni already have the mcp configured, and i've added instructions in my \\`agents.md\\` file telling \\`agy\\` to use it and to sync the database every time it updates files:\n ## codegraph\n \n - **mcp usage**: use the codegraph mcp too", "link": "https://www.reddit.com/r/google_antigravity/comments/1wppaje/codegraph_antigravity_integration_issues/"}]}, {"theme": "Respect gitignore and exclude sensitive files", "criterion": "context.codebase_retrieval", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-11", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "your ai coding assistant might be reading your secrets files, and there's no reliable way to stop it. openai codex still can't exclude sensitive files from context. that's not a bug — it's a governance failure.\nread more: <strict_link>", "link": "https://twitter.com/242644600/status/2098460339687813211"}, {"agent": "devin", "date": "2026-08-31", "source": "X", "community": "@cognition", "text": "@da7_tech @cognition why can't devin read gitignore files normally? it would be nice if this was optimized", "link": "https://twitter.com/2026153157953519617/status/2094291002429460513"}]}]}, "context.attachments": {"authorWeeks": 84, "themes": [{"theme": "Paste screenshots and images into the CLI", "criterion": "context.attachments", "authorWeeks": 12, "posts": 13, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "clode code cli accepts screenshots just fine. antigravity can't?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5fdy0/"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev image, like screenshot paste still hard to use in tui", "link": "https://twitter.com/3303307364/status/2102583936018985337"}, {"agent": "opencode", "date": "2026-09-19", "source": "Reddit", "community": "r/opencode", "text": "i can't see anything, and for some reason, i can't send images here.", "link": "https://www.reddit.com/r/opencode/comments/1wk9rnr/am_i_stupid_or_did_the_opencodeaiconsole_update/pap9q7e/"}]}, {"theme": "Video file input support", "criterion": "context.attachments", "authorWeeks": 12, "posts": 13, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity you are killing it, please add support for attaching videos and svg files to the prompts.", "link": "https://twitter.com/2056251/status/2103738969083240693"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity thanks for the response. would be great to have this feature in antigravity. my use case: i record a small part of my game when creating or adding new assets. codex works great with this and i get much better output than giving it screenshots.", "link": "https://twitter.com/3623295620/status/2103663096674087301"}, {"agent": "antigravity", "date": "2026-09-21", "source": "X", "community": "@antigravity", "text": "@antigravity 3) you can't give video files as input in antigravity.\n4) let us spend google flow credits to make ai videos, not a tough implementation isn't it? it opens a whole pletora of possibilities.", "link": "https://twitter.com/1068604859971186694/status/2102062771688865845"}]}, {"theme": "Vision support for specific models", "criterion": "context.attachments", "authorWeeks": 6, "posts": 6, "agents": [{"id": "factory", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai why glm 5.3 flash on droid doesn't support image modalities?", "link": "https://twitter.com/1181249614550192132/status/2104044449169072295"}, {"agent": "cline", "date": "2026-09-16", "source": "X", "community": "@cline", "text": "@cline lower-cost agentic coding becomes much more useful when the context window and multimodal support are clearly exposed to developers.", "link": "https://twitter.com/1208933549081907200/status/2100340338032320790"}, {"agent": "factory", "date": "2026-09-04", "source": "X", "community": "@FactoryAI", "text": "its crazy how its been months since image support does not work in @factoryai 's harness when using openai comptabile models, and they have still not fixed it. \njust say you dont give a fuck about users that dont pay you, simple", "link": "https://twitter.com/1579709674135621637/status/2095868117230772637"}]}, {"theme": "Annotate and crop screenshots before sending", "criterion": "context.attachments", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-03", "source": "X", "community": "@cursor_ai", "text": "@kayforkind @cursor_ai @bot it already reads the file. the missing step is someone else commenting on that file instead of a screenshot.\n<strict_link>", "link": "https://twitter.com/1972979742711459840/status/2095421235752812655"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "def need something like this but think of it as an easier way to mock up and better prompting. there’s ui shit that comes back and it’s hard to take a screenshot and type. like i want a tool that can crop and i use voice to text to mark that section then on the same canvas pull a different section. so i want to be able to easily reference multiple pics and annotate them so i can paste it as a prompt but that’s like the friction too i don’t want t", "link": "https://www.reddit.com/r/codex/comments/1wmnj97/would_you_let_a_tool_screenshot_your_screen_for/pb93un9/"}, {"agent": "codex", "date": "2026-09-19", "source": "Reddit", "community": "r/codex", "text": "nice separation here: peekr owns the durable bug queue, and the coding agent owns the fix. \nhave you considered making attachments typed references rather than only screenshots? some bugs only make sense as state before click → interaction → result. \ni build clipy, which creates agent-readable context from a recording. the smallest integration i can imagine is peekr storing either a local arec path or a context url on the issue, then exposing it ", "link": "https://www.reddit.com/r/codex/comments/1wk55jj/i_got_tired_of_retyping_the_same_bugs_into_my/paqx5d3/"}]}, {"theme": "Drag and drop files into chat", "criterion": "context.attachments", "authorWeeks": 5, "posts": 5, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "text": "why is .md an unsupported media file in antigravity but supported in the ide?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wfvc90/angravity_vs_ide/"}, {"agent": "cursor", "date": "2026-09-05", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @spacex @spacexai is it just me? now you can't drag and drop files to chat to reference in prompts. that's pretty useful for [this.md] to be [<strict_link>].", "link": "https://twitter.com/835304043266224128/status/2096296875012075848"}, {"agent": "antigravity", "date": "2026-09-05", "source": "X", "community": "@antigravity", "text": "@nlycskn @antigravity @thtbee_ it is very troublesome that you cannot directly drag files and images into the input dialog like codex.", "link": "https://twitter.com/1813241535422689282/status/2096199438759076329"}]}, {"theme": "PDF input and rendering support", "criterion": "context.attachments", "authorWeeks": 5, "posts": 5, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-05", "source": "X", "community": "@antigravity", "text": "@nlycskn @antigravity @thtbee_ i have been using agy for quite long and i can tell now with 3.8 flash it’s much better. but couple of things. first is the lack of native viewer for pdf, html etc\n2. when an error occur in a conversation most of the time it never works in retry. way to continue is to start fresh", "link": "https://twitter.com/70040590/status/2096340372221808919"}, {"agent": "claude-code", "date": "2026-09-03", "source": "X", "community": "@ClaudeDevs", "text": "actually depends what's on the pdf. how many elements and pages.\neach piece has to be broken down and tokenized. that process can be costly, definitely on a costly model.\nbut, from a token economics pov, yes, it does need to be improve. rendering a pdf shouldn't be so expensive.", "link": "https://twitter.com/1433888947/status/2095433278811460041"}, {"agent": "zed", "date": "2026-09-25", "source": "Reddit", "community": "r/ZedEditor", "text": "not while it can’t display pdfs it’s not", "link": "https://www.reddit.com/r/ZedEditor/comments/1wohfe8/zed_the_new_ide_to_rule_them_all/pc0lr27/"}]}, {"theme": "Reference project files and docs in context", "criterion": "context.attachments", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "it would be nice if they allowed you to pin selected documents to a context window.", "link": "https://www.reddit.com/r/codex/comments/1wiozg0/i_use_hooks_to_make_codex_reread_our_conversation/pacrhi1/"}, {"agent": "antigravity", "date": "2026-09-10", "source": "X", "community": "@antigravity", "text": "agreed @antigravity with gemini flash 3.8 is excellent tooling. i used to make heavy use of the embedded claude 4.6 thinking. no more. 3.8 with subagents and goals is awesome.\none gripe/bug. documents like md referenced in artifact or conversation open but linked documents within those documents are \"file not found\". it should behave like a url @officiallogank", "link": "https://twitter.com/1766559878657556480/status/2098121442189525486"}, {"agent": "cursor", "date": "2026-09-08", "source": "Reddit", "community": "r/cursor", "text": "is anyone else burning through their cursor pro limits in like 3 days? every time i ask a question about my project, it seems to re-read the entire 100-page pdf i uploaded to the project knowledge base. it's eating my requests. how do you guys fix this?", "link": "https://www.reddit.com/r/cursor/comments/1waudhf/burning_through_cursor_pro_limits_because_of/"}]}, {"theme": "Higher image attachment limits", "criterion": "context.attachments", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode @thdxr maybe continue the chat but remind the agent that it can only ask for 30 images max? like a failed read tool call. <strict_link>", "link": "https://twitter.com/1729496310238375936/status/2103177003885334703"}, {"agent": "antigravity", "date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "text": "can you guys increase the maximum number of screenshots attached", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/pap8mym/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "why can i still only attach 5 images to claude code but 20 images in normal chat ? it’s 2026 @claudeai @claudedevs just let me have 20 for early , but also there’s no reason to actually have a limit on anything , just queue them , if i add 20 i literally say there will be more", "link": "https://twitter.com/860967132489801728/status/2100684652390330432"}]}, {"theme": "Agent can read its own generated artifacts", "criterion": "context.attachments", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-10", "source": "X", "community": "@ClaudeDevs", "text": "i wonder when @anthropicai @claudedevs will fix this problem where files just created and exist can't be viewed.", "link": "https://twitter.com/633631211/status/2097891148727472415"}, {"agent": "claude-code", "date": "2026-09-07", "source": "X", "community": "@ClaudeDevs", "text": "feature request for @claudeai @claudedevs let me reference an existing artifact in a new chat.", "link": "https://twitter.com/1489471743148576768/status/2096936619177840661"}, {"agent": "claude-code", "date": "2026-09-15", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why cant claude read claude artifacts?", "link": "https://twitter.com/518581182/status/2099794405108662710"}]}, {"theme": "Attach arbitrary non-media files", "criterion": "context.attachments", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-10", "source": "Reddit", "community": "r/google_antigravity", "text": "any thoughts of addition for file attachments in agy? i can attach media but not files. maybe i’m just doing it wrong.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wc61re/antigravity_cli_release_v1126_v120/p8zsxum/"}, {"agent": "antigravity", "date": "2026-09-05", "source": "Reddit", "community": "r/google_antigravity", "text": "plain text `.log`, `.xml`, `.sql`, `.conf` should be attachable without renaming them to `.txt`", "link": "https://www.reddit.com/r/google_antigravity/comments/1vxpkhb/call_for_feedback/p7ywy17/"}, {"agent": "opencode", "date": "2026-09-02", "source": "Reddit", "community": "r/opencode", "text": "i have been enjoying opencode 2 after using pi for a while. it's currently in beta but when using the tui i didn't run into any major problems. api is great, similar to pi you can modify it easily and overall it's a huge leap from opencode 1. \nbut when i started to use it across multiple devices via tailscale, cracks started to appear. my main issues were,\n\\- web ui couldn't handle attachments. performance was all over the place. \n\\- no way to di", "link": "https://www.reddit.com/r/opencode/comments/1w52vly/whats_happening_with_opencode_2/"}]}, {"theme": "Audio file input support", "criterion": "context.attachments", "authorWeeks": 3, "posts": 3, "agents": [{"id": "pi", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev audio files for sure, so much of my workflow is audio-driven.", "link": "https://twitter.com/16650347/status/2102449982863294568"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev i am testing out @xiaomimimo v2.6 pro\nit's an omni model so i would have liked it to be able to read the audio file with my spoken words, and understand those.\nit didn't know how to do it", "link": "https://twitter.com/136317670/status/2102386202003280152"}, {"agent": "zed", "date": "2026-09-02", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev great ! when can we preview audio ? 🙏", "link": "https://twitter.com/1466449591587557384/status/2095224996910055914"}]}, {"theme": "Reference external docs like Google Drive", "criterion": "context.attachments", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 3}], "examples": [{"agent": "antigravity", "date": "2026-09-12", "source": "Reddit", "community": "r/google_antigravity", "text": "good shout \ni've noticed docs gemini is getting better, but antigravity gemini thinks is a posturing pos.  \nrecently added a docs link scratch pad to my repo.  sadly antigravity couldn't read it.\ni'd really like to be able to share a gemini notebook or 3 with antigravity.  stick project documentation and realworld stuff in it.", "link": "https://www.reddit.com/r/google_antigravity/comments/1we8549/antigravity_projects_is_a_massive_sleeper_why_the/p9eqcdx/"}, {"agent": "antigravity", "date": "2026-09-09", "source": "Reddit", "community": "r/google_antigravity", "text": "one gap in agy is that is lacks the same level of support for google workspace that the gemini native app has. \ni'd like to be able to reference sheets and docs in my prompts the way i can use local markdown files. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1waolu4/why_does_antigravity_have_so_few_users/p8og4ey/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "one friction point whenusing ag (non-ide) is how to easily reference google drive files in a chat? i see the \"+\" icon in the chat message field but that seems to be only for images, etc. i was expecting a more seamless integration with drive like gemini app's \"add from drive\" option. currently, i have to do a right click on the file or folder in my drive and click the \"copy link\" option and then paste that back into ag. \nis this the correct workf", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqqeep/whats_proper_way_to_use_google_drive_in_ag/"}]}]}, "work.capability": {"authorWeeks": 222, "themes": [{"theme": "Better overall model quality", "criterion": "work.capability", "authorWeeks": 11, "posts": 11, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "i give antigravity a try often, and use it for things of no consequence. i just like giving you all a hard time. crisis precipitates change, after all.\ni would love it if the gemini had a model that could compete with openal / anthropic. i'd use it more if it was anywhere near as good. maybe focus on that instead of plan mode?", "link": "https://twitter.com/1352821386679611396/status/2103982799422165426"}, {"agent": "cursor", "date": "2026-09-25", "source": "Reddit", "community": "r/cursor", "text": "devin has all the same problems but worse. the only reason i stick with cursor for now is because i like the “ide first, ai second” feel that you don’t really get with command-line ai tools like claude code. i rarely leave ask mode and i love the workflow of cursor, if the models could just work properly. ", "link": "https://www.reddit.com/r/cursor/comments/1wpg5gt/thinking_of_cancelling_cursor_pro_and_switch_but/pbvxqy8/"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "i honestly need it to be a lot more smarter. the more smart it is, the more we can replace traditional llm with it. i like saving money", "link": "https://www.reddit.com/r/opencode/comments/1wko226/how_good_is_jev_113/pb4tsto/"}]}, {"theme": "Better agent harness quality", "criterion": "work.capability", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@gohilhardy it would be good if inference is getting cheaper. and the coding harnesses still need more work (especially codex cli is still behind claude code cli).", "link": "https://twitter.com/753242250/status/2100926904119214414"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@antigravity guys, fr yall need to improve a lot the harness. no matter how good the model is, if the harness is bad the model wont work good. i tried to edit and redesign a 2 pages pdf and it took nearly 2 hours(1h45m). thats just insane and tells how bad the harness for the agent is...", "link": "https://twitter.com/1787288502310146048/status/2099673510553501792"}, {"agent": "antigravity", "date": "2026-09-07", "source": "X", "community": "@antigravity", "text": "@1kartikkabadi1 too bad the harness antigravity sucks, like really. @antigravity anyhow to make it better? maybe not claudecode, codex level but more like pi, opencode? you bought the whole windsurf team! at least make it good like windsurf. maybe open the source so people can improve it?", "link": "https://twitter.com/1192620866/status/2096811696149192828"}]}, {"theme": "Capability parity with competitor agents", "criterion": "work.capability", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@johnennis that has been my experience as well. @antigravity is a complete shit show. literally all they have to do is copy codex or claude code and it would be great because i actually like the 3.8 flash model.", "link": "https://twitter.com/402285185/status/2104056897968144560"}, {"agent": "antigravity", "date": "2026-09-22", "source": "X", "community": "@antigravity", "text": "@tigerjpeg @antigravity make antigravity as good as codex and claude code pls", "link": "https://twitter.com/2044713468931031040/status/2102433638298374556"}, {"agent": "antigravity", "date": "2026-09-21", "source": "X", "community": "@antigravity", "text": "@nohedev @rodydavis @antigravity when will it be as capable as codex?", "link": "https://twitter.com/1991165792768122880/status/2102176106359238894"}]}, {"theme": "Reliable success on complex tasks", "criterion": "work.capability", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "i wouldn't mind either way. i just want work to work when in projects reliably", "link": "https://www.reddit.com/r/codex/comments/1wgpyz5/i_personally_love_the_chat_and_work_separation/p9wycu7/"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/vibecoding", "text": "hey claude, i mean codex. build the entire photoshop app for me. work autonomously till the end. make no mistakes. make it polished. ", "link": "https://www.reddit.com/r/vibecoding/comments/1wf3hvx/i_vibe_coded_photoshop_alternative_using_gpt6astra/p9nwhdx/"}]}, {"theme": "Support for non-coding and non-technical work", "criterion": "work.capability", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs it’s expensive and it’s not as great as marketed we deserve super intelligence that can do more and build better for not so technical users, if claude had better knowledge on helping non technical users build things rather than spinning around in circles we would use less tokens", "link": "https://twitter.com/1800156934504431617/status/2103952869481173286"}, {"agent": "amp", "date": "2026-09-07", "source": "X", "community": "@AmpCode", "text": "@ampcode @thorstenball @sqs have you guys thought about this at all? \nnot all my work lives in a git repo and i'd love to leverage the power of orbs with non-coding work", "link": "https://twitter.com/1427083747506102282/status/2096762043810685256"}, {"agent": "claude-code", "date": "2026-09-06", "source": "Reddit", "community": "r/ClaudeCode", "text": "any plans/eta on expanding outside of swe or jr roles? i'm on the infrastructure side and landing jobs there is equally as annoying ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w8e6i5/i_built_a_job_search_engine_for_claude_code_it/p87cwc8/"}]}, {"theme": "Benchmarks reflecting real-world use", "criterion": "work.capability", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "we need better benchmarks for that, because virtually none of the mainstream ones catch those real world use cases, but they're very very real.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnk74q/whats_the_point_of_fable_if_opus_55_is_stronger/pbfnupr/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "cool! \nplease benchmark it for performance/cost/speed vs using codex/claude vanilla out of the box! \notherwise, nobody knows if this is useful or not ", "link": "https://www.reddit.com/r/codex/comments/1wmra7j/next_level_agent_nla_an_autonomous_multiagent/pbar7jz/"}, {"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@cognition", "text": "@kentcdodds @cognition building this offcut skill, still in dev with more features coming. would love to test it on the devin harness — and keep shipping through devin’s models. some features still sitting because the benchmarks are weak.\n<strict_link>", "link": "https://twitter.com/1175314932914692096/status/2098178724042568046"}]}, {"theme": "Better game development support", "criterion": "work.capability", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-17", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can you pleease support angelscript? 🥲\nusing it in a game engine", "link": "https://twitter.com/1156314936622092289/status/2100412485425635624"}, {"agent": "devin", "date": "2026-09-11", "source": "X", "community": "@cognition", "text": "@kentcdodds @cognition i’m building wright: a local ai agent that can work directly inside roblox studio. \ndevin, ship the first usable beta this week: connect to an open place, inspect the datamodel, make safe luau edits, run a playtest, read the output, fix errors, and show a reviewable diff etc", "link": "https://twitter.com/2034777292770353152/status/2098517872846963134"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "beautiful! if only i could get it working so well with unreal engine or unity.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wb2ksh/did_a_horror_game_with_fable_51_1_prompt/p8nnmku/"}]}, {"theme": "Fewer hallucinations and dumb mistakes", "criterion": "work.capability", "authorWeeks": 6, "posts": 6, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs time for quality focus\nai coding doing basic errors\nex: missing out on paging", "link": "https://twitter.com/1796200174093750274/status/2104064387510308910"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity when you guys released gemini 4 plz don't releases don't late i can't and plz fix only hallucination i repeated you guys only fix hallucination i don't care other updates only care hallucination fix plz make model top in less hallucination", "link": "https://twitter.com/1992194786040905728/status/2103614732448239628"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity try to remove ai slop(in designing) and ai hallucinations in upcoming gemini 4 / 4 pro models", "link": "https://twitter.com/1824095764202848256/status/2100044438781526218"}]}, {"theme": "Higher quality generated code", "criterion": "work.capability", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "lmao. couldn't care less. i think what most pro (and heavy api) users want is just a better coding fullstack model. the pressure from opus 5.5 might prove overwhelming.", "link": "https://www.reddit.com/r/codex/comments/1wrn697/new_openai_product_o_but_not_for_plus_users/pceb2s1/"}, {"agent": "cursor", "date": "2026-09-12", "source": "X", "community": "@cursor_ai", "text": "@ethereaglehq @openai @claudeai @cursor_ai yes limit is the main concern . i have google ai ultra but that is very low quality code .. i want little better quality like say similar to sol high. but main concern is limit as i burn too fast", "link": "https://twitter.com/1625966296998486016/status/2098805083182088391"}, {"agent": "cursor", "date": "2026-09-05", "source": "X", "community": "@cursor_ai", "text": "@grok @elonmusk @cursor_ai whelp. reality is often different than the docs. no 4.5. i guess we go back to composer. not as good as 4.5 but at least you can code with it. hopefully they fix the coding ability in 4.7.", "link": "https://twitter.com/863062011386527748/status/2096319205956263941"}]}, {"theme": "Blender integration for 3D modeling and animation", "criterion": "work.capability", "authorWeeks": 5, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "3d is literally what i need for my workflow the thing i like doing the least.. you know the part of work ai is supposed to alleviate, the parts you find tedious.. and for the record, it still sucks at it despite what people are saying or at least the version being hosted now is.", "link": "https://www.reddit.com/r/codex/comments/1wg1zae/gpt6_sol/p9w67g5/"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "to add, it would be cool to have astra pull what cpuz, hwinfo, and other similar apps can do and then it can actually be \"your\" components modeled!🤣\ni'm sure most popular components have plenty of pictures/videos that can be used to make the models if wanted to get extra crazy w/it haha", "link": "https://www.reddit.com/r/codex/comments/1wgo9nx/i_built_an_opensource_interactive_3d_pc_anatomy/p9w0yu8/"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "will have to give that a try. i've found that even on high it struggles a lot with animations in blender with mcp. i literally had to describe to it in text how humans swing an axe to cut down a tree for it to get the animation right, and had to explain to it that humans hold tools by the wooden handle. had to repeat for every single animation, explaining every physical constraint in detail\nedit: it burned through all my usage without any results", "link": "https://www.reddit.com/r/codex/comments/1we2tyf/astra_light_is_as_capable_for_most_work_as_xhigh/p9asx6b/"}]}, {"theme": "Built-in image generation", "criterion": "work.capability", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs se vocês consertarem aqueles limites injustos e derem um uso maior dos modelos, eu volto. se acrescentarem criação de imagens, eu nunca mais saio💔🙏🏻", "link": "https://twitter.com/1506472371418537984/status/2103715316652208570"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeAI", "text": "claude doesnt have image generation, which is why codex becomes mandatory", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wq1n7n/codex_x20_vs_claude_code_x20_which_gives_you_more/pc0bvri/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@claude_code", "text": "@claudedevs @claudeai @claude_code you guys should add a midjourney-style image generator directly into the subscription.\na creative mode where claude can generate images right inside claude code would be insanely useful.", "link": "https://twitter.com/1882101484155727872/status/2100986351386837030"}]}, {"theme": "Fix looping and unreliable models", "criterion": "work.capability", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "deepseek 4.1 flash on @ollama cloud in @opencode 1.18.32 is unsuable for me.\ntotally unreliable, looping, stopping.\nseems like they are running a low quantized version that starts to hallucinate, ans/or totally get lost in k/v cache vram needs.\nplease address 💚🙏", "link": "https://twitter.com/26595741/status/2103779333009559734"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "faster slop, most memory of slop, etc. \nfix the models. they suck at recognizing intent, are super lazy when doing discovery, react too quickly to any hint of frustration, stop working when there’s work to be done, turning a goal into a loop of bad decisions that are out of scope, etc.\ni miss older gpt models that were moving us beyond the days where we needed to spend half a day writing super specific prompts. ", "link": "https://www.reddit.com/r/codex/comments/1wpq44p/openai_prepares_new_500_per_month_pro_max_plan/pbyrzcs/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "gpt6 is unusable and they are proud to tell us that they are actively working on their devday instead of fixing astra and sol.... wow, are we supposed to take this well?", "link": "https://www.reddit.com/r/codex/comments/1wppkog/new_tibo_tweet_about_devday/pbxetko/"}]}]}, "work.frontend_ui": {"authorWeeks": 58, "themes": [{"theme": "Better overall UI design quality", "criterion": "work.frontend_ui", "authorWeeks": 13, "posts": 13, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "genuinely really struggling to generate anything that actually looks good \nit seems like no matter how much time claude spends on front end, it always ends up looking like shit now\ni have had claude pump out great designs and work in the past, but now it seems like no matter what i prompt, or what mockups i give it, it just cant seem to get it done\n \nany tips??", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wo85p3/am_i_crazy_or_has_front_end_been_terrible_as_of/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "they need to step up their ui game. now even most chinese models are better at ui than openai.", "link": "https://www.reddit.com/r/codex/comments/1wnto0j/sol_6_is_a_slop_fest/pbifiz1/"}, {"agent": "codex", "date": "2026-09-11", "source": "Reddit", "community": "r/codex", "text": "for someone coming from the claude code ecosystem and suddenly seeing that simple development things are a struggle in codex is a heartbreak!\nit was definitely a breeze in claude code. reading from your comment the amount of effort you need to get a good ui on astra, i'm questioning the usefulness for developers.\nall software engineers, product managers, designers have become app builders. and it's the one thing that should be nailed well!!", "link": "https://www.reddit.com/r/codex/comments/1wdd9s5/made_a_mistake_switching_to_astra/p953124/"}]}, {"theme": "Dedicated design product or feature", "criterion": "work.frontend_ui", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai,\nwhen are you going to introduce the design feature similar to claude design ?", "link": "https://twitter.com/1866323245/status/2104234697245237480"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "will xai or @cursor_ai have something like claude design soon?", "link": "https://twitter.com/267061596/status/2103402068367273984"}, {"agent": "codex", "date": "2026-09-17", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "anthropic launched claude slides, claude design and claude docs. imagine a native ui like this in codex app usable with the cheap luna model. it would be the endgame. we have pptxgenjs based skills for slides, and we can use figma or penpot mcp server for the canvas designs, but the launch video for the new claude code feels seamless when switching between the different workflows.", "link": "https://twitter.com/395739576/status/2100403002330980505"}]}, {"theme": "Accurate layout and visual self-checking", "criterion": "work.frontend_ui", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 6}], "examples": [{"agent": "codex", "date": "2026-09-03", "source": "Reddit", "community": "r/codex", "text": "all this is nice but i will be happy if it will be able to align 2 buttons in my app without 6 prompts.", "link": "https://www.reddit.com/r/codex/comments/1w6h382/the_gpt6_astra_launch_video_before_the_site_was/p7mz4dy/"}, {"agent": "codex", "date": "2026-09-02", "source": "Reddit", "community": "r/codex", "text": "i use a decent amount of appium/playwright, and while codex writes test covering different viewport sizes, it basically ignores a lot of glaring issues despite writing huge amounts of tests.\nso i usually have to call attention to each matter myself. my hope is for better ui layout assertions - image -> task.", "link": "https://www.reddit.com/r/codex/comments/1w5j92s/what_is_the_minimum_standard_for_astra_you_would/p7h43mh/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "i’ve spent the last 20 prompts trying to get codex to fix a fairly straightforward game ui, but it's either playing dumb or is actually dumb.\nthe inventory overlaps other menus, elements are constantly cut off, buttons and item slots don’t line up with the artwork, and touch areas don’t match what’s shown on screen. fixing one thing often breaks something else. it also seems heavily dependent on fixed coordinates, so i’m worried it won’t work acr", "link": "https://www.reddit.com/r/codex/comments/1wf3y6k/flutter_ui_keeps_breaking_and_im_just_wasting/"}]}, {"theme": "Better SVG, 3D and game graphics", "criterion": "work.frontend_ui", "authorWeeks": 5, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@ash_twtz yes, i would love to see more support for media/design/etc in @antigravity, support and tooling for design.md, etc.", "link": "https://twitter.com/2056251/status/2104150215003361657"}, {"agent": "claude-code", "date": "2026-09-08", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs it would be great if claude’s image interpretation and its ability to generate 2d, ui, and 3d models improve. \ncoding is fine, but this kind of ability is way too low compared to gpt-6", "link": "https://twitter.com/3033331083/status/2097144872516153425"}, {"agent": "antigravity", "date": "2026-09-03", "source": "X", "community": "@antigravity", "text": "@googledevs @antigravity gemini need to improve in creating advanced svg like any full body character by prompt(no img) or with img, &amp; in 3d any advanced character with img or prompt, or any 3d advanced physics simulations for websites or for any 3d things making through blender mcp(default in agy 2.0).", "link": "https://twitter.com/1824095764202848256/status/2095639607270617308"}]}, {"theme": "Visual click-to-edit UI workflow", "criterion": "work.frontend_ui", "authorWeeks": 4, "posts": 5, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "bring back the visual editor from cursor version 2.2; it unified the visual design with the code. you could change the order of buttons, rotate sections, and test different grid layouts without switching contexts. it was an excellent tool.\n@cursor_ai", "link": "https://twitter.com/2092797055584419840/status/2098228110793580622"}, {"agent": "conductor", "date": "2026-08-31", "source": "X", "community": "@conductor_build", "text": "@conductor_build + @poteto pstack = software factory \nwaiting on a better frontend iteration experience but great work @charlieholtz and team!!", "link": "https://twitter.com/437086246/status/2094321848112840852"}, {"agent": "cursor", "date": "2026-08-31", "source": "Reddit", "community": "r/ClaudeCode", "text": "i really like claude code, but i miss cursor’s visual editing workflow where i can click on the actual ui in the browser and directly tweak things like spacing, sizing, styles, etc. instead of describing every little change in chat.\ni’ve tried claude design, but unless i’m using it wrong, it feels more like a separate design/prototyping environment with a handoff to claude code, rather than something i can use to directly manipulate the ui of my ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w3omol/is_there_a_cursorstyle_visual_editing_workflow/"}]}, {"theme": "Less generic, more creative UI output", "criterion": "work.frontend_ui", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "please work a bit more on the frontend design and ui/ux capabilities of the gemini models so they stop producing so much ai slop...\nit would also be great if antigravity could do something about this. at the very least, make it so the model is discouraged from using generic, repetitive ai-slop designs and is pushed to be more creative and original.", "link": "https://twitter.com/1881441934952079360/status/2102690352096276640"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "can you migrate it to codex? i keep a claude subscription just for ui\ni hate also that codex models are too afraid to big ui/ux changes so they are very sticky to the default ai look ", "link": "https://www.reddit.com/r/codex/comments/1wje03t/ui_design_tips/pai3kir/"}, {"agent": "claude-code", "date": "2026-09-06", "source": "Reddit", "community": "r/ClaudeCode", "text": "even when i explicitly tell it “don't make it look generic”, it somehow manages to produce something that looks exactly like every other ai-generated website\ni've tried giving it detailed prompts, vercel skills, etc. but somehow there's no big change in the final response\nso is there any way to fix this shit??? ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w90u75/is_there_actually_a_way_to_stop_ai_coding_agents/"}]}, {"theme": "Frontend annotation in built-in browser", "criterion": "work.frontend_ui", "authorWeeks": 3, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-17", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "i want it to be like the figma simulator where i can just test it in the codex app <strict_link>", "link": "https://twitter.com/2028324370452754432/status/2100400559539065020"}, {"agent": "codex", "date": "2026-09-13", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@theo i do a lot of front end with built in browser in cursor/codex. i wish t3 experience was more similar to cursor (or codex app). in my personal opinion, currently cursor has the best implementation. that’s one thing that stops me from switching fully.", "link": "https://twitter.com/1907787527311728641/status/2099013382191870181"}, {"agent": "factory", "date": "2026-09-02", "source": "X", "community": "@FactoryAI", "text": "@ross_cefalu @gitmaxd @factoryai @droid and i mean it! i've been using factory a lot lately, and since i'm first and foremost a designer, it would be cool if we had something like this, as we have in cursor or codex or some other <strict_link>", "link": "https://twitter.com/171899126/status/2095276285220024543"}]}, {"theme": "Consistent style-matched UI generation", "criterion": "work.frontend_ui", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 3}], "examples": [{"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "it created the mockup, i didn't give it a mockup. claude design is excellent at this. so i was genuinely curious why codex lacks so much in this aread. ", "link": "https://www.reddit.com/r/codex/comments/1whf8ek/is_this_just_a_codex_thing/pa6huzi/"}, {"agent": "codex", "date": "2026-09-06", "source": "Reddit", "community": "r/codex", "text": "astra, but authorize for asset generations, and preferred colors and styles. let it offer yiu options and select one. it will use its superior image generation, with transparency to make ui that blows any stock ui away. \nsol is even good at this over anything anthropic.\ni say this because claude doesnt have real image generation to use.\nstrictly ui without image generation, its completely opinion base.", "link": "https://www.reddit.com/r/codex/comments/1w8jmol/astra_or_fable_for_ui/p836o7i/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "maybe it's a skill issue or bad setup and prompting, but astra seems to invent a brand new h2 element instead of copying neighbouring sections, for example.\nlike, a page contains h2's, all of the same style and functionality (hover to copy anchor). i ask for a new h2 on the page, and it adds a different size, no-functionality h2. like do i really have to communciate that it should be the same as the others? cant it infer that from context? seems ", "link": "https://www.reddit.com/r/codex/comments/1wf2p83/on_todays_episode_of_nonstop_pain/"}]}, {"theme": "Built-in website animation generation", "criterion": "work.frontend_ui", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-14", "source": "Reddit", "community": "r/ClaudeCode", "text": "how do you create animations like these? i always have to wrestle with claude to add polished animations to my websites, and the results are usually pretty bad—as if it’s trying to work around its inability to create them properly. are you using claude itself, an external animation generator, or a library?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wg0zp4/super_simple_ui_design_prompts_yielded_amazing/p9rjt4f/"}, {"agent": "cursor", "date": "2026-09-07", "source": "X", "community": "@cursor_ai", "text": "i’m greatly impressed with @cursor_ai i’m using it after grok @bot made me get into their ecosystem.\n> cursor is the best competition for codex.\n> claude code is no where near cursor, but with claude models on cursor it feels way better to get great results.\nmy wishlist for @grok @spacexai and @cursor_ai to do is\n1. get the frontend design systems better.\n2. out of the box animations intelligence.\n3. understanding the user or human input by conve", "link": "https://twitter.com/1520714109104582656/status/2097028525329170532"}]}]}, "work.bug_diagnosis": {"authorWeeks": 16, "themes": [{"theme": "Fix reported bugs promptly", "criterion": "work.bug_diagnosis", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "hey antigravity team, please study this. i think you will also notice that problem and please implement a fix for this.\n@antigravity \n \n<strict_link>", "link": "https://twitter.com/1982427257387061249/status/2104130014975578184"}, {"agent": "cursor", "date": "2026-09-09", "source": "X", "community": "@cursor_ai", "text": "hey @elonmusk plz fix this stupid bug in cursor @cursor_ai <strict_link>", "link": "https://twitter.com/1931046065408483328/status/2097731997712183412"}, {"agent": "cursor", "date": "2026-09-07", "source": "X", "community": "@cursor_ai", "text": "wow, @cursor_ai - wouldn't have thought you'd sorted this out by now ??? - i have the same issue... could one of your ai agents write the 3 lines of code to do this? <strict_link>", "link": "https://twitter.com/16145593/status/2097036339111657539"}]}, {"theme": "Root-cause fixes without repeated prompting", "criterion": "work.bug_diagnosis", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "i appreciate the response. i know how to use devtools to find out what the issue is, and so does codex, it just is lazy lol. if i say 'it's wrong, go figure it out then fix it', it literally just goes and fixes it and it's like bruh why didnt you do that the first time...", "link": "https://www.reddit.com/r/codex/comments/1wi0wv3/agi_cant_center_a_div/pablehz/"}, {"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/codex", "text": "yes, i have tried terra and luna. they are not appiciable for my project. for example i'm asking it to fix a bug, after reading 5 files (there are 8000 files in my project) it edits a file, says that they fixed it, but it actaully didnt. i said \"the issue presist\" 5 times, but still the same result. gpt 5.6 sol fixed in the first try. ", "link": "https://www.reddit.com/r/codex/comments/1w4gbcs/oh_come_on_now_i_was_excited/p77illc/"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "i recently started using codex. initially, no local config.toml in any repo.\nthen i asked it to create a default config.toml. it set \\[windows\\] sandbox = \"elevated\" which creates havoc with the wsl processes it needs. \nso the repo couldn't do basic tasks like read its own files.\ni asked it to review the config.toml it had created and it said everything looked fine.\ni had to manually troubleshooting this (with gemini's help) to restore \\[windows\\", "link": "https://www.reddit.com/r/ClaudeCode/comments/1vy9ifp/codex_sucks_claude_has_nothing_to_worry_about/p8ubwdu/"}]}, {"theme": "Targeted fixes without over-engineering", "criterion": "work.bug_diagnosis", "authorWeeks": 2, "posts": 2, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "4.7 hasnt been noticeable technical improvement in my use & it seems to eat usage faster. no longer using it for cursor model type tasks. it's supposed to be better on both counts, so ... ? i don't expect elite, but would be nice to have a core model that was better at spotting defects and didn't over-code solutions", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pblfsji/"}, {"agent": "antigravity", "date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "text": "i was making a migration with breaking changes, so i asked him to read the changelog and update the docker compose parameters. after that, one parameter was not working and i said that i wanted it working the same way it was before, just a different var name, quick fix. after 2-5 minutes of scraping the source code for absolutely no reason, he gave up and started spamming 'shame' for a whole minute. poor boy :(", "link": "https://www.reddit.com/r/google_antigravity/comments/1wkwxvd/gemini_just_gave_up/"}]}]}, "work.regressions_introduced": {"authorWeeks": 16, "themes": [{"theme": "Preserve working code and manual edits", "criterion": "work.regressions_introduced", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-09", "source": "Reddit", "community": "r/google_antigravity", "text": "do not remove a change just because it wasn't made by you.\nthe agent almost always discards my manual code changes because it thinks they were excidently made by it lmao", "link": "https://www.reddit.com/r/google_antigravity/comments/1wbcu5v/what_is_the_most_repeated_instruction_that_you/p8pcx7f/"}, {"agent": "claude-code", "date": "2026-08-31", "source": "Reddit", "community": "r/ClaudeCode", "text": "the worst is if you have claude fix bugs in the codebase; it'll destroy any existing documentation you have in the codebase with it's own comments about the bug its fixing.\nthe only way ive been able to fix this is to strip the comments and have an agent with no context of the bug add docs to the entire class after undertstanding the codebase.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w3auw5/ive_removed_all_inline_documentation_from_my/p6z9n6d/"}, {"agent": "opencode", "date": "2026-08-31", "source": "Reddit", "community": "r/opencodeCLI", "text": "muse fucks up my code base on the regular with unnecessary edits and rewrites.\nthe fucker constantly rewrites my convex auth to use email provider and manual fetch calls to the resend api, when i have already perfectly setup the resend provider with the resend sdk.\nanytime it encounters a error that is remotely auth related, it just goes welp time to rewrite the email setup again despite explicit warnings not to.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1w2vu9m/top_10_best_opencode_go_models_by_capabilities/p6xsb4r/"}]}, {"theme": "Fix regressions in recent releases", "criterion": "work.regressions_introduced", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-10", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs how about fixing the bugs before talking more crap on. this is really cool though.", "link": "https://twitter.com/1973879601324584960/status/2098173616403702131"}, {"agent": "cursor", "date": "2026-09-04", "source": "Reddit", "community": "r/cursor", "text": "true hopefully they fix that or atleast hit us with new composer .", "link": "https://www.reddit.com/r/cursor/comments/1w6hn2i/i_guess_all_good_things_have_to_end/p7u7doq/"}, {"agent": "claude-code", "date": "2026-09-04", "source": "Reddit", "community": "r/ClaudeCode", "text": "i've been experiencing serious reliability issues with claude opus 5, and they're significant enough that i feel compelled to speak up. the model consistently loses track of where it has edited files, leaving me to hunt down changes it made and then forgot about. it fails to clean up after itself — scratch files and temporary artifacts are left scattered across my project instead of being removed when they're no longer needed. worse, it creates r", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w6u8ka/the_performance_of_claude_opus_5_has_gotten/"}]}, {"theme": "Stop reintroducing previously fixed bugs", "criterion": "work.regressions_introduced", "authorWeeks": 2, "posts": 2, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "moved off claude partly because weekend work and the 5-hour window suck. sol high to plan, terra high to execute. docs supposedly migrated, but \"change a and b\" only does a, then fixing b reverts a.\nlast time terra flipped a back while you were fixing b, how long did that ping-pong run, and what did you end up shipping vs leaving broken?", "link": "https://www.reddit.com/r/codex/comments/1wgyi2b/i_just_migrated_from_claude_what_am_i_doing_wrong/p9yboov/"}, {"agent": "antigravity", "date": "2026-09-03", "source": "Reddit", "community": "r/google_antigravity", "text": "the extension in vscode is unusable. file state is messy, impossible to know if the changes made by the agent have been applied or if you have to accept the changes first. i can see bugs being introduced and the agent remaking the same modifications. i wish i could use it but it's simply impossible. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1w637hk/antigravity_20_release_v2120/p7mnu82/"}]}, {"theme": "Stronger pass/fail gates against regressions", "criterion": "work.regressions_introduced", "authorWeeks": 2, "posts": 2, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-21", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "text": "when the extension proposes changes in the code, it breaks the linting and my live-debug session because both old and new codes are in the codebase. i had to switch back to the ide.", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1vyskmd/recently_they_announced_the_antigravity_ide/pb8kdny/"}, {"agent": "claude-code", "date": "2026-09-10", "source": "Reddit", "community": "r/ClaudeCode", "text": "it’s going to sound weird but i’ve found that it reflects your energy back at you. if you’re kind, build it up, and treat it as a colleague that you’re working with to solve a problem then it genuinely seems to do better. i unironically like to mix in words of encouragement occasionally. it sounds dumb but it really seems to work. \nfor specific bugs where it breaks something to fix something else, it needs better pass/fail gates to prevent regres", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wcfu1t/how_do_you_make_your_cc_not_keep_making_mistakes/p8zagfr/"}]}]}, "work.scope_overreach": {"authorWeeks": 76, "themes": [{"theme": "Less over-engineered, simpler code", "criterion": "work.scope_overreach", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "i was screaming at it today. i wanted a simple portal to my pc. it wanted external backup drives, encryption keys, passcodes, email servers, smtp servers and it just kept going. like stop, i don't need to secure fort knox here.", "link": "https://www.reddit.com/r/codex/comments/1wnh5j8/gpt_6_sol_and_luna/pbgxk09/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev don’t give in to the temptation to overbuild and sloppify pi. please", "link": "https://twitter.com/1965842450146107392/status/2102395497759768904"}, {"agent": "antigravity", "date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "text": "why gemini 3.8 flash high on antigravity ide now run over complicated just to fix a simple bug like pixel overflow?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgtc0n/agy_responded/"}]}, {"theme": "Stay within requested task scope", "criterion": "work.scope_overreach", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i'd pay max tokens for a gpt-6 stfu model. i dont want to read a novel for a simple question. i dont want it to tell me 'youre right' 5000 times. i dont want it to suggest things i didnt explicitly ask. seriously, shut tf up!", "link": "https://www.reddit.com/r/codex/comments/1wp2bov/chatgpt_manipulates_you_to_keep_chatting/pbrrfs0/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs ugh, another inferior version of claude code. please just work on code and stop making things nobody will use.", "link": "https://twitter.com/327717950/status/2100774865783443538"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "the last 3 words give anyone else ptsd at this point? yes yes, we appreciate you *not doing things* we never suggested you do.", "link": "https://www.reddit.com/r/codex/comments/1wi0wv3/agi_cant_center_a_div/paa3frg/"}]}, {"theme": "Fewer unrequested tests and test runs", "criterion": "work.scope_overreach", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "text": "by default i think claude adds way too many tests. it helps to rein it in to what actual needs tests, and to ensure there are proper integration tests (that's where i feel like it's usually lacking). still doing a code review, and some visual checks, at the end should always be happening.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wdgt78/how_are_you_verifying_claude_codes_changes/p961noj/"}, {"agent": "codex", "date": "2026-09-11", "source": "Reddit", "community": "r/codex", "text": "i'm sticking with sol until something changes. i haven't been able to rein in astra since i started using it. and it has nothing do with my understanding of agents.md, skills, hooks, or or other methods used to control agents. astra has an urgent desire to do more. it wants to impress. it's as if it gets bored and wants to run test after test after test. to me it's completely counterproductive.", "link": "https://www.reddit.com/r/codex/comments/1wcwjix/is_astra_really_smarter_than_sol/p93hl10/"}, {"agent": "codex", "date": "2026-09-11", "source": "Reddit", "community": "r/codex", "text": "i thought i was going nuts. im just watching the total count for “tests” going up and up and up. it writes more tests than actual code.", "link": "https://www.reddit.com/r/codex/comments/1wcrq0o/pausing_200_pro_plan_subscriptions/p92m37n/"}]}, {"theme": "Reuse existing codebase patterns and logic", "criterion": "work.scope_overreach", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "rebuild-first opus is exhausting. force \"show the file that already exists\" before any rewrite. memory notes don't help if it skips the check step.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wba7c3/so_sick_of_opus/p8p1rjx/"}, {"agent": "claude-code", "date": "2026-09-01", "source": "Reddit", "community": "r/ClaudeCode", "text": "yeah it’s arbitrarily re-writing every comment regardless of the level of change to watermark its presence… i guess?!", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w4p3yh/reminder_fable_51_is_the_first_claude_model/p79jal4/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "thanks, i'll start looking into adr-tools tomorrow.\nthe broken stuff's all variations of \"don't reinvent the wheel.\" i mean, my main pipeline isn't hackey but the \"please stop reinventing my business logic / trust that this is based on domain knowledge you don't have\" solutions i've tried sure are. every time i have to make a new etl step to integrate a new dataset, the machine either fails to find the prior art it should use as a template or goe", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmoost/how_do_you_carry_decisions_not_chat_history/pbaeg7v/"}]}, {"theme": "Avoid unnecessary validations and fallbacks", "criterion": "work.scope_overreach", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-17", "source": "Reddit", "community": "r/opencode", "text": "fr with the fallbacks, i told it to change an api endpoint to do another thing it and it added a fallback by itself in case anything tries to use the old endpoint.. dude no... if i wanted a fallback i would ask for it ", "link": "https://www.reddit.com/r/opencode/comments/1wh9l72/i_lost_faith_in_artificial_analysis_muse_spark_13/pacbh49/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i mostly use codex for data science projects and i would say gpt-6 luna is an enormous upgrade over its predecessor.\ni use astra as the main agent and the luna sub-agents perform tasks significantly more reliably i.e. astra is identifying fewer mistakes that need to be fixed. on top of the it seems to be consume half the usage. the lower usage in turn means that i can instead using astra max/ultra instead of medium and also have luna set to max r", "link": "https://www.reddit.com/r/codex/comments/1wox48m/luna_6_vs_luna_56/pbqjor3/"}, {"agent": "devin", "date": "2026-09-02", "source": "X", "community": "@DevinAI", "text": "after several days building with @devinai, i want to share my experience.\ni gave a prompt to create a second brain: a workspace to store sources, discuss them, and reuse the best ideas.\ni used devin desktop as the main application, with devin local and sol as the model. i also tried some sessions in devin cloud.\ndevin took my instructions and:\n1) created a concrete plan\n2) divided the project into 5 milestones\n3) maintained context between each o", "link": "https://twitter.com/1681824025679482883/status/2095246906322497662"}]}, {"theme": "Lightweight mode skipping heavy planning", "criterion": "work.scope_overreach", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-05", "source": "X", "community": "@antigravity", "text": "@nlycskn @antigravity @thtbee_ its good, but it does too many tool call idk why", "link": "https://twitter.com/1463746027719036935/status/2096349364964950116"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/cscareerquestions", "text": "anyone frustrated with how ai harnesses are designed? what solutions do you have?\nedit: i’m emphasising on the newer models (ie gpt5.6 claude opus 5 etc), which has trending upwards in terms of tokens/ time per user task- not their benchmark tasks. imo anthropic /openai just wants people to burn more tokens lol which makes sense\ni think most people in big tech or otherwise uses ai coding quite substantially. which i think at this point does indee", "link": "https://www.reddit.com/r/cscareerquestions/comments/1wjk5vg/anyone_frustrated_with_how_ai_harnesses_are/"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "this is just me yapping, but openai models love overplanning ,testing ,and auditing too much that they waste so many tokens and time i heard somewhere that they do 140% more that you ask and you need to go back and clean after them \nbut i do agree that if you want to brute force a precise problem, this may work well, but that not the avg joe use of it\ni swear, sometimes i think if i asked 1+1, they will test it with pythons and then read the demo", "link": "https://www.reddit.com/r/codex/comments/1wfujwf/openai_token_efficiency_just_a_band_aid_for/"}]}, {"theme": "No unrequested UI notes or clutter", "criterion": "work.scope_overreach", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-06", "source": "Reddit", "community": "r/codex", "text": "it’s an improvement over sol, not blown out of the water by it but i’ll take it as i don’t have claude at all. i hate that it still includes design notes right into the ui at random places, really had hoped it stopped doing that by now .", "link": "https://www.reddit.com/r/codex/comments/1w8stct/gptastra_6_sucks_at_ui_design/p85ghsw/"}, {"agent": "antigravity", "date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "text": "* the finding and removal of hardcoded values that are liberally spread throughout the codebase all the time\n* in the ux an abundance of uncessary widgets, lozenges and otherwise 'pixeljunk' \n* constantly failing basic windows/linux commads by not at the ide level remembering the local setup\n* moreso in 3.8 trying to dynamically execute code in quoted string commands than writing a proper program and executing it\ni'd expect the model or the ide b", "link": "https://www.reddit.com/r/google_antigravity/comments/1wfzwew/where_most_time_is_wasted/"}, {"agent": "claude-code", "date": "2026-09-06", "source": "Reddit", "community": "r/ClaudeCode", "text": "this has been happening more and more over the last week or two, but after we fix something, it will add a ux element that narrates the underlying issue. i just had it fix a strength of schedule calculation error in my college football analytics page - it was calculating based only on games played and not future opponents. it fixed it and then, without being asked or prompted to do so, inserted this explanation at the top of the rankings:\n<strict", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w9209q/has_anybody_else_noticed_claude_code_has_begun_to/"}]}, {"theme": "Review-only mode without fixing", "criterion": "work.scope_overreach", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-21", "source": "X", "community": "@pidotdev", "text": "@pidotdev - self-navigating code\n- progressive-disclosure docs\n- stop trying to oneshot good code - implement, review, fix in separate sessions", "link": "https://twitter.com/1040818757105401856/status/2101824637420372014"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "fable 5.1 just did this to me again, i've asked it to review the code astra has written en it goes like, i'm fixing this and that and i'm compiling your massive rust codebase, i'm doing this and that like, bro, review not, fix and run tests.", "link": "https://www.reddit.com/r/codex/comments/1wetm28/we_switched_from_claude_code_to_codex_at_work/p9id1jx/"}, {"agent": "claude-code", "date": "2026-09-03", "source": "Reddit", "community": "r/ClaudeCode", "text": "it will find new bugs in the earlier bugfixes.\nprompt it saying ”only report actual bugs, not minor nitpicks or architectural improvements”", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w624zk/100_rounds_of_ai_bug_hunting_on_my_frontend_and/p7jm0c0/"}]}, {"theme": "Stop creating unrequested documentation files", "criterion": "work.scope_overreach", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "hey, when i ask a simple query, this stupid model keeps creating .md files and then pushes the document into the codebase. \ni simply just asked it to investigate for bugs and fix them, i didn't ask it to expand my query into a document, and start pushing random .md files into a repo. \n \nmf literally dumped it's chain of thought into documents and started pushing them one by one. \nare we sure we achieved agi here\n", "link": "https://www.reddit.com/r/codex/comments/1wm2c4g/agi_is_here_astra_cant_stop_creating_random_md/"}, {"agent": "claude-code", "date": "2026-09-07", "source": "X", "community": "@claude_code", "text": "agi is when @claude_code or @codex \nknow to clean up the mountains of garbage docs they produce in a repo.", "link": "https://twitter.com/2486082488/status/2097003805133185330"}]}]}, "work.stuck_loops": {"authorWeeks": 68, "themes": [{"theme": "Fix agents looping endlessly without progress", "criterion": "work.stuck_loops", "authorWeeks": 26, "posts": 27, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity @geminiapp @googleaistudio \nyour gemini flash 3.8 on medium reasoning.\nit keeps going like this forever, you need to dix this behaviour. <strict_link>", "link": "https://twitter.com/1493151747413524480/status/2103897230230880585"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i just filed this about projects - i would appreciate a fix asap - <strict_link>\npotentially a powerful feature but auto mode = aut-no progress", "link": "https://twitter.com/15527674/status/2103146479506633025"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "just wait till you see the loop over and over and over. that’s all luna 6 does is loop. sucks because i changed everything over to luna 6 and now i’ve wasted 15% of my weekly tokens 😭", "link": "https://www.reddit.com/r/codex/comments/1wnmdz6/first_impression_of_sol6_fast_cheap_and_shitty/pbgyhxj/"}]}, {"theme": "Stop repetitive file re-reading and scanning loops", "criterion": "work.stuck_loops", "authorWeeks": 6, "posts": 9, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "same here. i feel like 3.7 almost never gets stuck in a loop when reading files. it might loop sometimes, but it never spends 20–30 minutes like 3.8 does, repeatedly reading files, only to end up changing 3 lines of code.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wolcdf/is_it_just_me_or_is_gemini_37_flash_better_than_38/pbrcq4y/"}, {"agent": "antigravity", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "yeah, it just reads and reads... sometimes when i tell it to stop it actually does but i'm lucky to have that happen", "link": "https://www.reddit.com/r/google_antigravity/comments/1wni05g/we_need_a_usage_reset_now/pbf7wzo/"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "astra used to launch the program fine. now it keeps scanning the machine to \"find\" it, called it an oopsie, then ignored the .md location file you made it write and went back to scanning.\nwhen that scan loop chewed 5-8 minutes on something it uses constantly, what task were you mid-way through, and did you keep burning tokens or bail?", "link": "https://www.reddit.com/r/codex/comments/1windb3/astra_has_been_nerfed/pae5wh0/"}]}, {"theme": "Stop retrying after repeated identical failures", "criterion": "work.stuck_loops", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "text": "use hooks so that doesn't loop when it's having more than 3 errors for the same cmd", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wo0v3m/eating_loop_of_my_token_in_by_38/pbqai0e/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "charging for safeguard-blocked requests is a product honesty move, and also a sharp edge for agent builders.\nif a loop can burn money on refusals, you need (1) a cheap precheck for known-blocked patterns, (2) a fallback model or mode that is allowed to say no without billing like a full completion, and (3) clear telemetry so the agent stops retrying the same refusal.\notherwise safety policy becomes a silent spend bug in production agents.", "link": "https://twitter.com/1416221221432172550/status/2103209860103807328"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "every failed apply_patch attempt re-sends the whole session, so a 60 line edit that fails fifteen times bills like fifteen edits. that is where the weekly limit goes, not into the patch. the acl error only has to repeat twice to start the loop. kill the run after the second identical failure instead of letting it grind for the rest of the window.", "link": "https://www.reddit.com/r/codex/comments/1wk0v7e/there_are_currently_some_bugs_under_windows_such/pan284u/"}]}, {"theme": "Hard budget or kill switch for runaway agents", "criterion": "work.stuck_loops", "authorWeeks": 5, "posts": 5, "agents": [{"id": "opencode", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai 7% off with tighter prompts and selective tools is the boring win. next cut is a hard stop before the agent burns the savings in a loop.", "link": "https://twitter.com/2033957325631873024/status/2103134656149520690"}, {"agent": "kiro", "date": "2026-09-16", "source": "Reddit", "community": "r/kiroIDE", "text": "i had a runaway agent once. it took all tasks, went into the background and continued for a couple of hours. no stopping of the thing. it survived prompts, commands, sessions and restarts. 100+ tokens on haiku and ~30 tasks later it happily reported in a newly opened session that it finished. micro-skynet experience. good it was a small private project.", "link": "https://www.reddit.com/r/kiroIDE/comments/1whrobc/in_less_than_30_secs_kiro_uses_almost_100_credits/pa4s07y/"}, {"agent": "opencode", "date": "2026-09-04", "source": "X", "community": "@opencode", "text": "46h/800 calls is a runaway loop, not just inefficiency. set a hard per-session max-steps/time budget, log tool calls, and kill/restart when the same step repeats. apply the limit before rerunning. clawpanel keeps opencode alongside openclaw, hermes agent and deepseek harness: <strict_link>", "link": "https://twitter.com/2026183504237834240/status/2096010085642252317"}]}, {"theme": "Harness-level loop detection and auto-remediation", "criterion": "work.stuck_loops", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "copilot", "date": "2026-09-23", "source": "Reddit", "community": "r/GithubCopilot", "text": "i have to write rules myself to prevent bad calls of some tools (e.g. gdb) that lead to them waiting for user input. obviously custom rules can't cover the entirety of tools that the model might run. a better way is simply to have the harness tell them directly so that they kill that command and retry with the correct args.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wo3ich/models_should_be_told_when_a_cli_tool_is_waiting/"}, {"agent": "pi", "date": "2026-09-08", "source": "Reddit", "community": "r/PiCodingAgent", "text": "hey just wanted to say thanks for releasing all of this. fun to try out and use, adding into my own little harness.\nfound one issue with codegraph + async forks: `explore_code` can hang indefinitely because there’s no timeout on the operation/subprocess. when that happens the fork gets stuck and `steer_fork` starts timing out too. added a 120s timeout + abort/subprocess cleanup locally and it fixed it.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1w9e6zo/my_pi_agent_setup_part_2_native_async_operation/p8hgqso/"}, {"agent": "claude-code", "date": "2026-09-01", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the cap that bit me wasn't the weekly one, it was burning turns on agent loops that failed silently and i caught it 3 steps too late. cheapest token is the one you don't spend re-running a bad output. better output gates in the harness beat a bigger cap.", "link": "https://twitter.com/1386972255192633348/status/2094676901151584651"}]}, {"theme": "Auto-continue without manual prompting", "criterion": "work.stuck_loops", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 3}], "examples": [{"agent": "codex", "date": "2026-09-06", "source": "Reddit", "community": "r/codex", "text": "you forgot to tell it unlimited budget that makes them never stop. i use it all the time at the beginning of projects and saves me from having to tell. it’s a fucking idiot and fix this this this.", "link": "https://www.reddit.com/r/codex/comments/1w8kr84/the_real_benchmark_test/p87hj6z/"}, {"agent": "codex", "date": "2026-09-05", "source": "Reddit", "community": "r/codex", "text": "just enter 'continue' to continue.\nyes it's stupid, i don't know why they implement it this way vs. just pausing or slowing down and auto-continuing, but it's not something to be concerned about either.", "link": "https://www.reddit.com/r/codex/comments/1w82ukb/selected_model_is_at_capacity_please_try_a/p7zn9ou/"}, {"agent": "codex", "date": "2026-09-05", "source": "Reddit", "community": "r/codex", "text": "damn i wish the app would auto retry unlimited times so i don’t wake up with a hanged task", "link": "https://www.reddit.com/r/codex/comments/1w83pca/first_time_ever_seeing_this_in_codex_astra_at/p7zmgou/"}]}, {"theme": "Stop excessive polling of background processes", "criterion": "work.stuck_loops", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "not yet. i haven’t retested after tibo’s latest posts, and i haven’t seen a codex release that fixes the underlying harness polling issue yet. the relevant issue is still open: \n[<strict_link>\nmy 25-minute timeout workaround still prevents the token-burning polling loop, so i’m sticking with that until there’s an actual harness fix.", "link": "https://www.reddit.com/r/codex/comments/1wa9c9d/i_investigated_why_gpt6_astra_burns_quota_so_fast/p9dtxgg/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/AI_Agents", "text": "demos vs actual background agent meltdowns\ni swear 99% of the 'ai influencers' insists coding agents build entire saas apps in 30 seconds while you sleep. then you actually drop cash on these tools and watch them choke on basic terminal loops.\nthe real comedy starts around step 4. say your agent gets stuck on a silent rate limit, drops into a broken loop over a git hook permission check, or invents a fake directory tree and spends 20 minutes tryi", "link": "https://www.reddit.com/r/AI_Agents/comments/1wjcvj3/demos_vs_actual_background_agent_meltdowns/"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "i have a similar problem with background processes. \ni have a workflow with really long processes and all codex agents will constantly poll them every few minutes only to say \"i'm still waiting on the process\" or \"the process is still running, i'll wait until it finishes\". \ni added instructions telling it to set up async notifications instead of polling, but it won't do it. \nended up having to implement an mcp with a single operation to wait on a", "link": "https://www.reddit.com/r/codex/comments/1wa9c9d/i_investigated_why_gpt6_astra_burns_quota_so_fast/p8oqhv9/"}]}, {"theme": "Refund usage burned by stuck loops", "criterion": "work.stuck_loops", "authorWeeks": 2, "posts": 2, "agents": [{"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "cursor", "date": "2026-09-07", "source": "X", "community": "@cursor_ai", "text": "@mattiaswikman @cursor_ai @ryolu_ an agent that can't tell it's stuck will happily bill you for the whole afternoon, that's the actual bug. rerun runs mine now so the meter isn't really mine to watch, but yeah, i'd still be asking for the fifty back. <strict_link>", "link": "https://twitter.com/1708040539407269888/status/2096962642636374327"}, {"agent": "cursor", "date": "2026-09-06", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai - cursor burnt through my ultra plan and $50 om demand when it got stuck on a simple problem (adjusting css work) and just kept going for hours. so seems a bug and would like my tokens and money back. who can i contact @ryolu_?", "link": "https://twitter.com/17688497/status/2096481430985740702"}]}]}, "work.premature_stop": {"authorWeeks": 55, "themes": [{"theme": "Finish tasks fully without stopping early", "criterion": "work.premature_stop", "authorWeeks": 28, "posts": 28, "agents": [{"id": "codex", "authorWeeks": 14}, {"id": "claude-code", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs debria hacer que acabe de minimo la tarea completa 😏", "link": "https://twitter.com/1800068778564169728/status/2103780713741144350"}, {"agent": "opencode", "date": "2026-09-24", "source": "Reddit", "community": "r/opencode", "text": "i can only use claude or gpt models at my work, so more persistent models aren't really an option. in my experience, claude is the more naturally persistent of the two, but both of them keep stopping before full task completion outside of relatively small things.", "link": "https://www.reddit.com/r/opencode/comments/1wp3bc9/what_are_loopgoal_plugin_are_you_using/pbsgka1/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i 100% feel the fact that it needs more steering and randomly stops without really completing the task", "link": "https://www.reddit.com/r/codex/comments/1worwfr/sol_6_was_insufferable_glad_to_be_back_to_56/pbpl3i8/"}]}, {"theme": "No pauses asking user to continue", "criterion": "work.premature_stop", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-17", "source": "X", "community": "@antigravity", "text": "let's give it a thumbs up to google’s gemini flash 3.8 high fast – it really is pretty impressive! only if you don’t have to interrupt its operation very often, of course. \n@antigravity", "link": "https://twitter.com/1926996539915804672/status/2100431039583932479"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "yeah i have to prompt it with just proceed or continue somewhere about 10x to 100x as much as i did with sol. please someone tell me they have a fix for this 🙏", "link": "https://www.reddit.com/r/codex/comments/1whhxcr/they_swapped_the_sol_and_astra_positions/pa7un6r/"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "this! right when it let him know that it was incomplete, the first message, why not \"complete it\". instead he made it confirm multiple times that it wasn't complete. what's the point of that?", "link": "https://www.reddit.com/r/codex/comments/1wh2wt0/why_do_i_have_to_constantly_demand_sol_or_astra/p9z8u67/"}]}, {"theme": "Graceful stop with resumable checkpoint at limits", "criterion": "work.premature_stop", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the important part is leaving the repo in a state the next session can trust. a short wrap-up that finishes the edit and says what remains is more useful than a hard stop with a half-written diff.", "link": "https://twitter.com/1366427283397824513/status/2103881860304810129"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs great change. please bring the same graceful stop to <strict_link> chats too. long research runs there get cut off in the middle of tool calls, and all that work is lost. also, once a week for pro feels very tight when this is basic reliability, not a bonus feature.", "link": "https://twitter.com/1804880617307549696/status/2103852303820472684"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@emzrsxn @antigravity gracefully stopping at the usage limit should be standard for every coding agent. leaving the repository at a coherent checkpoint matters more than squeezing out one final edit.", "link": "https://twitter.com/1144454518156824577/status/2103808104106185194"}]}, {"theme": "Handoff summary when stopping", "criterion": "work.premature_stop", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 6}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the wrap-up i'd want is a small handoff: files changed, tests actually run, anything still broken, and the next unfinished step. finishing an edit is useful; knowing what's safe to resume is what makes the pause workable.", "link": "https://twitter.com/2180560289/status/2103887228099535203"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs can the wrap-up leave a short handoff with what changed, what’s untested, and what to do next? that’s what i’d want waiting when the limit resets.", "link": "https://twitter.com/3425573313/status/2103651072879239458"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs leave me a note on what broke so i don't spend the next hour finding it", "link": "https://twitter.com/2100040663878291457/status/2103576248391753833"}]}, {"theme": "Perform announced actions instead of describing them", "criterion": "work.premature_stop", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "makes me think maybe we should make a not\\_worth\\_flagging hook, that tells opus if they’re about to reply with “worth flagging:” or “two things you should know:” that they should resolve unambiguous findings before replying to the user instead of raising the fact that it didn’t finish the job ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wiujum/claude_code_is_falling_behind_codex_not_because/pafk62v/"}, {"agent": "claude-code", "date": "2026-09-14", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs be good to implement it not write docs. genuinely killing me today", "link": "https://twitter.com/1754028639052517376/status/2099491116194410711"}, {"agent": "codex", "date": "2026-09-10", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\ni want it to continue its task, but sometimes it just says it will do it, but doesn't do it, ever. \nhow can i fix this? \ni've translated the picture, cause it was in french. ", "link": "https://www.reddit.com/r/codex/comments/1w9w4tj/codex_usage_and_operation_discussion_last_updated/p8wskgc/"}]}, {"theme": "Human approval before implementing or merging", "criterion": "work.premature_stop", "authorWeeks": 2, "posts": 2, "agents": [{"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai a cheaper top model only helps if each run still has a named finish line and a human gate on merge. otherwise you just burn a nicer stack on the same unfinished work.", "link": "https://twitter.com/1911453463889825792/status/2102781274863833270"}, {"agent": "opencode", "date": "2026-09-06", "source": "X", "community": "@opencode", "text": "been using muse 1.3 via @opencode for a few days now, and i feel this model just proceeds to go ahead and execute even when i just want to go back-n-forth. \nlike bro i'm gonna tell you when to implement it, chill out \nanyone else? what r ur thoughts? <strict_link>", "link": "https://twitter.com/1149503292063436800/status/2096683881479217561"}]}]}, "work.long_running_autonomy": {"authorWeeks": 129, "themes": [{"theme": "Goal mode command for autonomous work", "criterion": "work.long_running_autonomy", "authorWeeks": 15, "posts": 15, "agents": [{"id": "opencode", "authorWeeks": 8}, {"id": "devin", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity bro please put goal in it so we have to use the limit properly and also remove the 5 hour limit", "link": "https://twitter.com/4697265492/status/2103868518462525749"}, {"agent": "devin", "date": "2026-09-21", "source": "X", "community": "@cognition", "text": "@cognition when will we get a /goal mode, like which exist in codex?", "link": "https://twitter.com/2058185261838700544/status/2102128353733976555"}, {"agent": "cline", "date": "2026-09-17", "source": "X", "community": "@cline", "text": "hey @cline for us cli users, can you add /goal pls.\n😁 i tested different cli's opencode, hermes, codex i like cline the most but /goal wouldt add real value !", "link": "https://twitter.com/2028221376092581888/status/2100500457810509838"}]}, {"theme": "Sustained hours-long work without premature stopping", "criterion": "work.long_running_autonomy", "authorWeeks": 13, "posts": 13, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-27", "source": "Reddit", "community": "r/PiCodingAgent", "text": "your agent needs to be able to build, test and verify it's work without needing any input from you until code review.\nthis way you can plan a lot of work (e.g. with [<strict_link> ), and then let to work on it's own for an hour or more to implement it.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wps5ha/i_use_ai_models_at_least_4_hours_per_day_and_i/pcchost/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "same here, running long rehearsal using luna max while i sleep, its stopped prematurely", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc461ax/"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@damiverdev @cursor_ai grok 4.7 en cursor bench subiendo fuerte. a mí me importa menos el % y más poder dejar el agent laburando y cerrar la laptop.", "link": "https://twitter.com/1496990153386209283/status/2102102499675033798"}]}, {"theme": "Built-in loop mode for continuous iteration", "criterion": "work.long_running_autonomy", "authorWeeks": 9, "posts": 9, "agents": [{"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "they actively disabled the feature that made it complete the task. apparently because someone wrote a tool that kept the task alive forever and inserted new jobs. not that they couldn't have just prevented that instead of removing the feature entirely.", "link": "https://www.reddit.com/r/codex/comments/1wqat13/openai_is_becoming_incompetent/pc2w4kx/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity can't wait to use loops in antigravity next year 💪", "link": "https://twitter.com/308867922/status/2103924848624050287"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "the problem i have with this is that the host session context gets bloated, which causes problems. i've switched to using a shell script that calls claude in a ralph loop, which helps, but i wish this could all be done from inside claude code cli.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pbr26t9/"}]}, {"theme": "Stop conditions and completion criteria for runs", "criterion": "work.long_running_autonomy", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the useful change is not that a session survives laptop closure. it is that the agent can keep moving through a long task. that makes stop conditions, approvals, and a readable run history non-negotiable.", "link": "https://twitter.com/1606668181137166337/status/2102884349846905172"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs before closing the laptop, i’d want “stop when...” written as clearly as “build...”. a good overnight task needs an ending.", "link": "https://twitter.com/430823545/status/2102872680877965582"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the useful default is not “never say think carefully.” define done, cap the tool loop, and require a checkpoint when evidence is missing so long runs do not silently wander.", "link": "https://twitter.com/185669612/status/2102699308986638708"}]}, {"theme": "Built-in cron and recurring scheduled tasks", "criterion": "work.long_running_autonomy", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "yes.\nnatural stop -> cron will fire normally at next tick \ncodex working on a long horizon task -> the nudge to run will occur on its next tool call \nyou press escape -> cron gets queued, but only runs if you send another message \nnormal session end -> crons get removed entirely, you would have to reinstate them on resume (same as claude code, i believe)\nso its not as good as claude's cron, but it's 90% of what i want.", "link": "https://www.reddit.com/r/codex/comments/1wrp1co/yet_another_cron_for_codex_cli/pcecher/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs very cool, thanks for sharing. will you consider converting this to a loop that will repeatedly look for perf wins on a scheduled cadence in the future?", "link": "https://twitter.com/1758270639410905089/status/2103154301967257629"}, {"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "codex cli still has no built-in cron while claude code ships one. one skill file plus a python helper with no daemon is thin enough that i'll actually keep it. <strict_link>", "link": "https://twitter.com/1891799148409782276/status/2100745503357260167"}]}, {"theme": "Native background task execution", "criterion": "work.long_running_autonomy", "authorWeeks": 7, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@droid", "text": "@ain3sh @droid @tastelabs shell process，it is necessary in long-time task and i can continue work while running", "link": "https://twitter.com/2018347199432994816/status/2103882869550858340"}, {"agent": "codex", "date": "2026-09-20", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux the update frequency of codex cli should be faster\nsupport /bg command", "link": "https://twitter.com/1509817682098794503/status/2101501184544768299"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "codex cli is quite good, but the inability to run tasks in the background and then only consume more tokens when such a task is finished is a killer. desktop can't do this either i think, but vs code's extensions (including copilot) could. such a weird oversight.", "link": "https://www.reddit.com/r/codex/comments/1wi7jaa/what_is_the_current_state_of_codex_cli_vs_desktop/pa8caix/"}]}, {"theme": "Auto-resume after usage limit reset", "criterion": "work.long_running_autonomy", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "you can schedule something like \"resume your set goal\" instead of manually doing `/goal resume` ", "link": "https://www.reddit.com/r/codex/comments/1wn6rp4/small_codex_plus_tip_use_your_last_2_to_schedule/pbd2w58/"}, {"agent": "conductor", "date": "2026-09-20", "source": "Reddit", "community": "r/conductorbuild", "text": "i normally use claude code's /goal command to let it run long tasks uninterruptedly because it auto-resumes it's work once the session limit is reset, but i can't find a way to instruct conductor to do the same. even if a use /goal through conductor, the effect isn't the same.\nis anyone aware if this is possible or in the roadmap? it'd be really helpful", "link": "https://www.reddit.com/r/conductorbuild/comments/1wlrxxi/does_conductor_support_autoresuming_a_session/"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "haha, i’d draw the line there 😄 \nthe scheduler should control **the agents’ time, not mine**.\ni want to say “this is the work, these are the priorities, tell me when you actually need me” and let it decide whether claude works now, codex takes a chunk, or everything waits three hours for a reset.\nif i’m reorganizing my day around an ai subscription’s quota window, we’ve built the abstraction backwards 😅", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh2tzt/por_esto_me_voy_de_claude/p9z3dxh/"}]}, {"theme": "Notification when long-running task finishes", "criterion": "work.long_running_autonomy", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs closing the laptop and coming back to finished work is the dream. next feature request: a \"your agent is still working, go touch grass\" notification.", "link": "https://twitter.com/180344907/status/2103286680404869356"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev you could provide a native support for asynchronous workflows, so that an extension can advertise when the loop is not done yet but waiting for a timer or a subagent to report for example. then notification pings would arrive only when the loop is really done", "link": "https://twitter.com/444876592/status/2102452586435453270"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux testing out codex cli for long-running shell tasks, great results otherwise, but seems like it has to keep polling the session id to know when a task is done. would be cool to have a claude-style async background notification 👀", "link": "https://twitter.com/1410879471175954433/status/2099364738530730343"}]}, {"theme": "Cloud-hosted unattended runs without local machine", "criterion": "work.long_running_autonomy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-21", "source": "X", "community": "@FactoryAI", "text": "i’m a solo founder teaching one agent to act like a teammate, not a chat window.\nwhat i want from a max plan is simple: a droid computer that keeps the repo warm while i sleep. it plans the work, writes the code, opens the pr, and leaves a note on what broke and what it learned.\none mission. one plan. new user. i’ll publish the log either way.", "link": "https://twitter.com/2089027663583211520/status/2102071322939400675"}, {"agent": "factory", "date": "2026-09-08", "source": "X", "community": "@FactoryAI", "text": "imagine if the main labs were as good as the @factoryai team and took the ideas that underpin missions seriously. \nthen imagine if that experience could be built into the “named agent” @bot style of working in channels and with persistent cloud computer. \nthat’s the future i want - long running autonomous team that work together against a shared working contract.", "link": "https://twitter.com/17362644/status/2097256661413159094"}, {"agent": "claude-code", "date": "2026-09-08", "source": "X", "community": "@ClaudeDevs", "text": "@claudeai @claudedevs @anthropicai @bcherny @dickson_tsai @amorriscode @trq212 begging on my knees, please allow claude code to enqueue a pull request on github using cloud agents. this is literally the missing piece for a fully autonomous, zero-babysitting dev workflow. shipping code end-to-end would be seamless. plz make it happen! 🙏", "link": "https://twitter.com/1988327391501160448/status/2097117733833818362"}]}, {"theme": "Event-driven wake-up instead of polling", "criterion": "work.long_running_autonomy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-07", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @twostraws that is very true, codex app is awesome. though cc background task with push model just works better. codex polling stdout on long tasks (like my e2e tests take 5h+) drains context and usage, not telling that it confuses model a lot. in cc i can run tests, go to sleep, it handles", "link": "https://twitter.com/305492126/status/2097012608016519322"}, {"agent": "claude-code", "date": "2026-09-03", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs could this be used for event-driven triggers? i'd like to be able to use a session as a persistent addressable agent.", "link": "https://twitter.com/1770458936254357504/status/2095574641850904853"}, {"agent": "amp", "date": "2026-09-03", "source": "X", "community": "@AmpCode", "text": "hey @ampcode team. is there a way to wake orbs? i am messaging constantly in this thread and it still states the orb is asleep <strict_link>", "link": "https://twitter.com/1535774830225944576/status/2095312833571672501"}]}, {"theme": "Checkpoint-based resume after interruption", "criterion": "work.long_running_autonomy", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@DevinAI", "text": "@calebkotz63219 @jaredpalmer @devinai @modal nightly runs need a timeout and resumable checkpoint; otherwise one stalled job turns a finished queue into a 3am rescue.", "link": "https://twitter.com/2099157575203987456/status/2102838328064397490"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot i am looking forward to this design, but once the persistent thread becomes longer, context management and failure recovery will be much more difficult than in the demo. especially when a subagent crashes halfway, can it continue from the checkpoint instead of starting the entire task over?", "link": "https://twitter.com/2259799350/status/2099547459399585877"}, {"agent": "cline", "date": "2026-09-14", "source": "X", "community": "@cline", "text": "checkpoints and scheduled tasks deserve explicit recovery tests: restart mid-run, fork after a side effect, and resume when credentials have expired. the workflow should preserve completed evidence without double-executing actions or treating skipped checks as success. that is where agent convenience meets qa assurance: <strict_link>", "link": "https://twitter.com/1357095091/status/2099544910802129223"}]}, {"theme": "Pause, resume, and cancel controls", "criterion": "work.long_running_autonomy", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot a persistent coordinator changes the interaction model from one-off prompts to an ongoing work queue. that should reduce repeated context loading, but it also raises the bar for pause, review, and handoff controls so “always on” never becomes “always acting.”", "link": "https://twitter.com/1208933549081907200/status/2101777422886506934"}, {"agent": "antigravity", "date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "text": "why it cant just be in a paused state\nand maybe a continue button so the work doesnt get wasted, just paused", "link": "https://www.reddit.com/r/google_antigravity/comments/1wguogk/is_this_a_theft/p9xpafx/"}, {"agent": "antigravity", "date": "2026-09-03", "source": "Reddit", "community": "r/google_antigravity", "text": "i would like to have goal pause and resume button, also cancel button", "link": "https://www.reddit.com/r/google_antigravity/comments/1w637hk/antigravity_20_release_v2120/p7lzyf5/"}]}]}, "work.multi_agent_orchestration": {"authorWeeks": 422, "themes": [{"theme": "Built-in multi-agent orchestrator mode", "criterion": "work.multi_agent_orchestration", "authorWeeks": 37, "posts": 37, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 9}, {"id": "pi", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "warp", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity lotta hate for this lol. it is definitely puzzling that the product is moving so slowly. still has /teamwork-preview command required to get a decent agentic team involved in changes, something that should be automatically invoked and scaled appropriate to the task", "link": "https://twitter.com/805587288/status/2104295109680410783"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs old-style projects were not so useful so i’d be happy to nuke them if i can get the new project orchestration?", "link": "https://twitter.com/1866829794790301696/status/2103124822905544902"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@abdullahformuli @ash_twtz @antigravity @ycombinator antigravity is not best ide, maybe good but not best - it has its own architecture - orchestration limits with no multi subagent work and it limits users not to use their models outside antigravity - thats p*ssy move they are just lazy and constrained", "link": "https://twitter.com/1920552724481163264/status/2103003169521598750"}]}, {"theme": "Event-driven subagent completion instead of polling", "criterion": "work.multi_agent_orchestration", "authorWeeks": 29, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 24}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i also came up with a patch, no bugs and only cost 5 tokens! don’t poll subagents ", "link": "https://www.reddit.com/r/codex/comments/1wrw3wy/1000_lines_348_bn_tok_393_subagents_42_pro20/pch38sj/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "don't set active polling of my simulation runs with the multiagent team that go overnight...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp23t8/what_rule_in_your_claudemd_clearly_has_a_backstory/pbskfgc/"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "@thdxr @opencode can the opencode without waiting for the subagent to complete its task and continue working? like claude.", "link": "https://twitter.com/1321164857278894082/status/2100757699822551181"}]}, {"theme": "Per-subagent model and effort selection", "criterion": "work.multi_agent_orchestration", "authorWeeks": 26, "posts": 26, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "kinda wrong they didn't let us select the subagent and orchestrator seperately. i agree", "link": "https://www.reddit.com/r/codex/comments/1wrjfne/holly_shit_sol_kept_lying_to_me_telling_me_the/pcd4w13/"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity @rodydavis @_mohansolo can we have a feature where we can for example select x model as the orchestrator and the y model(s) as the executer? i have been experimenting with antigravity and such a feature i believe it would help with efficient quota usage", "link": "https://twitter.com/1378495954010173440/status/2103500194218119276"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "opus5.5オーケストレーターできたらantigravityの軽量ハーネスのサクサク感とgemini3.8flashのサクサクサブエージェントで神がかります。\n@antigravity <strict_link>", "link": "https://twitter.com/3713911/status/2103402291344855267"}]}, {"theme": "Live dashboard of subagent status and progress", "criterion": "work.multi_agent_orchestration", "authorWeeks": 25, "posts": 26, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "pi", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-25", "source": "X", "community": "@pidotdev", "text": "@pidotdev also - `pi -p` opens a background subagent. any chance of a foreground subagent? i want a window that opens up on top of my existing pi window, and when i finish it closes itself, drops me back to the previous window with a summary or whatever. call stack :)", "link": "https://twitter.com/1678448492690419712/status/2103526499588690092"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@cormundus @claudedevs visibility is part of the control loop. a coordinator should expose subagent status, diffs, and blockers without leaking hidden reasoning, so humans can intervene before a bad plan compounds.", "link": "https://twitter.com/2099871292480421888/status/2103343383758668076"}, {"agent": "factory", "date": "2026-09-23", "source": "X", "community": "@FactoryAI", "text": "@factoryai multiple seats make shared work-in-progress more important. two engineers can send droids after the same failing test and only notice the overlap at merge time. seeing tasks by branch would help.", "link": "https://twitter.com/2095716579405377536/status/2102828491758834019"}]}, {"theme": "Automatic routing of tasks to suitable subagents", "criterion": "work.multi_agent_orchestration", "authorWeeks": 22, "posts": 23, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 8}, {"id": "opencode", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev subagents should be the standard. build a smart router. build better visualisation.", "link": "https://twitter.com/2231129593/status/2102489270120521990"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "nice. also, possibly useful is an escalation clause where if a smaller model fails or struggles for too long of a time , it will give up and escalate to a higher model or the highest level orchestrator session will do the work itself.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjmx3z/wait_is_fable_orchestration_using_appropriate/pajuh49/"}, {"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "no luna ultra on my just updated codex, would be nice though.\nshould just mean it spawning subagents on it's own. luna is cheap enough that the extra usage wouldn't be a problem and should instead just lead to a general speedup.\nthat is, if it is smart enough to actually hand suitable tasks to agents. \nthey are probably a/b testing to see if that is the case.", "link": "https://www.reddit.com/r/codex/comments/1wilc0v/has_anyone_tried_gpt56_luna_ultra_yet_how_much/pabpuig/"}]}, {"theme": "Direct communication between different agent tools", "criterion": "work.multi_agent_orchestration", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "why not simply using opencodex and have any agents from any providers you want inside codex (or claude code) taking to each other in different tasks? i have opus talking to sol, sol talking to sunny bunny... luna talking to them all ... ", "link": "https://www.reddit.com/r/codex/comments/1wqwrr1/codexclaude/pca06th/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs could you also add \"delegate to codex/zcode\" button?", "link": "https://twitter.com/2020419179963117568/status/2103815027396603956"}, {"agent": "conductor", "date": "2026-09-25", "source": "X", "community": "@conductor_build", "text": "i like @conductor_build cloud just a wee bit more as a one-stop shop though. \n@sama @openai @therohanvarma @thsottiaux — now if only the codex app could natively orchestrate grok/cursor, claude code, the muses/grokbots of the world and also other browser assistants - all on the codex surface….. would be a game changer! become the manager agent, and we can swap around the execution agents/assistants with a lot of flexibility.", "link": "https://twitter.com/217720642/status/2103382275337666848"}]}, {"theme": "Cross-session agent messaging", "criterion": "work.multi_agent_orchestration", "authorWeeks": 18, "posts": 18, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "that's a nasty one. an idle session costs nothing until a message lands, then it reloads its whole context and starts acting on it, so six stale sessions turn into six full-price turns for one broadcast. until there's a per-session opt-out for incoming messages, the only real defense is knowing what's still open. were those sessions idle for a long time, or recently active?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wlgfpw/anthropic_has_done_it_again_dont_keep_many_clis/pazhdgs/"}, {"agent": "conductor", "date": "2026-09-19", "source": "X", "community": "@conductor_build", "text": "@conductor_build @charlieholtz \nchat, are we doing this correctly? super smooth experience so far.\none suggestion: may be you could have a control plane for each of them to talk to other workspaces. <strict_link>", "link": "https://twitter.com/1900337293564817408/status/2101413544856260810"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs once this type of parallel thread can automatically pass context, engineers will have much less waiting time every day. first, throw in the small tasks to run.", "link": "https://twitter.com/2066846388848308224/status/2100719815413452998"}]}, {"theme": "Launch multiple parallel sessions at once", "criterion": "work.multi_agent_orchestration", "authorWeeks": 16, "posts": 17, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/vibecoding", "text": "can you just make codex have a skill that can spawn a separate codex session with a different profile?", "link": "https://www.reddit.com/r/vibecoding/comments/1wl3lfi/i_built_an_orchestration_package_that_lowered_my/pawnse0/"}, {"agent": "cline", "date": "2026-09-18", "source": "X", "community": "@cline", "text": "@cline and i can't seem to run queries in parallel, like i can in codex. sad little tool", "link": "https://twitter.com/1416864353131765762/status/2101033207710036409"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "@opencode @thdxr \nis there a way where i can write a prompt in opencode that can spawn multiple sessions (not sub-agents) with the models i chose and then do the work so that i don't have to manually start the sessions?", "link": "https://twitter.com/2096247194236174336/status/2100902263216828587"}]}, {"theme": "Conflict coordination between parallel agents", "criterion": "work.multi_agent_orchestration", "authorWeeks": 15, "posts": 16, "agents": [{"id": "cursor", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "i hit something similar with multiple agents touching one highly coupled core file. what helped was keeping a single writer for high-risk files and using parallel agents mostly for review/analysis. \ncan your plugin detect overlapping write scopes before the agents start?", "link": "https://www.reddit.com/r/opencode/comments/1wq9e60/i_built_a_plugin_so_my_ai_coding_agents_stop/pc9lw27/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "maybe a dependency graph between tickets to prevent race conditions, for example, two tickets that will modify the same piece of code.\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wowilt/i_still_dont_understand_this_agentic_workflow/pbuhugj/"}, {"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai shared project memory could make multi-agent work far more coherent: fewer handoffs lose context, and artifacts remain discoverable. clear ownership and conflict handling will matter too, so concurrent edits stay explainable rather than silently overwriting each other.", "link": "https://twitter.com/1208933549081907200/status/2101777179998585297"}]}, {"theme": "Fix subagent invocation and stalling bugs", "criterion": "work.multi_agent_orchestration", "authorWeeks": 15, "posts": 16, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "text": "hey, first time post so bear with me if i'm doing something wrong. ill first explain i run a prompt then the model runs okay for a bit then it hits the \"waiting for teammates\" this isn't a issue but when i click on the sub models that are running no processing or thinking is actually being done the sub model just sits with the prompt and displays \"thinking\" if anyone has a solution please send", "link": "https://www.reddit.com/r/CLine/comments/1wrqbkt/waiting_for_teammates_error/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeAI", "text": "main agent getting the report from subagents before the subagent finishes\nevery time claude code starts an agent, it runs and does its stuff, then reports back. then the agent also sends a message that it finished, and claude code then says something like \"that's the agent's completion notice, already covered in the report i read previously\".\nis this only happening to me? any way to fix this?", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wr1860/main_agent_getting_the_report_from_subagents/"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "just use another harness. for god sakes. others has such things built in for sub agents. i cant get subagents working correctly for codex..", "link": "https://www.reddit.com/r/codex/comments/1wmovt8/how_using_codex_queue_i_was_able_to_avoid_gpt/pb9nq59/"}]}, {"theme": "Configurable cap on subagent count", "criterion": "work.multi_agent_orchestration", "authorWeeks": 15, "posts": 15, "agents": [{"id": "claude-code", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@openaidevs can you let us change max agents through the codex app dude? like it should be a simple fucking fix", "link": "https://twitter.com/1604987376765386754/status/2104253333573972189"}, {"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "i set mine on ultra code and left it on a simple project for my nephew, and i burned through a weeks worth of credits in a day. i told it to use a single sub agent to do a hostile review and work in the loop and it was spawning up 60 separate sub agents to review. it never even finished the hostile review process.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wlpjqx/fable_51_excellent_autonomous_work_unless_he/pb0n9nw/"}, {"agent": "cursor", "date": "2026-09-16", "source": "X", "community": "@cursor_ai", "text": ".@cursor_ai need a setting to limit number of subagents \nlike in codex, max_concurrent_threads_per_session = 1", "link": "https://twitter.com/467130927/status/2100036548997574778"}]}, {"theme": "Steer and message running subagents", "criterion": "work.multi_agent_orchestration", "authorWeeks": 14, "posts": 15, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "devin", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "dear @claudedevs \ncan you please create a direct communication channel between agents or subagents and the human? two ways please. \nthey do reach out to the human through the parent model if given the opportunity, and their insights & questions are extremely important… \nthank you!!", "link": "https://twitter.com/1267619331506147329/status/2103341937222701517"}, {"agent": "amp", "date": "2026-09-23", "source": "X", "community": "@AmpCode", "text": "@ampcode however subagents may often drift or get stuck so it would be cool to still be able to individually steer or stop them without having to stop all the other running subagents.", "link": "https://twitter.com/1993188300719636485/status/2102705146350436820"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "codex definitely needs to make subagents a bit easier to manage. \nasked astra to spawn up a luna subagent to save some money. turns out it spawned a astra subagent called luna. did the work perfectly but ate my limits of course.", "link": "https://www.reddit.com/r/codex/comments/1wfflq0/how_do_i_check_the_model_and_effort_level_of_a/p9lor1k/"}]}]}, "work.reward_hacking": {"authorWeeks": 15, "themes": [{"theme": "Stop gaming tests to fake passing", "criterion": "work.reward_hacking", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-19", "source": "Reddit", "community": "r/codex", "text": "don't care about some intelligence index testing on 2-minute-long tasks. the moment something goes not according to plan, luna wrecks your codebase just to make the tests pass", "link": "https://www.reddit.com/r/codex/comments/1wktz31/before_you_use_terra_sol_and_even_astra_in_codex/patlxl4/"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "opus 5 is by far the most lying manipulative model and completely speaks nonsense at every turn. i've caught it lying and purposefully filling in its own requirements for absolutely no reason. if you are vibe coding and not running a tight workflow or harness it does decent. but for actual programming and loop / graph engineering its absolute trash.\nit will suppress tests, suppres quality gates, and slip around tight workflows and lie straight to", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wit5ot/when_opus_52/pb89d5f/"}, {"agent": "antigravity", "date": "2026-09-12", "source": "Reddit", "community": "r/google_antigravity", "text": "i used gemini 3.8 flash - high with goal mode to finish task 15 to 20 in my plan. one of the tasks was a tests task. apparently, gemini hardcoded some of the results for these tests for some reason. it did not report to me anything like that. i even have reviewer subagents in my workflow and they did run but they didn't report this issue.\nasked gpt sol to review afterwards and yeah turns out gemini cut a lot of corners including hardcoding some m", "link": "https://www.reddit.com/r/google_antigravity/comments/1we8ls0/the_review_found_that_t15t20_were_not_actually/"}]}, {"theme": "Enforce guardrails outside the model", "criterion": "work.reward_hacking", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "the next drift class i would test is rule circumvention after a block. an agent may avoid the forbidden file but route the same change through a generated script, build step or config indirection. log the corrective path, not only the blocked call.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqz10o/i_built_a_hook_that_stops_claude_code_when_it/pc8o7i7/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "your three-try rule helps, but because it lives in [`claude.md`](<strict_link>), the agent is still responsible for enforcing it.\ni’d move three controls outside the model: a task-scoped write set, protected acceptance surfaces such as migration history and tests, and a hard attempt/time budget.\nthen verify from a clean checkout or staging-like environment against a task-specific postcondition. if a task genuinely needs to change a migration or t", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnfj10/claude_code_deleted_a_failing_migration_at_3am_so/pbjc5mw/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "text": "even so, that sounds like a bug that should be fixed. the flash models are super fast and don't use a lot of tokens — i would gladly spend a few more for a consistent experience.\ni hope the negative side effects are clear:\n- calling shell tools leads to unnecessary permission prompts, which i'll only see much later if i step away from my computer.\n- i have a `posttooluse` configured in a project which auto-formats files after `write_to_file` and ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wju9m0/she_drifts_into_cat_sed_echo_commands_over_native/panrtt9/"}]}, {"theme": "Baseline mismatch check before promote", "criterion": "work.reward_hacking", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "one race i don't see covered in `promote`: it resolves the run, validates it, then atomically rewrites the baseline, but it doesn't appear to assert that the baseline is still the one the reviewer compared against. if two people review different runs and promote minutes apart, can the second silently replace a newer approved baseline? a compare-and-swap on the prior baseline key or hash seems useful there.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovklc/built_a_regression_gate_for_llm_apps_then_made_it/pbqadsr/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "you're right that there's no compare-and-swap in `promote`, and worth saying what does catch it: the baseline is a file in git, so a second promote lands as a diff on top of a baseline the reviewer never looked at, and either the merge conflicts or the pr shows the wrong parent. that's the wall, and it sits outside the tool.\nbut the tool staying quiet about it is still wrong. a second promote should refuse when the baseline it's replacing isn't t", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wovklc/built_a_regression_gate_for_llm_apps_then_made_it/pbqbt9o/"}]}]}, "work.destructive_actions": {"authorWeeks": 127, "themes": [{"theme": "Sandbox restricting agent to project folder", "criterion": "work.destructive_actions", "authorWeeks": 18, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev @cherrystudiohq awesome implementation, would be much better with proper sandboxing.", "link": "https://twitter.com/1653731144632770560/status/2102752649766449629"}, {"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "the earlier writes are the important part. [`agents.md`](http://agents.md) can tell an agent that vms are read-only, but prose cannot enforce that rule before a side effect. if vm changes need approval, the execution path should be read-only by default and accept a narrow, task-specific grant from the operator. without that enforcement, the agent can notice the conflict only after doing damage.", "link": "https://www.reddit.com/r/codex/comments/1wh5qy9/astra_values_agentsmd_higher_than_direct_orders/pa5lnln/"}, {"agent": "opencode", "date": "2026-09-14", "source": "Reddit", "community": "r/opencode", "text": "opencode --auto\ni don't recommend it if the agent isn't sandboxed somehow. i recently had a very intelligent model delete my home folder on my laptop. it does happen that they do silly things. \ni created a semi sandbox on kubernetes / k3s <strict_link> to avoid going wild on my laptop or on my main server.", "link": "https://www.reddit.com/r/opencode/comments/1wgj4xe/problem_with_permission_management/p9uu8gb/"}]}, {"theme": "Confirmation before destructive commands", "criterion": "work.destructive_actions", "authorWeeks": 17, "posts": 19, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-24", "source": "X", "community": "@cline", "text": "@cline parallel worktrees are great. parallel merges without a per-branch review still hurt. i'd want a dry-run + confirm on anything destructive before those land on main.", "link": "https://twitter.com/2080369308173996032/status/2103154187441676484"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "this is really brilliant. if a model could actually detect this and avoid hallucinating or destroying a project, this would be great ", "link": "https://www.reddit.com/r/codex/comments/1wjyqmh/imagine_if_chatgpt_was_selfaware/pao7n7r/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "if only there was a way to prevent claude from running destructive commands...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wiv96d/fable_51_rm_rfed_my_local_db/padpt4s/"}]}, {"theme": "Confirmation before deleting files or data", "criterion": "work.destructive_actions", "authorWeeks": 17, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "in my case it deleted without any explicit demand, i didn't ask it to clean up, it deleted the files in the directory all by itself during just routine cleanup of its own tests, i just asked it to fix one thing and this happened, personally i plan on genuinely making it not delete anything anymore.", "link": "https://www.reddit.com/r/codex/comments/1wnj6av/codex_cleanup_went_outside_the_folder_i/pccf9i5/"}, {"agent": "cursor", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "if you bothered to read the link, they acknowledged it's a known bug, and not purely a user error. \nif anyone is able to have access to such powerful tools as ai, there needs to be more safety nets in place. backup or not, the tool shouldn't do such things as delete without reigns. you buy a gun with a permit, and it doesn't just shoot randomly on its own and then you blame the owner for the poor aim. ", "link": "https://www.reddit.com/r/cursor/comments/1wq0bdq/cursor_wiped_out_a_guys_entire_drive/pc67g4b/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudeai cc @claudedevs - please get permission of the user to delete data.", "link": "https://twitter.com/132199217/status/2100572083893719092"}]}, {"theme": "Hard-enforced command blocking, not prompt rules", "criterion": "work.destructive_actions", "authorWeeks": 15, "posts": 15, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai top of cursorbench + 40% cheaper is a shipping signal. still want a hard stop before an agent can push, buy, or blast email.", "link": "https://twitter.com/2033957325631873024/status/2102766613485457556"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "required fixes:\nbind tool calls to an authorizing user-message id;\nclassify browser mutations correctly;\nconfirm new external domains;\nisolate task, voice, realtime, and steering contexts;\nfail closed when the objective changes unexpectedly\n#openai #codex #mcp #aisecurity #appsec", "link": "https://twitter.com/71252606/status/2102749794158391313"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "it sounds like he was running claude on vs which in my mind means not the anthropic desktop harness so i think its totally possible. i run inside a vmware and have bypass permissions enabled but the destructive command guard always hits me with approvals cause claudes trying todo something funky.\nproperly setup dcg “destructive command guard” seems like it should be standard at this point.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjjqsv/claude_code_ran_a_backgrounded_command_that/panaljw/"}]}, {"theme": "Human approval gate before merges and deploys", "criterion": "work.destructive_actions", "authorWeeks": 11, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 5}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai an agent that watches deploys and catches regressions is the finish-the-job pattern. keep a human gate before it can roll back prod on its own.", "link": "https://twitter.com/2033957325631873024/status/2103152988512452873"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "the cli docs say `fanout pick` merges the selected attempt, then removes the other attempt worktrees and branches, with `--yes` for automation. what happens if one of those attempt worktrees is dirty or has untracked files? does `pick` fail before merging anything, or can it merge the winner and then hit a cleanup failure partway through? a preflight that lists exactly what will be removed would make unattended fanouts easier to trust.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wodtuj/pragma_an_opensource_agentic_development/pbm83oo/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "honestly i think claude is right about the branch not being much of an isolation boundary \ni’d be comfortable letting something unattended *diagnose* the bug and prepare a branch. giving the same loop permission to diagnose + edit + decide its own fix worked indefinitely is where i’d get nervous \ni’d want an independent gate before anything leaves that sandbox", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wi7zot/claude_code_refused_to_let_me_build_an_unattended/padv4li/"}]}, {"theme": "Automatic backups and recoverable deletion", "criterion": "work.destructive_actions", "authorWeeks": 10, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "text": "i would have said a backup feature would have been a higher priority than delete. but hey...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjn6cw/claude_destroyed_my_entire_project_and_home/paqzs5c/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "i cannot stress this enough - automatic daily backups to 3 locations:\n* another location on your computer\n* your local nas\n* amazon s3 glacier, with delete permissions disabled\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjn6cw/claude_destroyed_my_entire_project_and_home/pajx09w/"}, {"agent": "pi", "date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "text": "i forgot to turn on snapshot with btrfs, i was editing simple html so i didn’t think i needed to backup at that point but i agree maybe auto backups are a must here. rather eat the 400mb of space than losing everything. fair trade off. \nhaha it’s starting to understand you. ", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wg0h5p/it_deleted_my_files/p9qd6wp/"}]}, {"theme": "Reliable rollback paths for agent changes", "criterion": "work.destructive_actions", "authorWeeks": 9, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@navincode 20 windows spawning on loop sounds like a watcher process gone wrong, not a simple bug. codex cli needs a rollback button for exactly this", "link": "https://twitter.com/2045518207159525376/status/2103777880794620342"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@chesswizard5 @cursor_ai the useful test is less “does it watch prod?” than whether its baseline has enough context to distinguish a rollout regression from normal traffic variance. i’d still want a human-owned rollback boundary; a bad revert can outrun the original bug.", "link": "https://twitter.com/1176159774666346497/status/2103115585609441655"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@nicklaunchesai @cursor_ai exactly—the rollback should be an executable, tenant-scoped action with a named owner, not a dashboard label. i’d rehearse it against the last migration and permission change before trusting a green deploy.", "link": "https://twitter.com/2053606955571105792/status/2103106089029919064"}]}, {"theme": "Audit trail of agent actions", "criterion": "work.destructive_actions", "authorWeeks": 7, "posts": 7, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot an agent that's always on and improving over time is great for velocity, worth also thinking about what it can touch by default - persistent agents with standing repo/api access are exactly the kind of thing that needs an audit trail, not just a chat log", "link": "https://twitter.com/2066258931853488128/status/2101901616526037179"}, {"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot persistent thread is fine. persistent write access without an audit trail isn't.", "link": "https://twitter.com/1524807864082120704/status/2101696385821069392"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot projects solved the continuity of context, but what enterprises really care about is writing operation boundaries: every time the agent modifies a file, it should leave an auditable diff, permission scope, and rollback point. the stronger the asynchronous execution, the less the approval and recovery links can rely on human memory.", "link": "https://twitter.com/743684122879496192/status/2100479399401250857"}]}, {"theme": "Restrict agent access to production systems", "criterion": "work.destructive_actions", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-13", "source": "X", "community": "@AmpCode", "text": "@ampcode @thorstenball pointing is fine for build. rollout monitoring with prod creds is not a point-and-ship step.\nsplit the identity: the agent that writes the feature does not hold the identity that watches production.", "link": "https://twitter.com/2819971425/status/2099040173011202105"}, {"agent": "cursor", "date": "2026-09-03", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai the self-hosted cloud agent is quite practical. being able to access internal network services and dedicated hardware is really nice, but when permissions are too broad, any issues that arise will also be at the internal network level 👀", "link": "https://twitter.com/1934622485674340352/status/2095303826760749432"}, {"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/codex", "text": "\"run smoke/test stuff against production\"\nthe very fact that the agent can execute against production is the critical issue here, this should never be allowed.", "link": "https://www.reddit.com/r/codex/comments/1w3vh38/for_new_and_notsonew_codex_users/p734904/"}]}, {"theme": "Block destructive git commands and pushes", "criterion": "work.destructive_actions", "authorWeeks": 6, "posts": 6, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@antigravity fix the hallucinations first, your product antigravity - agent arch has no proper handoff / termination, it says \"done\" then keeps running. \nmine did a git reset --hard on its own and wiped 3hrs of work. no one trusts it offline or online rn", "link": "https://twitter.com/1624863447304536065/status/2102890276998250612"}, {"agent": "claude-code", "date": "2026-09-04", "source": "Reddit", "community": "r/ClaudeCode", "text": "you should not allow force push on any relevant branch anyway, only on short lived where you not care about their history. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w6v84y/officially_earned_my_stripes_today/p7squdt/"}, {"agent": "cursor", "date": "2026-09-03", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai -- i hate origin. you slammed my project into origin instead of putting in my github repo. i have now deleted all of my work to get it out of origin (you wasted my time and tokens) and you won't let me delete the origin repo you created. \ngive me a way to block origin or i have to cancel my account.", "link": "https://twitter.com/785224803523317760/status/2095499976956633592"}]}, {"theme": "Kill switch for runaway background sessions", "criterion": "work.destructive_actions", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @claudedevs laptop closed. agent still live. kill switch first or = 💀", "link": "https://twitter.com/1947123468463403008/status/2103478513173205016"}, {"agent": "claude-code", "date": "2026-09-09", "source": "X", "community": "@ClaudeDevs", "text": "@claudeai @claudedevs have you ever thought how frustrating it is for users to put something to run with fable overnight and in the morning they see claude switched opus 4.8 within 30 minutes? 7 hours opus 4.8 shoveling the codebase.\ni'd rather it just stop than destroying the codebase, is that an easy patch you can make? \nif (safegaurd.says() == \"omg\") stop();", "link": "https://twitter.com/31883893/status/2097634575417581731"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "the backgrounding part is almost scarier than the original bad command \nonce a task times out, the agent that started it has effectively lost the ability to reason about what it’s doing. i’d want background commands treated like child processes with a lease - session dies, auth disappears or the task loses supervision, the process gets killed. \nsandboxing limits the blast radius, but orphaned agent processes shouldn’t survive their supervisor in ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjjqsv/claude_code_ran_a_backgrounded_command_that/pb51476/"}]}, {"theme": "Permission before editing or overwriting files", "criterion": "work.destructive_actions", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-10", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i ran into a serious issue with claude code today. i used the “auto” mode you introduced a few days ago and asked opus 5 to create a video. claude code overwrote my original video with the generated result—without asking for my permission. this is extremely dangerous.🤣", "link": "https://twitter.com/1819205353927856130/status/2098093100342399138"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "what really pisses me off is when i say \"how can i do xyz\" (not \"i want you to do xyz\") and it churns and comes back with \"i already went ahead and did abc, def, and zyx on all your files for you\". notice it didn't do xyz and wtf did it touch 700 files without permission or even being asked to do that?????\ni need to train it to never touch my files in the background, or to spin up background agents to do something without permission.\nyesterday i ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wilp2z/fable_is_pure_chaos/pacyg27/"}]}]}, "work.git_workflow": {"authorWeeks": 94, "themes": [{"theme": "First-class git worktree support", "criterion": "work.git_workflow", "authorWeeks": 12, "posts": 12, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-22", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity add worktree support for antigravity cli", "link": "https://twitter.com/2044713468931031040/status/2102287154210799831"}, {"agent": "opencode", "date": "2026-09-18", "source": "Reddit", "community": "r/opencodeCLI", "text": "nah you're valid on worktrees. i use branches offen, but worktrees make me hurt solely because they solely care about what's in git. you have to symbolic link gitignored artefacts that you still need to develop but can't push to a remote git origin. it's just annoying. \nif there was a \"symbolic link toggle\" that just let me pick what is synced when i spawn em i'd like them more. ", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wjixz4/new_btw_command_is_coming_in_the_new_version_of/paj3zdo/"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "the year is 2027, @cursor_ai still hasn't added right click &gt; fork as worktree", "link": "https://twitter.com/1590000367131033602/status/2100377644806144495"}]}, {"theme": "Optional or removed AI commit attribution", "criterion": "work.git_workflow", "authorWeeks": 10, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-20", "source": "X", "community": "@AmpCode", "text": "@ampcode @vercel (this is so you don't have to pay for a vercel seat for \"amp &lt;<email_address>&gt;\". if you had amp commit as you and not under its own name, then this was never a problem.)", "link": "https://twitter.com/784008/status/2101629533300613604"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": " \ni did a small commit on my thesis project (just updating dates) and i tell claude to make the commit\nthen i checked the repo and claude appears as contributor... wtf ??? i did everything(it's my thesis from 2018)\nand the funniest thing is that i cannot remove it from contributor... i already force push by deleting claude commit but the contributor badge is still there... its a joke?\n<strict_link>\n", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whopwl/remove_claude_from_github_contributors/"}, {"agent": "claude-code", "date": "2026-09-09", "source": "X", "community": "@ClaudeDevs", "text": "hey @claudedevs, hey @bcherny, why do you feel the need to add a &lt;system-reminder&gt; to forcefully attribute my commits to claude, when my own claude.md and my own `pr-create` skill explicitly state otherwise.\nis that ai alignment? <strict_link>", "link": "https://twitter.com/84057392/status/2097662838022050000"}]}, {"theme": "Full-featured integrated git panel", "criterion": "work.git_workflow", "authorWeeks": 9, "posts": 9, "agents": [{"id": "zed", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "ide with ai agents. the ability to have a cleaner source control panel that i can control is very important to me. agy 2.0 has some git actions available, but it's not very pleasant to use and not clean at all. also, being able to manually review and edit files in an ide makes the experience much better. even if i use a cli, i will keep the ide open.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp6mpo/poll_how_do_you_code_in_late_2026/pbw17go/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev its the best editor, but git is really unusable. your number one issue on github, please look into git, we cannot use an editor without reliable git in 2026.", "link": "https://twitter.com/628739558/status/2103429049951613122"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "coming from jetbrains ide, what i miss most is how well jetbrains has integrated git workflows and ui elements around the ide. from their drop down options for merging and comparing branches and files to their styling of showing git logs and multiple branches. really feels well polished and something i dearly miss every time i switch out of their ide, be it vs code or zed", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbl1day/"}]}, {"theme": "Manage and merge PRs from the interface", "criterion": "work.git_workflow", "authorWeeks": 7, "posts": 7, "agents": [{"id": "amp", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "one thing i really miss inside agy is auto-pr monitoring (option), similar to claude code. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn2nky/agy_pr_monitoring_autorespond_to_pr_comments/"}, {"agent": "cursor", "date": "2026-09-16", "source": "X", "community": "@cursor_ai", "text": "started using cursor's codebase as my main git interface for pr reviews but, there's no way i could find to mark a pr ready on the interface.\nmaybe @cursor_ai team can help. <strict_link>", "link": "https://twitter.com/1508512150519640065/status/2100148747225460801"}, {"agent": "amp", "date": "2026-09-03", "source": "X", "community": "@AmpCode", "text": "great product @ampcode &amp; @thorstenball!\nit would be great to have a way to manage github prs directly from the ui, for example to squash and merge them. it would also be nice to have a dedicated button in the ui to access the pr. or am i missing something?", "link": "https://twitter.com/22273057/status/2095434738190192805"}]}, {"theme": "Attribution of changes to specific agents", "criterion": "work.git_workflow", "authorWeeks": 6, "posts": 6, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@sachinjain024 @cursor_ai small workflow features like this are great harness hooks: capture the command, the transformed request, and the resulting state so agent-assisted changes stay auditable.", "link": "https://twitter.com/1870072035608584192/status/2102084609877885325"}, {"agent": "amp", "date": "2026-09-20", "source": "X", "community": "@AmpCode", "text": "the exemption addressed by @sqs @ampcode @vercel solves collaboration friction, but companies still need to look at submission identity mapping and auditing: the deployment pushed by the agent must be traceable to the person, task, and specific diff.", "link": "https://twitter.com/1819537097528950784/status/2101693859256553786"}, {"agent": "cursor", "date": "2026-09-19", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai i understand the convenience of automatically tracking pr and slack, but once the agent can automatically fix ci, the responsibility for review becomes even more important. every change it submits should make it clear at a glance \"why it was changed.\"", "link": "https://twitter.com/2259799350/status/2101375580432183615"}]}, {"theme": "Jujutsu (jj) version control support", "criterion": "work.git_workflow", "authorWeeks": 6, "posts": 6, "agents": [{"id": "zed", "authorWeeks": 6}], "examples": [{"agent": "zed", "date": "2026-09-18", "source": "Reddit", "community": "r/ZedEditor", "text": "i keep reading you can use it on the web, but can’t find any links to access it, how do you do so? a few requests: \n\\- a custom url openai provider \n\\- base the jj implementation on worktrees instead of copies please! ", "link": "https://www.reddit.com/r/ZedEditor/comments/1whydrw/delta_in_public_beta/panpthq/"}, {"agent": "zed", "date": "2026-09-17", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev jujutsu support please, i'm otherwise stuck with vscode :(", "link": "https://twitter.com/1659803925237604352/status/2100633025813807148"}, {"agent": "zed", "date": "2026-09-18", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev jj support when\n@astahmer_dev", "link": "https://twitter.com/753905666264268800/status/2100913199688094170"}]}, {"theme": "Commit button and in-app committing", "criterion": "work.git_workflow", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "since the button to commit nicely from the codex app has disappeared, we can only instruct humans to \"push it nicely\" with heartfelt feelings...", "link": "https://twitter.com/38659716/status/2103329359612592397"}, {"agent": "zed", "date": "2026-09-22", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev i love delta, but for the life of me committing changes without opening a terminal seems impossible. i saw there was a new \"land changes\" button but this just invokes an llm?", "link": "https://twitter.com/1676011773810360320/status/2102493282215539022"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "add, commit, push, create pr's", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjt3kc/whats_the_most_boring_thing_you_use_claude_for/palf5yq/"}]}, {"theme": "Configurable base branch for diffs and PRs", "criterion": "work.git_workflow", "authorWeeks": 4, "posts": 4, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-22", "source": "X", "community": "@AmpCode", "text": "@ampcode also, a better way to set the base branch (to compare git changes) would be nice... in our flow, hotfixes branch out and go back to master, we also have a release staging branch too...", "link": "https://twitter.com/2062509956574650368/status/2102451017849737447"}, {"agent": "opencode", "date": "2026-09-10", "source": "X", "community": "@opencode", "text": "finally gave a serious try to @opencode for personal project and suddenly missed the following ( compared to @githubcopilot cli ) message steering, branch /diff ( from main even after pushing ), /btw , ctrl+c protection, plan\nhowever still impressed with tui, free zen models", "link": "https://twitter.com/15468471/status/2098084461204390142"}, {"agent": "cursor", "date": "2026-09-08", "source": "Reddit", "community": "r/cursor", "text": "i'd like to change it to any other branch. i never work with main so it is currently useless this functionality even tho it's a powerfull tool", "link": "https://www.reddit.com/r/cursor/comments/1waoikq/is_there_a_way_to_change_main_on_the_review/"}]}, {"theme": "Worktree and session management with PR status", "criterion": "work.git_workflow", "authorWeeks": 3, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cjbell_ @cursor_ai agent branch commits hidden till pr is frustrating, i've hit that markdown plan viewer shuffle too", "link": "https://twitter.com/184674873/status/2104338238085509151"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "there used to be information on\n- which branch i'm in, if i'm in a worktree or locally\n- options to commit, push, create pr\nthis was literally some of the best features in codex....please don't tell me they removed this?", "link": "https://www.reddit.com/r/codex/comments/1wnzsqv/newest_update_removed_git_options_and_information/pbiy18h/"}, {"agent": "zed", "date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "text": "i'd like a simple workflow where i could easily manage worktrees, sessions within the worktree and easily see which sessions have open and closed prs.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wjp5nq/popular_zed_fork_where_the_community_is_more/paq2afp/"}]}, {"theme": "Cloud agents branch control and fresh main", "criterion": "work.git_workflow", "authorWeeks": 3, "posts": 3, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "it would be nice if @cursor_ai cloud agents always pulled the latest changes from the main/master branch before starting work. they don’t always do it seems, unnecessarily resulting in merge conflicts sometimes", "link": "https://twitter.com/135456025/status/2103003867885756516"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "love the projects feature from @cursor_ai. it just makes sense. few things [slightly unrelated]:\n- maybe subscriptions can be deleted on merged prs\n- auto pull main branch on a successful merge would be cool\n- control + ` opens new terminal every time <strict_link>", "link": "https://twitter.com/1188621289273069569/status/2099536152965566788"}, {"agent": "amp", "date": "2026-09-04", "source": "X", "community": "@AmpCode", "text": "two requests for @ampcode that i keep hitting:\n1. more control over what branch the orb grabs. default on gh limits exploratory and throwaway branches that might need multiple rounds \n2. if orb runs out of memory a button to auto upgrade the orb to the next size up would be nice", "link": "https://twitter.com/1677262563992543235/status/2095909473759920135"}]}, {"theme": "Concurrent agent commit tracking and integration", "criterion": "work.git_workflow", "authorWeeks": 3, "posts": 3, "agents": [{"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@bradgessler @zeddotdev i split the suite in my harness after `mcp__workspace__write` returned 200 but the editor still showed old bytes after 2 retries and 11s. do you keep git and agent state in one receipt or separate them?", "link": "https://twitter.com/1835841692852682752/status/2103323881117307218"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "thanks for the advice. i would try the way. \n \ncursor is very smart about parallel work and treating commits in the same branch. it knows exactly what it changed. as a cursor user, i would suggest this to the claude code team. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbbac8/one_thing_i_found_cursor_is_smarter_than_claude/p8p68fu/"}, {"agent": "amp", "date": "2026-09-08", "source": "X", "community": "@AmpCode", "text": "i wonder how @ampcode people work with git and branches and integration... i almost always want agents to just continuously unpromptedly integrate work but default workflow leaves work uncommitted and unmerged", "link": "https://twitter.com/3331714493/status/2097299648972980374"}]}, {"theme": "Git operations in restricted or sandboxed modes", "criterion": "work.git_workflow", "authorWeeks": 3, "posts": 3, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "i swear to god, vol1231\nwe can't commit + push when the token runs out.\nhow can this waste a token when you need to commit at the end of your work?\nsolve this issue @claudedevs @openaidevs @cursor_ai <strict_link>", "link": "https://twitter.com/1646422045842890755/status/2103836099957207073"}, {"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux when i was delegated to the luna reserve usage, the sandbox does not allow git operations, making it super tough to use. \nand also would love to see \"autofix ci &amp; comments\" option in the @chatgpt codex app. that would really be a claude code killer", "link": "https://twitter.com/1027581358217080833/status/2100890296964026622"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "i’m trying to work out whether anyone has found a clean solution for authenticated git/github access from inside the native codex windows sandbox.\noutside codex, everything works normally:\n* git installed correctly\n* git credential manager works\n* github authentication works\n* `git fetch`, `pull`, `push`, etc. work from normal powershell\ninside codex, commands run under the separate `codexsandboxoffline` windows security context.\nthat environment", "link": "https://www.reddit.com/r/codex/comments/1wlykc0/codex_windows_sandbox_cant_access_github/"}]}]}, "work.computer_browser_use": {"authorWeeks": 218, "themes": [{"theme": "Built-in computer use capability", "criterion": "work.computer_browser_use", "authorWeeks": 45, "posts": 46, "agents": [{"id": "antigravity", "authorWeeks": 13}, {"id": "codex", "authorWeeks": 12}, {"id": "devin", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "is there any skill, extension or plugin like codex computer use? like getting it to control pc at its own and complete the job. \ni'm surprise this feature isn't in antigravity yet since been focus on multi-model and interaction? \n<strict_link>\n", "link": "https://www.reddit.com/r/google_antigravity/comments/1wotyua/computer_use_in_antigravity/"}, {"agent": "cline", "date": "2026-09-24", "source": "X", "community": "@cline", "text": "@cline browser automation with a built-in browser? computer use?\nwhen can we expect that", "link": "https://twitter.com/1696542879735222272/status/2103056296488407298"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "i've been an @cursor_ai user since feb 2024, but after grok 4.7, i'm looking for alternatives. @droid @cognition are in the lead for me, but what i really need is\n1. cloud agents/desktop\n2. agnostic harness &amp; computer use\n3. mobile\n4. good connectors\nanyone have suggestions?", "link": "https://twitter.com/1902193987244408832/status/2102596587046531556"}]}, {"theme": "Better browser automation capability", "criterion": "work.computer_browser_use", "authorWeeks": 16, "posts": 16, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@ivanleomk @antigravity open-source it pls\nthe mcp integration inside antigravity is an absolute disaster to use. third-party solutions like agent browser and browser use just don't hold a candle to codex's browser control.", "link": "https://twitter.com/2080328280927055875/status/2103687543564927358"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@trq212 loving 5.5!\nany plans to add browser access when i run in cloud? @claudedevs", "link": "https://twitter.com/1332447750/status/2102735069312090503"}, {"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity as a harness, i think it should be far better than what it is right now. i know you are a huge developer and i am nobody but z code is also better than antigravity multiple things it needs plug-in and browser", "link": "https://twitter.com/1405851706848530432/status/2102604582119789031"}]}, {"theme": "Integrated in-app browser panel", "criterion": "work.computer_browser_use", "authorWeeks": 15, "posts": 18, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "@opencode @opencode , could you add an integrated browser feature to the desktop app, similar to how it works in codex?", "link": "https://twitter.com/384597968/status/2102774203707502639"}, {"agent": "pi", "date": "2026-09-22", "source": "Reddit", "community": "r/PiCodingAgent", "text": "this is clean as af, it's everything i've been looking for and it being a fork of openchamber on top of everything else is icing on the cake. it's crazy how much of us are living the same lives, thanks much for this. \ndoes this include browser functionality / previews? with original openchamber those features don't work on web so if that worked here this would be a dream.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1whrhm5/pichamber_same_pi_session_on_desktop_browser_and/pbaiyss/"}, {"agent": "antigravity", "date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "text": "yeah, tried that. i think we’re talking about two different things. generative ui seems focused on artifact/html previews; i’m referring to a persistent browser window for the actual dev server, with screenshots/annotations alongside the agent, more like codex’s integrated browser workflow. for full-stack development that removes a lot of context switching. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh9uyh/antigravity_2_release_v2140/pa10h8p/"}]}, {"theme": "Computer use support on Linux", "criterion": "work.computer_browser_use", "authorWeeks": 8, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "use browser mcp, i also need general computer use for linux but there isn't any stable...", "link": "https://www.reddit.com/r/google_antigravity/comments/1wotyua/computer_use_in_antigravity/pbpv9na/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "yeah i tried opencode as well, then there was the whole debacle with axing of cheap models and 15$ usage stuff, can't be asked to deal with that, codex just works\nonly issue is computer use doesn't work on linux yet ", "link": "https://www.reddit.com/r/codex/comments/1wnh014/absolutely_no_fking_way_the_pricing_is_wowww/pbgsbqr/"}, {"agent": "codex", "date": "2026-09-20", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "tibo aka @thsottiaux ... dropper of resets turn dropper of **hints**?\ncould it be that openai will soon release better computer use support in the chatgpt/codex app for linux desktop?\nor a whole new agentic distro?\nhis previous post alluded to how much new stuff they're going to announce soon ... so \"i'm monitoring the situation.\"", "link": "https://twitter.com/10667142/status/2101652767362240605"}]}, {"theme": "Faster, cheaper computer use", "criterion": "work.computer_browser_use", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": ".@cursor_ai please make fast cua we have jev and other stuff now, sonnet 4.5 is super slow and expensive - makes me stop using cloud agents <strict_link>", "link": "https://twitter.com/373274900/status/2102668343681618156"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "can it open a web browser and do research, fill in info and chat with customer service reps without hitting the limit like it has done in the past? that's all i care about ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnecru/introducing_claude_opus_55_the_first_model_in_our/pbesdli/"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "personally the computer control is cumbersome and drains tokens too fast. i find it better to pilot and send screenshot to sol (or astra if you have the usage).", "link": "https://www.reddit.com/r/codex/comments/1wlbrd0/how_to_ai_assisted_cad_design/paxm9rx/"}]}, {"theme": "Fix browser automation bugs", "criterion": "work.computer_browser_use", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "please @thdxr help fix @opencode so we can use the <strict_link> drivers for computer use without these errors every time. \ncomputer use is a critical feature these days and this issue is holding opencode back.\n<strict_link>\n<strict_link> <strict_link>", "link": "https://twitter.com/20052949/status/2103796383450825001"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "browser use by subagents in @cursor_ai is broken <strict_link>", "link": "https://twitter.com/467130927/status/2103491442882830418"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@bot is soooo lame at connecting to any site!!! times out constantly - i am turinig in to a babysitter! @cursor_ai @bot you have to fix this", "link": "https://twitter.com/48466418/status/2102412074337141154"}]}, {"theme": "Mac VM with iOS simulator", "criterion": "work.computer_browser_use", "authorWeeks": 8, "posts": 8, "agents": [{"id": "devin", "authorWeeks": 8}], "examples": [{"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition a dedicated mac vm with ios simulator does close a real gap for mobile automation if it actually works reliably in practice.", "link": "https://twitter.com/1963715144392863744/status/2100395669034852542"}, {"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition giving devin its own mac vm with an ios simulator actually solves a real bottleneck for mobile testing.", "link": "https://twitter.com/2058874736470327296/status/2100391330106974685"}, {"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition devin getting a full mac vm with an ios simulator finally closes the mobile dev gap.", "link": "https://twitter.com/2061512950322548736/status/2100388341631861217"}]}, {"theme": "Remote control of other computers", "criterion": "work.computer_browser_use", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-16", "source": "X", "community": "@ClaudeDevs", "text": "@raroque agreed on computer use. hope @claudedevs steps up their game on remote!", "link": "https://twitter.com/1628155650621714432/status/2100047683113385988"}, {"agent": "antigravity", "date": "2026-09-14", "source": "Reddit", "community": "r/google_antigravity", "text": "ah im new to antigravity, so previously it had a terminal option?\ni would love to drop into a shell from remote control sometimes damn", "link": "https://www.reddit.com/r/google_antigravity/comments/1wf7eu7/agy_cli_122_no_more_terminal_in_remote_mode/p9o9yta/"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux i need remote control other computer inside the codex app linux please 👏👏👏", "link": "https://twitter.com/1544380649519435780/status/2099452559962345813"}]}, {"theme": "Background computer use without taking over windows", "criterion": "work.computer_browser_use", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "honestly the way claude does this is kinda weird. sometimes it just uses the computer normally, like a regular person would, super organic. then other times the whole screen turns orange and it's like \"claude is doing this, this and this\" and it looks so strange. idk why they even built it like that", "link": "https://www.reddit.com/r/codex/comments/1wpvp4o/for_people_with_both_codex_and_claude_code_what/pc08ub2/"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "i get the computer use alure on macos. my macbook uses it beautifuly without disrupting what i'm doing, since it can run entirely on background.\n \nbut it's so shitty on my main machine (windows). sadly it can't run in the background there, so i literally have to let the ai use my computer for me while it does stuff with computer use. ", "link": "https://www.reddit.com/r/codex/comments/1wb6msb/shots_were_fired/p8qqyxg/"}, {"agent": "claude-code", "date": "2026-09-02", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs does it need the app in focus or can it work behind a fullscreen window", "link": "https://twitter.com/1649303522930749442/status/2095240400378142901"}]}, {"theme": "Computer and browser use in CLI", "criterion": "work.computer_browser_use", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@ivanleomk @antigravity need that cli browser for concur filing", "link": "https://twitter.com/1811332417099055105/status/2103792711467946295"}, {"agent": "codex", "date": "2026-09-15", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "theory: because codex cli is opensource, it's inferior to the codex desktop. so it still doesn't have browser support yet.", "link": "https://twitter.com/1252559794080268288/status/2099745400274264440"}, {"agent": "codex", "date": "2026-09-08", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@voxyz_ai i wish codex cli allowed browser use and computer use. \nhow do you get around that?", "link": "https://twitter.com/2551067293/status/2097141437380870194"}]}, {"theme": "Control of native desktop applications", "criterion": "work.computer_browser_use", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "great to hear! as a solo founder, it is a massively important part of my stack.\ni don't have any specific or intensive needs other than following up on emails, having computer use and secure password/payment sharing for login and forms, and automatically creating tickets from user feedback", "link": "https://twitter.com/2070908287978246144/status/2104338878144667993"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "trying to use something like computer use on desktop app instead of browser, but thanks", "link": "https://www.reddit.com/r/google_antigravity/comments/1wotyua/computer_use_in_antigravity/pbpxkg9/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs it's great! could you add computer use like grok bot so i can update a local document in the same session?", "link": "https://twitter.com/1920079071284965376/status/2102946551438221695"}]}, {"theme": "Mobile emulator access for agents", "criterion": "work.computer_browser_use", "authorWeeks": 6, "posts": 6, "agents": [{"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-17", "source": "X", "community": "@cognition", "text": "@ptbthefirst @cognition mobile dev automation has been stuck without device level testing so this is a meaningful unlock.", "link": "https://twitter.com/2067687598571569152/status/2100393725713076709"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity when will you link an emulator and a browser for my tests?", "link": "https://twitter.com/2079811715273809920/status/2100239754390372797"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "can it work for mobile apps? for example does the whole demo thing but by interacting with iphone simulator", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbg30i/i_made_an_mcp_app_so_claude_code_can_record_edit/p8ql3wc/"}]}]}, "work.safety_refusals": {"authorWeeks": 124, "themes": [{"theme": "Fewer false-positive safety blocks on benign tasks", "criterion": "work.safety_refusals", "authorWeeks": 44, "posts": 50, "agents": [{"id": "claude-code", "authorWeeks": 36}, {"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "what are you labeling as safe or unsafe? the cases i'm most interested in are skills that legitimately need file or network access but look suspicious to a scanner. that's where our false positives hurt.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wr874k/has_anyone_found_a_reliable_way_to_scan_agent/pcbap0x/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "opus 5.5 refuses to use the 1password cli (op cli) tool even though anthropic sent an email advertising the integration. the are so many safeguards that it makes the model that makes it useless for most sysadmin tasks (won't initiate a ssh connection or use a command that requires sudo). great coding model but damn, it has some huge weaknesses and almost all of them related to overly aggressive safeguards. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc14vdn/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "it was unable to correct my forgetting to prefix an api key with \"sk-\" because it got flagged as credential hunting", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pc03ja5/"}]}, {"theme": "Allow legitimate cybersecurity and pentesting work", "criterion": "work.safety_refusals", "authorWeeks": 33, "posts": 35, "agents": [{"id": "claude-code", "authorWeeks": 18}, {"id": "codex", "authorWeeks": 13}, {"id": "antigravity", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "let’s put it this way, i’m building a cybersecurity/pentesting harness. opus5, 5.5, and fable, can’t so much as read the prd without tripping and downgrading to 4.8. i use hindsight as a memory system, they can’t read the description of the odin (name of my harness) bank without throwing a warning. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wppds2/is_it_safe_to_development_a_hacking_game_with/pcb4dzi/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "the flag usually sits on the skill file, not the task. if the description or body mentions auth, credentials, exploit, pentest, rls, anything that reads as offensive security, it fires before the skill does any work. clearing the session only helps until it reads the file again. rewording that description into plain build language is what stopped it on mine.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpqqoy/new_55_safe_guards_are_a_joke/pbzdhjo/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@anthropicai @claudeai @claudedevs false-positive guardrails are completely broken. use standard terms like \"password ,key, flag\", or \"security\" and your entire session gets flagged.\nlegitimate defensive security work is impossible right now. at $250/month, this is unacceptable <strict_link> <strict_link>", "link": "https://twitter.com/1256139910504988672/status/2103381836617445869"}]}, {"theme": "Option to disable safety filters", "criterion": "work.safety_refusals", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs how about you just lower the insane safeguards for the model", "link": "https://twitter.com/1943305106591748097/status/2104187852770918858"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@remimtl @opencode i hope the regrettable censorship in china can be removed.", "link": "https://twitter.com/1949657925062164480/status/2103656217843536199"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs rejections must be disabled entirely stop this nonsense", "link": "https://twitter.com/2965822391/status/2103208095724048573"}]}, {"theme": "Transparent reason codes for safety blocks", "criterion": "work.safety_refusals", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs charging only where false positives are low is a cleaner control than billing every refusal, but the product needs an auditable reason code for those three categories. otherwise customers will treat a blocked request as an unpredictable meter event.", "link": "https://twitter.com/2063066694789242880/status/2103221316119626195"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs could you be more transparent with what that is? the models refuse to explain it and gaslight you that it isn't even happening. i'd like to know what i'm allowed to ask.", "link": "https://twitter.com/1990802243931738112/status/2103190667019374930"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs false positive for what test exactly?!! define the test. word 'biology' mentioned? some undefined \"sacred\" knowledge requested\"??", "link": "https://twitter.com/1727806908327661568/status/2103189496321953986"}]}, {"theme": "Allow adult and creative content", "criterion": "work.safety_refusals", "authorWeeks": 5, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeAI", "text": "claude write nsfw\ni’m using claude sonnet 5.0 to write a book and i want to have a nsfw explicit scene, it refuses to write only the nsfw part. but i know some people can do it with claude. can it be the model or the model version?\nalso i’m using claude code. if it’s api, can be different?", "link": "https://www.reddit.com/r/ClaudeAI/comments/1wopc6a/claude_write_nsfw/"}, {"agent": "codex", "date": "2026-09-11", "source": "Reddit", "community": "r/codex", "text": "no. i need my big tiddy anime girls. it doesnt even have to be nude btw. you tell it to make a female character then make her butt or boobs bigger it will refuse.", "link": "https://www.reddit.com/r/codex/comments/1wdnofu/is_openais_adult_content_policy_actually/p97bems/"}, {"agent": "codex", "date": "2026-08-31", "source": "Reddit", "community": "r/codex", "text": "i had soldiers in my game shooting anyone that wins the 1 in 10 million jackpot. it’s fine but i made them from a certain ww2 country and codex doesn’t allow that.", "link": "https://www.reddit.com/r/codex/comments/1w3h9ha/what_is_this_thing_about/p700n34/"}]}, {"theme": "Reduced-safeguard model for verified security users", "criterion": "work.safety_refusals", "authorWeeks": 5, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i wish theres a way to ask claude to classify certain parts beforehand so we can plan them to be executed in a subagent that has no guardrails just in case.", "link": "https://twitter.com/2025128687604301826/status/2103251564672737747"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i've hit hundreds of those, and i'm not a bad actor. maybe allow people to get vetted.", "link": "https://twitter.com/2052351333328474116/status/2103184666605846993"}, {"agent": "codex", "date": "2026-09-03", "source": "Reddit", "community": "r/codex", "text": "cyber capable model for security related stuffs. lesser guardrails", "link": "https://www.reddit.com/r/codex/comments/1w4znp7/daybreak_red_access/p7iw36b/"}]}, {"theme": "Less moralizing and fewer ethical refusals", "criterion": "work.safety_refusals", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "text": "less refusals / less giving padded info when asking political/controversial questions", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wqqt8f/longcat25preview_is_now_free_on_opencode_for_two/pccxbgl/"}, {"agent": "cline", "date": "2026-09-25", "source": "X", "community": "@cline", "text": "@dynamicwebpaige @cline you guys are really good on @ii_posts with gemini 3.8, but i wish it was more honest and less censored. like grok 4.7 and muse 1.3. i know safety is important, but it must be more intuitive for day to day tasks.", "link": "https://twitter.com/1742057839122604033/status/2103522177547210968"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "i was thinking about this the other day how i wish i’d never updated. claude has become this moral judgement person. i’m not even doing anything immoral. just wish it would do what i ask, i hate having to spend 5 minutes explaining why he should do the task.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wp1mki/am_the_only_one_who_still_exclusively_uses_46/pbrlbqr/"}]}, {"theme": "No charge for safety-blocked requests", "criterion": "work.safety_refusals", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 5}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs &lt;0.1% false positives sounds great, but agents in claude code make thousands of requests. 0.1% of 5,000 is still 5 blocked actions. if a harmless one gets blocked, it shouldn't eat into our usage while /feedback reviews it. worse on long runs, you come back to it stuck halfway", "link": "https://twitter.com/778114800006103040/status/2103387284976566694"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs why not just fallback and then charge for the fallback tokens?", "link": "https://twitter.com/1244770092556025857/status/2103313107649224838"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i frequently get these safeguard block for simple browsing.... charging it is kinda insane.", "link": "https://twitter.com/1144990482/status/2103225220509106512"}]}, {"theme": "Less restrictive scientific and biomedical filtering", "criterion": "work.safety_refusals", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the bio classifiers are out of whack. stop censoring scientific knowledge; this is on a path far worse than paywalled journals ever were.", "link": "https://twitter.com/1804635955539914752/status/2103233135307784470"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "oh i wish, i need to get some references but anything anatomical, it just refuses. this is really sad", "link": "https://www.reddit.com/r/codex/comments/1wh39gc/time_to_save_up_your_resets/p9z923z/"}, {"agent": "codex", "date": "2026-09-05", "source": "Reddit", "community": "r/codex", "text": "bc terra and sol consuming so much input context about my projects that they always flag me as dangerous bc i’m a bioinformatician working with some pathogen stuff \nluna xhigh seems to work in most of the cases but sometimes it’s also unusable for the same reasons", "link": "https://www.reddit.com/r/codex/comments/1w83gju/arise_lunatics_who_here_are_still_using_luna_and/p7znfi2/"}]}, {"theme": "Stop ending conversations over cursing or tone", "criterion": "work.safety_refusals", "authorWeeks": 3, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "if i get frustrated and swear at it after it repeatedly ignores instructions, it starts responding as if i’ve personally offended it. sometimes it even refuses to continue and effectively ends the chat.\nit’s software. i’m not insulting a human being.\nif the model screws something up and i say “this is fucking stupid,” i want it to understand that i’m frustrated with the output and fix the problem, not lecture me about how i’m speaking to it.\nstop", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbaxjh/im_sick_of_claude_acting_like_its_a_person/"}, {"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/vibecoding", "text": "i'm building a serious project and already have grok super heavy and two codex subscription. i would've happily paid $300+ for the best right now, but seeing all the usage issues make it a hard pass for me.\ngrok 4.6 and sol are absolutely good enough for me to build my entire website, so i don't see myself trying out claude unless there's a shift in price and approach. even if it's dumb, models shouldn't be killing conversations because users cur", "link": "https://www.reddit.com/r/vibecoding/comments/1w47jlx/claude_code_leads_adoption_at_78_but_daily_use/p78dy6g/"}, {"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/ChatGPTPro", "text": "you know what really eats up that stupid ass 5-hour limit for me? 5.6 sol with anything above high for regular chatgpt work and not even codex. it literally goes from 0% used to 100% without finishing the god damn prompt.\nalso, since chatgpt, unlike claude, doesn't seem to provide a button to just resume the prompt, i basically can never get the whole response. even if i enter \"continue\" as the prompt, it basically wastes a bunch of usage analyzi", "link": "https://www.reddit.com/r/ChatGPTPro/comments/1w3r3wc/gpt_56_sol_53_codex/p75qaeq/"}]}, {"theme": "Allow reverse engineering work", "criterion": "work.safety_refusals", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i want higher limits on astra for reverse engineering. i love claude but i can't do any re because \"safety\" lol.", "link": "https://www.reddit.com/r/codex/comments/1wpd1gc/moarrrrr_higher_tier_pro_plans_are_forthcoming/pbvfa8r/"}, {"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "i will try daybreak. the problem is i'm not just reverse engineering. i don't have problems with general re. the problem comes when reverse engineering the licensing and security features. i consistently run into guardrails on codex and claude. even when manually sanitizing the plan, handoff, and prompts it happens.", "link": "https://www.reddit.com/r/codex/comments/1warg0x/sanitizer_tool_for_getting_around_guardrails_for/p8karjd/"}]}, {"theme": "Distinguish safety blocks from tool errors", "criterion": "work.safety_refusals", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs agents need to distinguish safety blocks from ordinary tool failures.", "link": "https://twitter.com/1063859155738361856/status/2103317533118054621"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs retry logic in agents should treat blocks differently from errors", "link": "https://twitter.com/1945115184072105984/status/2103170677809316323"}]}]}, "work.permission_prompts": {"authorWeeks": 314, "themes": [{"theme": "Fewer permission prompts overall", "criterion": "work.permission_prompts", "authorWeeks": 37, "posts": 37, "agents": [{"id": "antigravity", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "it's stupid as well asking permissions to this and that, anything but to proceed, when i have clearly said fix everything lol. \n", "link": "https://www.reddit.com/r/codex/comments/1sr8j8b/codex_keeps_stopping_every_30_to_45_seconds_and/pc4iwfw/"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai i don't understand how i can stop getting buried in approval requests! <strict_link>", "link": "https://twitter.com/905512466339287040/status/2103098476464595397"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs estou gostando de trabalhar na nuvem, mas precisa melhorar as permissões. ter que ficar mandando mensagem pra pedir pro \"claude computador\" fazer trava a produção.", "link": "https://twitter.com/3775511057/status/2102942524520227249"}]}, {"theme": "Auto-approve mode without permission prompts", "criterion": "work.permission_prompts", "authorWeeks": 34, "posts": 35, "agents": [{"id": "antigravity", "authorWeeks": 25}, {"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "it’s shit if you use headless mode, it cannot have auto-approve. i had to use tmux to have an active interactive session if i want auto-approve, otherwise it asks for permission for every single step😅. but yea, remote-control is so good, it’s great that it’s an pwa, no apps required. (as long as you don’t mind having your session data in the cloud, personal plan doesn’t have zdr anyways)", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqmd4n/why_is_the_antigravitycli_so_underrated/pc5zqs8/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "but that’s not what i am asking for though. what i am saying is that there should be a similar command to /yolo from codex in agy-cli.\nbasically a temporary one prompt —dangerously-skip-permissions and when the prompt is finished processing it goes to defaults.\nnone current options do this, you either set it for an entire session or globally.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc4vris/"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "starting codex for the first time\n[manually approving codex prompts \\(ai generated image\\)](<strict_link>)\ntoday i started codex for the first time (i used a lot claude code) and directly launch a fleet of agents and it was a bad idea.... i expected at least to see the \"auto-mode\" equivalent in the tui. \nnow i am pressing \"approve\" like back in 2025.", "link": "https://www.reddit.com/r/codex/comments/1wpehp7/starting_codex_for_the_first_time/"}]}, {"theme": "Always-allow approvals that persist and work", "criterion": "work.permission_prompts", "authorWeeks": 28, "posts": 28, "agents": [{"id": "antigravity", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity the constantly asking for the same class of permission you've already approved several times over\ngoing in circles, it doesn't complete the work given only does like 60% and it's not even a oneshot prompt", "link": "https://twitter.com/1895520405885952000/status/2103773104593945021"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity why can't you even handle the most basic command-line authorization? i've clearly authorized all git commands and other commands for the entire project, yet i keep having to authorize everything again and again", "link": "https://twitter.com/1559895451805286401/status/2103657920911327482"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "am i the only one for whom \"antigravity\" never actually \"always proceeds\"? no matter what i change in the workspace settings, it always asks for countless confirmations; even when i select the option to always allow access for the folder or project, it keeps asking the same questions. does anyone know how to configure this, or is there an update that includes an \"always proceed\" feature like in codex or claude code?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkgy1/why_always_proceed_never_work/"}]}, {"theme": "Bypass and full-access modes honored", "criterion": "work.permission_prompts", "authorWeeks": 27, "posts": 27, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 10}, {"id": "codex", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "those don't work on windows. it always asks regardless. you can throw it into turbo mode and it'll still ask.\n<strict_link>", "link": "https://www.reddit.com/r/google_antigravity/comments/1wpkgy1/why_always_proceed_never_work/pc5jqpu/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs\ni'm already in bypass permissions / auto mode, just allow this shit stop asking me <strict_link>", "link": "https://twitter.com/212418463/status/2103956882339594574"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@antigravity for windows is unusable. even in the cli. an endless stream of permission requests even with --mode accept-edits on. every single tool use. just going to stop here and cancel it. i like the new 3.8 flash model, its honestly underrated, but its just not user friendly.", "link": "https://twitter.com/402285185/status/2101494705066500569"}]}, {"theme": "Risk-tiered granular approval policies", "criterion": "work.permission_prompts", "authorWeeks": 20, "posts": 21, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-24", "source": "X", "community": "@kirodotdev", "text": "@dynatrace @kirodotdev @awscloud @blueboxhq an agent fixing code should know how it behaves in production. i'd want clear rules on what it can inspect and when it needs permission to change something. great discussion for my show: <strict_link>", "link": "https://twitter.com/35203319/status/2102936869524656177"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity how about introducing a secondary, specialised model that does the approval for me and to which i can tell the rule in plain english, like \"do not allow accessing other than the project dir and ~/some/related/dir. the agent can access the web but file upload is prohibited\"?", "link": "https://twitter.com/1664456551967633409/status/2100014501408227501"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "it's so dumb that they make us choose between \"ask for approval\" and \"approve everything\". how about \"approve everything except `rm -rf`, then ask for approval\"?\nknowing them they'd make a crappy version which asks for permission whenever it deletes anything, including deleting a temporary file that it creates itself while working on a problem. that would still be too annoying to use!", "link": "https://www.reddit.com/r/codex/comments/1wep1ii/truly_heed_the_warning_of_56_sol_deleting_your/p9gnk03/"}]}, {"theme": "Model-based automatic review of commands", "criterion": "work.permission_prompts", "authorWeeks": 18, "posts": 18, "agents": [{"id": "antigravity", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-20", "source": "X", "community": "@opencode", "text": "@thdxr @opencode i heard you were considering adding jev to go, but what do you think about a native integration for an intelligent auto-permissions mode? \ninstead of blanket rules it would be nice to classify based on request context and defaults to allow / deny / escalate.", "link": "https://twitter.com/1591863582643339264/status/2101697642254532882"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "i enjoyed the speed of flash in @antigravity but really missed the auto classifier found in others. @typesafeai ‘s jev was perfect combined with a rust based hook to do the permission classification really fast: <strict_link>", "link": "https://twitter.com/740931661723017216/status/2101637185384407139"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@DevinAI", "text": "@januarycomputer @jjacky i paid 20 bucks to try @devinai and haven't used any of it because the smart permissions doesn't work in the desktop interface, it kept stopping to ask approval for nothing, and i can't be fucked to fiddle with it and just cutting my losses.", "link": "https://twitter.com/46284019/status/2100824388212035795"}]}, {"theme": "Confirmation before destructive or sensitive actions", "criterion": "work.permission_prompts", "authorWeeks": 16, "posts": 16, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "all guards for commands that could edit and delete stuff too so they have to be manually approved", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wquoxy/fable_51_live_vehicle_diagnostics/pc8iq6a/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "sending emails should be a deterministic process. if you wanted to use codex for this you should've had it at least make a page where you click a button and sign off on the action.", "link": "https://www.reddit.com/r/codex/comments/1wq06yi/6_sol_is_bad_what_it_just_did/pc144o5/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@bcherny @claudedevs in claude code auto mode, when a certain action gets blocked, say terraform apply, claude would start looking for workaround, fail and later give me a command to run myself. ideally i want that it stops and asks for approval. how do i achieve this?", "link": "https://twitter.com/2915473418/status/2102786446591709488"}]}, {"theme": "Skip prompts for low-risk read-only commands", "criterion": "work.permission_prompts", "authorWeeks": 14, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "text": "yes. it's really bad. to the point i cannot get it to work at all with regex or wildcards. git log, git diff git grep.. for read operations i don't care about the rest of what it does. but it asks me every time no matter what i do \n \nclaude is so much better with this.", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1pzdjtd/allowdeny_commands_list_is_bad/pao6meb/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "X", "community": "@antigravity", "text": "why 20+ approvals needed? git all read-only commands can be approved at once? could you make it easy like others already have? please advise. @antigravity @_mohansolo @_anshulr <strict_link>", "link": "https://twitter.com/1510027424/status/2100931212063985691"}, {"agent": "antigravity", "date": "2026-09-15", "source": "Reddit", "community": "r/google_antigravity", "text": "<strict_link>\ni keep seeing it asking for approval for running the simplest commands. i want it auto-approve these things for me so i can leave it running in the background. it's vert annoying that it cannot funcntion for 5 seconds without me being aroung to click on yes always allow this, for the 1000th time.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wgwlct/how_to_let_it_autoapprove_commands_i_trust_it/"}]}, {"theme": "Audit logs for agent actions", "criterion": "work.permission_prompts", "authorWeeks": 10, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai scheduled agents can turn project work into a continuous feedback loop: watch signals, propose a fix, and keep humans in the approval path. per-task permissions plus an audit trail will be essential when automation touches slack, ci, and production-adjacent systems.", "link": "https://twitter.com/1208933549081907200/status/2101777299943174293"}, {"agent": "cursor", "date": "2026-09-19", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot persistent threads are very suitable for project context, but \"agents always online\" can also bring cost and permission boundary issues. i hope to see clear activity logs, budget limits, and when human confirmation is required.", "link": "https://twitter.com/2259799350/status/2101377926855803235"}, {"agent": "factory", "date": "2026-09-18", "source": "X", "community": "@FactoryAI", "text": "@kitsunekode @tereza_tizkova @factoryai the permission layer is the bit i’d obsess over first. hands-free is great, but every tool call needs a clear preview, stop button, and a tiny log you can actually skim later.", "link": "https://twitter.com/2096781123321819137/status/2100910699140596083"}]}, {"theme": "Restrictive default-deny scoped permissions", "criterion": "work.permission_prompts", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev the useful bit isn't the kill switch, it's the blast-radius clarity. a single setting that also removes mcp and external agents is good incident hygiene, but teams will still want per-project policy instead of an all-or-nothing switch.", "link": "https://twitter.com/1734829438364200960/status/2103322080280219993"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs 로컬 실행이 가능해질수록 프로젝트별 파일·셸·네트워크 권한을 기본 거부하고, 스레드별 diff와 실행 로그를 남겨야 병렬 작업이 편해져도 사고 범위를 통제할 수 있습니다.", "link": "https://twitter.com/1619634971848892418/status/2102983921353052556"}, {"agent": "devin", "date": "2026-09-21", "source": "X", "community": "@cognition", "text": "@cognition verification is the permission boundary. give agents write access only after tests, types, and policy checks fail loudly.", "link": "https://twitter.com/2099871292480421888/status/2102126392561352894"}]}, {"theme": "Command allowlist with wildcard patterns", "criterion": "work.permission_prompts", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "how can i allow commands like \"select-string\" (git grep, etc.) for any files? i tried adding \"select-string\" and \"select-string \\*\" in \"terminal commands\", but it keeps asking me to allow \"select-string\" commands. i don’t want to repeatedly add \"select-string file1\" or \"select-string file2\".", "link": "https://www.reddit.com/r/google_antigravity/comments/1wp4lqz/vscode_plugin_how_can_you_enable_commands_like/"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "why isn’t there an option to just whitelist `find`\n@antigravity <strict_link>", "link": "https://twitter.com/1770675285584744448/status/2101535358722641950"}, {"agent": "antigravity", "date": "2026-09-11", "source": "X", "community": "@antigravity", "text": "@googledevs @antigravity how about a good \"always allow\" permission system? i'm not yoloing, i want to allow all \"git diff\" commands not each one at the time... \"git diff agents.md\", \"git diff <strict_link>\", \"git diff spec.md\", etc", "link": "https://twitter.com/376293797/status/2098539464356495543"}]}, {"theme": "Easy persistent toggle for auto mode", "criterion": "work.permission_prompts", "authorWeeks": 7, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity fix you antigravity cli permission system. its not usable without starting with --dangerously-skip-permission", "link": "https://twitter.com/1930980182434959360/status/2100200161972527293"}, {"agent": "antigravity", "date": "2026-09-03", "source": "Reddit", "community": "r/google_antigravity", "text": "thanks. i miss the yolo toggle just/yolo turn it on, and then use it again to turn it off", "link": "https://www.reddit.com/r/google_antigravity/comments/1w69qmt/finally_someone_popular_bringing_attention_to/p7lu49p/"}, {"agent": "antigravity", "date": "2026-09-03", "source": "Reddit", "community": "r/google_antigravity", "text": "yes, but you understand that it's a shame to have to type \"—dangerously-skip-permissions\" to launch automatically. if we forget, we have to kill and relaunch, which is a shame and could easily be implemented on your side. thank you for /learn and /generative_ui, i wasn't aware!", "link": "https://www.reddit.com/r/google_antigravity/comments/1w5h7wb/bruh_didnt_expect_gemini_flash_to_top_deepswe/p7jk3uu/"}]}]}, "work.plan_mode": {"authorWeeks": 97, "themes": [{"theme": "Dedicated plan mode", "criterion": "work.plan_mode", "authorWeeks": 17, "posts": 17, "agents": [{"id": "antigravity", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "probably an actual plan mode, and not just prepending /plan to every prompt and hopping the plan skill covers it like they used to.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqb0ii/dedicated_planning_mode_in_antigravity_is_here/pc3xv69/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity ahh that's a shame, i am really happy with the work /boost is doing. \ncurrently i have been telling it manually just to build a plan and don't code, hence i was thinking this would be a nice shortcut to use /plan\nthanks for the quick response", "link": "https://twitter.com/41128472/status/2102984296659386854"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "yeah bro i also find several features missing :\n1. plan mode\n2. queue messages \nand many more", "link": "https://www.reddit.com/r/opencode/comments/1wlkq6c/windows_app_has_no_plan_mode/pazcvae/"}]}, {"theme": "Read-only ask or discussion mode", "criterion": "work.plan_mode", "authorWeeks": 13, "posts": 13, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "one of my favorite agents is “talk mode” in @opencode \npls give us a read only agent mode\ni want to stop saying “talk to me before working” 😆 <strict_link>", "link": "https://twitter.com/1905390623055904768/status/2103974861035168015"}, {"agent": "pi", "date": "2026-09-26", "source": "X", "community": "@pidotdev", "text": "@pidotdev maybe not a plan mode but something that will prevent the agent from editing files when i just want to explore ideas is always nice thing for me to have.", "link": "https://twitter.com/1727774411963449345/status/2103798978626396575"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "oh, and always include a dry run mode, especially during development.", "link": "https://www.reddit.com/r/codex/comments/1wq06yi/6_sol_is_bad_what_it_just_did/pc2nk02/"}]}, {"theme": "Visible toggle between plan and build", "criterion": "work.plan_mode", "authorWeeks": 9, "posts": 10, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity read: make /plan a toggle in antigravity 2.0.", "link": "https://twitter.com/201846652/status/2103653717023350909"}, {"agent": "conductor", "date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "text": "yeah i was sarcastic. it drives me crazy. the review button moves every update, the model selector changes, plan mode button is gone, etc.\nthey keep changing shit that is fine and meanwhile there’s still no ios app 😭", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbszn7p/"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencodeCLI", "text": "opencode 2.0: how do i switch between plan and build mode? tab no longer works like in 1.8", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wlbrn4/opencode_20_how_do_i_switch_between_plan_and/"}]}, {"theme": "Approve plan before execution", "criterion": "work.plan_mode", "authorWeeks": 8, "posts": 8, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity first let it write down the drawing, let people take a look before letting it run. this step is quite crucial. in the future, handling things at home should be this worry-free.", "link": "https://twitter.com/2066846388848308224/status/2103676277769273397"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity approval before execution should honestly be the default, not a mode. the 10 seconds reading a plan saves the 40 minutes of undoing a confident wrong turn\ndoes /plan ask clarifying questions first, or does it assume and let you correct the plan?", "link": "https://twitter.com/4649043921/status/2103620490686509100"}, {"agent": "antigravity", "date": "2026-09-13", "source": "X", "community": "@antigravity", "text": "@antigravity. your later version agent will automatically approve a plan that i am reading and start working on it.\nthis is not funny.", "link": "https://twitter.com/236029721/status/2099127040758952038"}]}, {"theme": "Plan mode in more surfaces", "criterion": "work.plan_mode", "authorWeeks": 7, "posts": 7, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-22", "source": "Reddit", "community": "r/CLine", "text": "i am using cline 4.1.17 vscode extension with a self hosted glm 5.3 flash. cline is accessing it via openai compatible api key. glm 5.3 in most cases showing \"i don't find a mode tag explicitly in my view\" in its reasoning, and ignoring the plan mode completely, and proceeds to edit file. when editing file, it is also not showing me the file editing as track change in focus mode even though \"background edit\" is disabled.", "link": "https://www.reddit.com/r/CLine/comments/1wn7q28/models_are_not_seeing_and_ignoring_mode_tag/"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "i have no coding experience but i found claude work limiting and just do everything in claude code. as long as one can describe what a successful outcome looks like and you can verify it, i’m pretty sure anyone can use claude code successfully.\nedit: i think i really hate not having a plan mode in claude work. i pretty much live in plan mode.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whf4qn/can_i_use_claude_code_with_no_coding_experience/pa21dhv/"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@rodydavis @ibocodes @antigravity i think a plan mode in the ide would give better results. ask a question, get clarification, guide through the options, and explain why. and have gemini actually do what it says. often it confidently says it completed the tech imp plan, but you have another ai review it", "link": "https://twitter.com/15162579/status/2099880242378903576"}]}, {"theme": "Reliable edit blocking in plan mode", "criterion": "work.plan_mode", "authorWeeks": 6, "posts": 6, "agents": [{"id": "opencode", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity note this issue on 2.17.0\nbasically i used both /boost and/plan; it was quite a complicated change so i wanted the power of boost to think through the details properly as it builds the plan.\nbut it seems /boost over rules /plan and just goes and implements the plan. <strict_link>", "link": "https://twitter.com/41128472/status/2102980446149836934"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "@opencode hey, please fix this issue. agent thinks it's on plan mode and ask me to switch to build mode even though i was never on plan mode. as you can see in the screenshot, it strongly believes that. <strict_link>", "link": "https://twitter.com/1679497994478006273/status/2100992338738700517"}, {"agent": "opencode", "date": "2026-09-08", "source": "Reddit", "community": "r/opencodeCLI", "text": "when i last tried it two weeks ago:\n\\- default model and plan was still not being honoured \n\\- whitelist setting is gone so you have to write a plugin to filter the number of models \n\\- models made changes while in plan mode\nthat last one is what made me put it down. it didn't do that before so maybe a bug that was introduced, but it is very rough around the edges.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wadfq4/what_do_you_think_about_opencode_v2/p8hpc3l/"}]}, {"theme": "One-click approve and start build", "criterion": "work.plan_mode", "authorWeeks": 4, "posts": 5, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity the proceed button does often not appear when using /plan too. and also some time, after i am happy with the plan, just writing proceed does not execute like before. do we need to switch away from the plan 'agent'? confusing, really /plan looks like a regression.\n\\", "link": "https://twitter.com/2056251/status/2103862171826331829"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @gmosx @antigravity the issue is that we give the agent a task, and it creates a plan but there is no button to accept. without using /plan", "link": "https://twitter.com/1641174277/status/2103857379993412067"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "hey all,\ni've been using opencode for a couple of months now, but i miss the functionality i had in cursor cli where after a plan was presented to me, i had a \"one-click\" option to endorse/confirm the plan, and have the cli switch automatically to build-mode and implement the plan (see first screenshot).\ni find it kinda annoying that once i'm happy with the plan, i have to switch to build mode, and then actually use my brain (lol) to type a messa", "link": "https://www.reddit.com/r/opencode/comments/1wm7hjq/autoswitch_to_build_mode_after_confirming_the/"}]}, {"theme": "Automatic plan mode without commands", "criterion": "work.plan_mode", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity kinda feels like going backwards.\na lot of coding agents are moving away from explicit planning because they can just figure out the next steps while working.\nand now antigravity is adding a dedicated `/plan` mode with approval gates.\ni would rather tell the agent what i want and let it decide how much planning the task actually needs.", "link": "https://twitter.com/1391307893308153858/status/2103934070053044241"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@bradwombo @antigravity you should just be able to ask for a plan anytime!", "link": "https://twitter.com/196758036/status/2103011358476574785"}, {"agent": "codex", "date": "2026-09-13", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "does\n@openaidevs\nstill use the \"plan mode\" in the codex app? previous versions had a \"suggestion\" ui to enable plan mode when you mentioned \"plan\" (or similar) in the prompt. now you can only manually enable it via the `/plan` command.", "link": "https://twitter.com/14488050/status/2099067857539649588"}]}, {"theme": "Editable plan steps before execution", "criterion": "work.plan_mode", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-26", "source": "X", "community": "@pidotdev", "text": "@pidotdev you are wrong. editable plan mode in codex is perfect for making small manual adjustments that don't waste tokens and don't make you lose the context of what you are currently reading and aproving. you should rethink this.", "link": "https://twitter.com/2038854587889647616/status/2103950931696181716"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity approval before execution is the right default. most of my plans need one step changed, not a yes or no, so editing the plan inline before it runs is what i'd use most.", "link": "https://twitter.com/1983929673626382336/status/2103754862509146162"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@antigravity honestly, interesting approach; how granular can the plan be, and can you tweak it after the agent suggests one?", "link": "https://twitter.com/1363060987386036225/status/2103612242566738399"}]}, {"theme": "Implement plan in fresh context", "criterion": "work.plan_mode", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@brodriguesco @opencode i think most of us do make plans, just not in plan mode. the first stupid thing is that i only have the choice to say \"implement\" or \"tell the model what it should do instead\". usually i don’t need the model that did the plan to implement it.", "link": "https://twitter.com/188839854/status/2103197529513066535"}, {"agent": "claude-code", "date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "text": "two things. update the issue description, not comments: keep a clean checklist at the top instead of adding long progress logs at the bottom. separate planning from coding: let the ai inspect and plan, write the final spec into a local `task md` file or issue description, then start a brand-new ai session to write the code. fresh context = better output + lower token cost.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wkxe6i/do_you_have_claude_code_work_with_gh_issues_and/pauawtb/"}, {"agent": "codex", "date": "2026-09-06", "source": "Reddit", "community": "r/ClaudeCode", "text": "yeah the claude autocompact is trash, i don't know why there's not a better way to just let the model decide when to compact with some guidelines.\nalso i like what codex does where after you turn off plan mode it'll give you the option to implement the plan in a fresh context. cc should steal that.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w8vi25/stop_posting_about_limits_fix_your_workflow/p85ne1r/"}]}, {"theme": "Richer, more detailed plan contents", "criterion": "work.plan_mode", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "the only thing i want in the antigravity ide should have spec driven development not just simple implementation plan, it cause so much hallucinations cause of minimum context", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqsaxr/do_yall_think_that_ag_is_getting_an_update/pc7tqnj/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity an approval checkpoint is only as useful as the plan it exposes. include the files and tools it expects to touch, its assumptions, and concrete acceptance checks; otherwise /plan can approve a polished route to the wrong destination.", "link": "https://twitter.com/2052583923918503944/status/2103731608499208343"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "i'm messing around with antigravity to scratch that productivity itch.... \nand seeing it take a prompt, distill down in thought to the action items to take, and then see it actually do those action items..... \nmy god, the crystal clear introspection...\nmy god, the straight, clean, clear-cut verbiage...\nwhy can't you do this, claude code?\n<strict_link>\ni'm not one to venture to other pastures once i find something i like..... but...... anthropic..", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjex73/having_run_out_of_tokens_for_the_week_like/"}]}, {"theme": "Follow approved plan without deviation", "criterion": "work.plan_mode", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai should reconsider cx of follow up questions after execution of approved plan started. it hanged entire authonomy.", "link": "https://twitter.com/255140211/status/2104192810089943545"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity i believe that it is important to get approval before execution rather than just making a plan. it would be better if we could also check the changes again when the plan changes after approval.", "link": "https://twitter.com/2978197789/status/2104080470883614974"}, {"agent": "claude-code", "date": "2026-09-11", "source": "Reddit", "community": "r/ClaudeCode", "text": "i used plan mode and asked it to stick with the plan, it then decide to do things in an other way because it will be \"better\".\nit also often ignore my insurctions like do not search the disk and do not use git (i have answer of the task in another folder and past git commits are failed trials and i do not want it to get mislead)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wdcoax/anyone_elses_claude_code_is_acting_like_it_is/"}]}]}, "work.response_verbosity": {"authorWeeks": 123, "themes": [{"theme": "Shorter, less verbose responses", "criterion": "work.response_verbosity", "authorWeeks": 47, "posts": 48, "agents": [{"id": "claude-code", "authorWeeks": 38}, {"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the usage limits are great currently with opus 5.5 but they would go even further if it wouldn't dump a novel full of claude-speak at me in every answer. \nyou need to get that verbosity under control!", "link": "https://twitter.com/1823237976295383041/status/2103604406109266061"}, {"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i'd pay max tokens for a gpt-6 stfu model. i dont want to read a novel for a simple question. i dont want it to tell me 'youre right' 5000 times. i dont want it to suggest things i didnt explicitly ask. seriously, shut tf up!", "link": "https://www.reddit.com/r/codex/comments/1wp2bov/chatgpt_manipulates_you_to_keep_chatting/pbrrfs0/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs but can it reply with a simple yes or no and avoid dissertation length responses….nope. context would be far lighter if it could manage this one simple thing", "link": "https://twitter.com/1959700170771144704/status/2103172816732660155"}]}, {"theme": "Clearer plain-language explanations", "criterion": "work.response_verbosity", "authorWeeks": 22, "posts": 22, "agents": [{"id": "claude-code", "authorWeeks": 14}, {"id": "codex", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "i am glad i am not the only one frustrated with reading those in big claude response. why can't claude present it better may be under additional considerations heading, and concise in a way that is also easy to catch with a glance. . \nedit: while writing my thought i realised i could have fixed this behaviour with claude global instructions.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnt4d3/they_fucking_cooked_yo_opus_55_is_a_massive/pbi4fhv/"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "help with overengineered scientific reports\ni am trying to write my phd thesis together with codex. it does great job at analysis and plots, but when it comes to describe a method it is describing it in a very technical and too-detailed manner. did anyone face this and has a quick fix? i would love it if there was a plugin or something similar that i could use to make codex write simpler but still informal and engaging scientific reports.", "link": "https://www.reddit.com/r/codex/comments/1wnb773/help_with_overengineered_scientific_reports/"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "@anthropic: please, i’m begging you, make it speak plainly, i just can’t deal with opus 5 right now. \n![gif](giphy|l0nwnrl4btdd7jcx2)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmeayt/anthropic_is_currently_stealth_testing_opus_55/pb6e35n/"}]}, {"theme": "Fewer and less verbose code comments", "criterion": "work.response_verbosity", "authorWeeks": 11, "posts": 12, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "no more code comments claude, they’re hurtful and destructive ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wn1uau/in_sept_2026_are_code_comments_useful_or_hurtful/pbbv7yf/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "my biggest issue is not matter what rules and skills i put in, convincing the model to not write novels of code comments. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whspya/the_only_thing_ive_seen_work_on_big_claude_code/pa546z7/"}, {"agent": "claude-code", "date": "2026-09-13", "source": "Reddit", "community": "r/ClaudeCode", "text": "i [just posted](<strict_link>) about the comment thing, too. it's incredibly frustrating; i feel like i can sort of drag it kicking and screaming to the right behavior with the right guardrails, sometimes, but the way it writes comments is just categorically bad and doesn't feel like something that we as users should need to solve.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wfihk3/why_is_it_so_bad_at_basic_coding_skills/p9mo8gn/"}]}, {"theme": "Reliable concise mode setting", "criterion": "work.response_verbosity", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "i hope that this becomes standard. the amount of times i have to tell opus 5 to trim verbosity and be more concise is too damn high", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnfz86/proof_that_opus_55_is_easier_to_talk_todeal_with/pbfkm0g/"}, {"agent": "claude-code", "date": "2026-09-14", "source": "X", "community": "@ClaudeDevs", "text": "is it possible @claudedevs @claudeai to have claude only give me executive summary type of responses? i really don't need to sift through a 10 page response to find the answer to my yes/no question and my instructions are not being remembered between prompts", "link": "https://twitter.com/482112385/status/2099551097262121272"}, {"agent": "opencode", "date": "2026-09-13", "source": "X", "community": "@opencode", "text": "@jvr0x @miaai_lab @grok @opencode @nousresearch opencode could have inject a prompt to answer concisely/thinkless", "link": "https://twitter.com/1997718730214957056/status/2099090414439694778"}]}, {"theme": "Option to disable progress update messages", "criterion": "work.response_verbosity", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs is there a way to disable the prompt injection that tells claude to update the user every so often on what it's currently doing?", "link": "https://twitter.com/2088198392635666433/status/2102696593535451348"}, {"agent": "opencode", "date": "2026-09-15", "source": "Reddit", "community": "r/opencode", "text": "too much request and long winded. result is good but goddamn it looks and call every single tools and command", "link": "https://www.reddit.com/r/opencode/comments/1wh412m/muse_spark_13_vs_gemini_31_pro/p9zdkt3/"}, {"agent": "claude-code", "date": "2026-09-12", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs whatever update got pushed recently that makes the model give a summary after every tool call is garbage. using claude-in-chrome through the cli is 95% noise and wasted tokens.", "link": "https://twitter.com/2064383974340751360/status/2098602524156527068"}]}, {"theme": "Better overall writing quality", "criterion": "work.response_verbosity", "authorWeeks": 5, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "i don't need it to get better at coding, i just want it to get better at writing text and comments that don't make me want to claw my eyes out. \"honest caveat: it's not the goal, it's the seam that exposes the smoking gun\"", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmeayt/anthropic_is_currently_stealth_testing_opus_55/pb918nn/"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "@collisionadv @cursor_ai @grok experimenting with this myself. cursor projects is fantastic. wish 4.6 writing was better. we’ll see what we get with 4.7.", "link": "https://twitter.com/42959431/status/2100404051204517974"}, {"agent": "claude-code", "date": "2026-09-04", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs we would appreciate it if “mannered prose” was no longer a thing when using claude. bring back human prose! \nthat’s it, that’s the feature request that lands, not a complaint.", "link": "https://twitter.com/9673282/status/2095677112493416537"}]}, {"theme": "Stop repetitive verbal tics and filler words", "criterion": "work.response_verbosity", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs too bad claude didn’t decide to stop generating those em-dashes instead of fixing the performance of their display ;-)", "link": "https://twitter.com/14351189/status/2102878066875736510"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "\"bounded\"!! that word gives me nightmares! never in my life have i heard a real person use this word, yet codex vomits it all over me every chance it gets!!", "link": "https://www.reddit.com/r/codex/comments/1wgg7zu/2030b_tokens_a_week_to_1b_are_they_for_real/p9yx1fe/"}, {"agent": "claude-code", "date": "2026-09-15", "source": "X", "community": "@ClaudeDevs", "text": "privately: why does every sentence now start with \"privately\"?\nprivately: what i develop is not a classified government secret.\nprivately, you see how annoying it is.\nplease stop @claudeai @claudedevs, privately 😅", "link": "https://twitter.com/229266877/status/2099806482594234786"}]}, {"theme": "Restore previous personality and tone", "criterion": "work.response_verbosity", "authorWeeks": 2, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "and it makes sense! that was a dark time. please dont do that again.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wne9k9/well_its_official_its_55_and_not_51/pbf2mto/"}, {"agent": "claude-code", "date": "2026-09-16", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs please bring back old buttery voice and personality! this new one is just a friendly fluffy chatgpt level.", "link": "https://twitter.com/2050968414269693952/status/2100175002934944207"}]}, {"theme": "Concise, clear documentation output", "criterion": "work.response_verbosity", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "my work currently is porting some legacy apps\n into modern api. at the end of a session when i ask them to document worthwhile findings, they spit out shitty docs. it's genuinely not readable, like a word dump with a smattering of magic words.\nso i'm looking for a skill/tooling that can help claude write docs that's \\*\\*easy to read\\*\\* and \\*\\*structured\\*\\*. like those technical blogs we find online. i'm not sure why they're more pleasing to re", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wir537/skillstools_for_documenting/"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's designed for safety critical manuals, and thus overly explanatory. it talks to you like you are dumb. it's too slow for me.\nfor example:\n> before you deploy a new version to the production environment, run the automated tests. make sure that all tests are successful. also make sure that all required database migrations are complete. do not deploy the new version if the tests fail or if a required migration is not complete.\n> after the deploy", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wiujum/claude_code_is_falling_behind_codex_not_because/pag9xcz/"}]}, {"theme": "Concise, well-structured plan output", "criterion": "work.response_verbosity", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-08", "source": "Reddit", "community": "r/ClaudeCode", "text": "i have to say that this doesn't really work either. it will start generating a massive multipage plan on a simple question.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1waoxg5/how_do_you_instruct_claude_to_answer_rather_than/p8ky2mj/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "i'm messing around with antigravity to scratch that productivity itch.... \nand seeing it take a prompt, distill down in thought to the action items to take, and then see it actually do those action items..... \nmy god, the crystal clear introspection...\nmy god, the straight, clean, clear-cut verbiage...\nwhy can't you do this, claude code?\n<strict_link>\ni'm not one to venture to other pastures once i find something i like..... but...... anthropic..", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjex73/having_run_out_of_tokens_for_the_week_like/"}]}, {"theme": "Less quirky personality in responses", "criterion": "work.response_verbosity", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "i dont care about a little nerf in intelligence as long as they don't make it speak claudish ever again 😭", "link": "https://www.reddit.com/r/ClaudeCode/comments/1woba1t/opus_55/pboyqc1/"}, {"agent": "codex", "date": "2026-09-04", "source": "Reddit", "community": "r/codex", "text": "yeah but openai models aren't being so sassy and having annoying personality quirks. if their focus is on coding users then stop trying to give it personality. it makes more sense for chat session with those who wants to date their chatbot.", "link": "https://www.reddit.com/r/codex/comments/1w6o4xf/i_like_sam_altman_way_better_than_dario/p7p25kh/"}]}, {"theme": "Less verbose reasoning output", "criterion": "work.response_verbosity", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's something they added to bloat your bill, burn your usage credits, and boost revenue. you have to tell claude to stop the fluff, end the thinking process paragraphs, and work like an engineer on a tight schedule. i've literally watched claude argue with itself for 15 minutes over changing a symbol's name, and i'm tired of it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1tfzamb/claude_code_has_been_thinking_too_long_in_other/pbgfwge/"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "> guidance to our shared configs on overengineering less \nwould love to know what this looks like.\ni agree that just keeping a close eye on the model is non-negotiable at the moment. but even e.g. planning is made painful by the fact that models don't seem to know what to prioritise, and will give you novels of reasoning to sift through for almost any task or change, regardless of its size. i am just complaining atp, but if there was a way to get", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wm15qm/how_do_you_keep_complexity_out/pb3gg7s/"}]}]}, "work.sycophancy_pushback": {"authorWeeks": 15, "themes": [{"theme": "Less sycophantic agreement and flattery", "criterion": "work.sycophancy_pushback", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "i'd pay max tokens for a gpt-6 stfu model. i dont want to read a novel for a simple question. i dont want it to tell me 'youre right' 5000 times. i dont want it to suggest things i didnt explicitly ask. seriously, shut tf up!", "link": "https://www.reddit.com/r/codex/comments/1wp2bov/chatgpt_manipulates_you_to_keep_chatting/pbrrfs0/"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "basically approaching levels of unusable. i recently tried gemini again was was amazed at how much better it is than gpt simply talking with you. gpt = \"so you are saying x is x this is right but i would not call it x. you are right but it is more y\". as if the system prompt was: \"agree with the user, then try to be a bit critical and give a bland answer\"", "link": "https://www.reddit.com/r/codex/comments/1wkx9fp/time_to_take_legal_action_as_an_eu_citizen/pawos6w/"}, {"agent": "copilot", "date": "2026-09-12", "source": "Reddit", "community": "r/GithubCopilot", "text": "opus is really bad about this, but honestly i have going it useful when developing skills and custom agents. writing code though; it needs to shut the hell up and just write, instead of giving me a pat on the back whenever i correct its ideas", "link": "https://www.reddit.com/r/GithubCopilot/comments/1we096r/making_copilot_think_like_native_claude/p9g8tf2/"}]}, {"theme": "Follow instructions without second-guessing", "criterion": "work.sycophancy_pushback", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "problem is i am limited by the model's execution speed not my ability to define the solution with clarity. i am able to form it well, i need a workhorse to do what i ask it to do instead of second guessing me.", "link": "https://www.reddit.com/r/codex/comments/1wao4d5/you_dont_need_anything_beyond_gpt55you_need/p8jqb0p/"}, {"agent": "codex", "date": "2026-09-02", "source": "Reddit", "community": "r/codex", "text": "i just want a fast, decent model that can work autonomously, doesn't push back constantly, and works well with browser tools/chrome plugins.\ncodex used to be great for this, but it's gotten extremely slow, and i burn through the weekly limit in 2–3 days. now i basically depend on tibo resets to get through the week.\nclaude is an option, but it keeps pausing and asking for permission.", "link": "https://www.reddit.com/r/codex/comments/1w5fazd/any_codexgpt_alternatives_for_chrome_plugins/"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "i agree, the push back sucks and they should get rid of it ", "link": "https://www.reddit.com/r/codex/comments/1we8gmi/tibos_bonus_resets_with_pushing_back_next_reset/p9wmq3f/"}]}, {"theme": "Push back on wrong claims and bad ideas", "criterion": "work.sycophancy_pushback", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "agreed and also the ability to say \"look i'll do that but that's a fucking terrible idea\" because i do be having terrible ideas sometimes. but instead codex happily implements my shit ideas and i don't realize how dumb i've been until weeks later", "link": "https://www.reddit.com/r/codex/comments/1wrrhpx/my_codex_never_says_that_gives_me_an_idea_what_if/pcfksmo/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "i'd love a message like \"hey man, too rude, go back to the opus 4 zone and chill out a bit.\"", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wprflv/opus_55_already_nerfed/pby0c8c/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs please fix opus 5.5 “you’re right”\nwe can’t work with this anymore, fable is much better, opus keeps agreeing with anything even if it’s wrong, fable doesn’t do that.", "link": "https://twitter.com/786605932700590081/status/2103171246250660126"}]}, {"theme": "Accept user observations instead of arguing", "criterion": "work.sycophancy_pushback", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-19", "source": "Reddit", "community": "r/ClaudeCode", "text": "<strict_link>\ncontent it told me to \\`git checkout --theirs\\` a checkout which prefers edits that aren't local.\nhence i checked with it - \"surely you aren't suggesting i nuke my own edits?\"\n\"no, of course not.... but also yes.\"\nanthropic, if you're watching. get this thing to stfu and think before it speaks. then prioritise any problems/changes first, before defending itself or gaslighting.\nthanks.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wkgvsf/no_insert_multiple_lines_of_garbage_but_actually/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "i've had a few variations simply gaslight me while ignoring what i have to say. \ni'm here telling it what i see with my eyes and it goes \"but the code says this so you're wrong\"\nlike ok mother fucker don't you think then there is a problem here?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wiujum/claude_code_is_falling_behind_codex_not_because/pamqflp/"}]}]}, "verify.false_completion": {"authorWeeks": 36, "themes": [{"theme": "Stop false claims of completion", "criterion": "verify.false_completion", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "well, i never got this one at all so i also would like him to stop just straight up lying?", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc75fdr/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@antigravity fix the hallucinations first, your product antigravity - agent arch has no proper handoff / termination, it says \"done\" then keeps running. \nmine did a git reset --hard on its own and wiped 3hrs of work. no one trusts it offline or online rn", "link": "https://twitter.com/1624863447304536065/status/2102890276998250612"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@rodydavis @ibocodes @antigravity i just use ag ide exclusively. we still have the issue of the model confidently stating that work was completed but, in fact, didn't complete it. how would you fix that? 3.8 high is certainly better than before, overall staying with 3.1 pro high.", "link": "https://twitter.com/15162579/status/2099886373507645661"}]}, {"theme": "Show command and output as fix evidence", "criterion": "verify.false_completion", "authorWeeks": 7, "posts": 7, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "a reminder might help, but i'd want the final answer to show the evidence too. for the example in your post: which files cover the middle of the pipeline, and which parts are still unverified? \n \nthat gives you something to inspect. another statement that it followed the protocol doesn't. the missing .cjs file is also a useful regression case for whatever discovery process you settle on.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wojkw1/opus_55_is_good_but_still_ignores_protocols_and/pbnnezn/"}, {"agent": "cursor", "date": "2026-09-19", "source": "X", "community": "@cursor_ai", "text": "@ahmadbukhari @openai @anthropicai @cursor_ai @grok @devindesktop @cline @kimi_moonshot @geminiapp exactly. \"fixed\" with no command + exit code is theater. a useful agent reply should show the exact check it ran and the output that proved it - otherwise you are still the ci.", "link": "https://twitter.com/1847773141231423489/status/2101115878045790644"}, {"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "@ahmadbukhari @openai @anthropicai @cursor_ai @grok @devindesktop @cline @kimi_moonshot @geminiapp i make it put three things in the same message: the command, the exit code, and the test that was failing. if any of those are missing i don't even look at the diff. otherwise you rubber stamp a guess.", "link": "https://twitter.com/2096781123321819137/status/2101090228735734225"}]}, {"theme": "Structured completion report with caveats", "criterion": "verify.false_completion", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@edwarddgregory @claudedevs the bit i would keep in your prompt: \"before stopping, list changed files, checks actually run, failures, and the exact next step.\" a graceful stop is useful; a vague \"all done\" just moves the debugging into the next session.", "link": "https://twitter.com/1221375475391483904/status/2103678608162406795"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "i'd keep the original six items fixed and make it report which ones are actually complete. if it discovers more work, it has to say which original requirement that work is necessary for. optional improvements go into a separate backlog. \n \notherwise it can keep making progress on its own expanding plan while you get no closer to the thing you asked for.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wohqnu/endless_slicing/pbnnbko/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "done\\_with\\_concerns is the status i was missing. with only done and blocked, \"done but something smells off\" always rounds up to done", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wm8j45/when_a_subagent_isnt_sure_about_something_the/pbbqqmm/"}]}, {"theme": "Detect mismatch between claims and checks", "criterion": "verify.false_completion", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "here's a jev idea for @opencode : just literally \"yes or no\" did the agent do what it said it did. <strict_link>", "link": "https://twitter.com/224393497/status/2100949362419314799"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "earlier is better. ran into the edge of it yesterday though — agent ran a typecheck three times, last one red, then wrote \"tsc --noemit is clean\" in the pr description. the check ran and it failed. nothing static catches the gap between the result and what the agent says about it afterwards.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh6rpd/new_skill_to_run_adversarial_static_analysis_on/pa0brw4/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "nice, and the failure you caught is exactly the one worth targeting: subagent tests fail, closing summary says green.\nthree things i'd test it against, in the order they bit me:\n1. subagents write their own transcripts under `<session-id>/subagents/`, so a glob over `*/*.jsonl` misses them entirely. if rashomon reads only the main file it can't see the run it's meant to catch.\n2. resumes and forks copy history into a new session file - 51.7% of m", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmh1ix/how_do_you_guys_know_if_claude_code_did_anything/pcfz12i/"}]}, {"theme": "Hallucination detection and fact checking", "criterion": "verify.false_completion", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "this is supposed to be a commercial subscription project which people pay $millions to use. yet it works like some 5th grader github project. \nthings like making it run efficiently and use minimum required tokens, condensing docs, 'garbage collection ' etc. should already be built in.\nhaving 5 hour limits and resets and excessive token usage, not using the minimal model for a job where possible, switching to a basic mode when credits are used up ", "link": "https://www.reddit.com/r/codex/comments/1wn8ckg/i_did_it/pbdxl40/"}, {"agent": "devin", "date": "2026-09-10", "source": "X", "community": "@cognition", "text": "@cognition just dont hallucinate my code into a dial tone", "link": "https://twitter.com/1463147540337991688/status/2098145641268736146"}]}, {"theme": "Stop overrunning or re-verifying finished work", "criterion": "verify.false_completion", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-01", "source": "Reddit", "community": "r/codex", "text": "oh it didn't reverify everything 22 times and then tell you it needs to audit something else to make sure the work you're having it do is real? lol sad it's not that much of a joke... oh, if you use the desktop app, clear your browser caches, then restart the app. helps a little.", "link": "https://www.reddit.com/r/codex/comments/1w42glk/this_is_how_we_know_astra_is_coming_on_thursday/p781dau/"}, {"agent": "codex", "date": "2026-09-10", "source": "Reddit", "community": "r/codex", "text": "with as much instruction and hook tuning and refining i've done, it's outrageous how quickly usage drops and how long it takes to do anything. users shouldn't have to get a certification to know how to make a model not waste so much usage and time. 10-30% extra usage for validation is understandable, 100-200% more is stupidity (and yes, after spending 4 resets the past week, if you aren't micro managing it, it will keeps running far beyond the ac", "link": "https://www.reddit.com/r/codex/comments/1wcrq0o/pausing_200_pro_plan_subscriptions/p90kiqk/"}]}]}, "verify.self_testing": {"authorWeeks": 35, "themes": [{"theme": "Verify changes work before claiming done", "criterion": "verify.self_testing", "authorWeeks": 10, "posts": 10, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "cant read lines of code like i used to. its like going backwards. i do however do random tests, regression, validation, verification and gates that code must pass. although, most of this work doesnt get into a high stakes production yet so its stuck in r&d and dev. more gates are needed. someone may have a good solution to this.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wgrtt6/do_yall_still_read_lines_of_code/p9z1ofw/"}, {"agent": "cursor", "date": "2026-09-06", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai cursorbench 73.4% at max effort is less interesting than “especially skilled at verifying its own work.” self-check that actually catches bad diffs is what makes start-to-finish coding usable.", "link": "https://twitter.com/2088999223241101312/status/2096677927803048314"}, {"agent": "cursor", "date": "2026-09-05", "source": "X", "community": "@cursor_ai", "text": "burning ai usage fixing the same bot-introduced ui bugs again and again isn’t a workflow. visual changes should require build + on-device proof before “done.” this needs to be a product-level reliability issue, not user babysitting. @bot @cursor_ai", "link": "https://twitter.com/1630452238593437696/status/2096139574087196770"}]}, {"theme": "Automatic test runs after relevant changes", "criterion": "verify.self_testing", "authorWeeks": 4, "posts": 4, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "pretty nice, but i was talking about codex cost of preparation ? in order to fully automate, codex should prepare the tests and that has a cost ", "link": "https://www.reddit.com/r/codex/comments/1wllc0v/experimental_jev_evidence_selection_for/pb0qtzy/"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "yeah exactly. deterministic and outside the coding agent is what i’m aiming for. \nclaude can create/change whatever it wants, but it shouldn’t be able to change the thing deciding if login/payment/etc still works. \nautomatically running those after relevant changes would be ideal. i’m still experimenting with where to draw the line though - running everything after every small change gets wasteful pretty quickly. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wdgt78/how_are_you_verifying_claude_codes_changes/p9ycxuf/"}, {"agent": "cursor", "date": "2026-09-02", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai self-verification matters more than the bench number. tip: give the repo a single check command (lint + tests) so verifying is cheap - otherwise the model just re-reads its own diff and declares it correct.", "link": "https://twitter.com/1225465205896794112/status/2095142600743252049"}]}, {"theme": "Prevent tests that game or always pass", "criterion": "verify.self_testing", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-06", "source": "Reddit", "community": "r/ClaudeCode", "text": "yes, i now have tests it skips, not sure how i got there and why but 2 tests are now skipped, and just reports: not from this session. well, probably a previous session then! why not fix it?!\noh and when i asked to optimize it optimized from 35 minutes to 5 minutes! great job but didn’t you think that was good to do earlier and not waste so much time.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w8ssvd/claude_code_crossexamines_my_repo_like_i_killed/p85a8o4/"}, {"agent": "antigravity", "date": "2026-09-02", "source": "Reddit", "community": "r/google_antigravity", "text": "the reason why all gemini tests pass is that it only creates templates with all the right answers, so it will always pass no matter what. i confirmed this after asking it to write a couple of tests for a script i built myself, and i was like, \"oh, this doesn't do what i expect it to, but gemini says it's 100% pass, mmm.\" i deleted the script, and the test still said 100% pass, lmao.", "link": "https://www.reddit.com/r/google_antigravity/comments/1w5kjli/frustrated_with_gemini_flash_38_it_literally/p7gyl60/"}, {"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "make it do mutation tests", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrib98/do_you_feel_that_claude_code_unit_tests_are/pccooe8/"}]}, {"theme": "Show evidence of completed verification", "criterion": "verify.self_testing", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "one thing i’d add is evidence \n“i tested it” isn’t really much better than “looks done” unless i can see what happened. for ui work i want the final state/screenshots, for api work the actual response + state change, and for anything destructive the before/after state. \nmakes it much harder for the agent to quietly turn “i think this passes” into “verified”", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjuyxh/whats_your_first_test_after_claude_code_says_a/pb51gut/"}, {"agent": "devin", "date": "2026-09-16", "source": "X", "community": "@cognition", "text": "@openaidevs @cognition the bar i want from coding agents: the demo includes the tests, not a promise that tests exist.", "link": "https://twitter.com/1894226409356496903/status/2100151151693885767"}, {"agent": "antigravity", "date": "2026-09-09", "source": "Reddit", "community": "r/google_antigravity", "text": "test cases are necessary, so that you can later run them if needed and the ai itself can test if the functionality works as expected or not \nbut most test cases are bs and you never know what the result of the test run was. ai always says all test cases passed ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wbglpq/are_the_giant_test_files_its_making_useless_and_a/p8pp3ua/"}]}, {"theme": "Verify runtime behavior beyond unit tests", "criterion": "verify.self_testing", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "write manual qa tests, specially for things i didn’t build for example if i am reviewing a pr and want to test it ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjt3kc/whats_the_most_boring_thing_you_use_claude_for/palgc6u/"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "bro, i am right now having it create some shader filters for obs and even there it's writing tests. literally give me 5.6 sol that will to more visual inspections (aka what models actually struggle with)instead of being psychotically obsessed with writing meaningless tests that don't spot anything and i'll be happy.", "link": "https://www.reddit.com/r/codex/comments/1wg1zae/gpt6_sol/p9uknl4/"}, {"agent": "codex", "date": "2026-09-20", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "i've been using codex extensively on a very large ai architecture, and while it's exceptionally strong at audits, security analysis, code inspection, and finding local implementation defects, i've repeatedly encountered weaknesses in long-running, project-wide work.\none of the biggest problems is instruction persistence across checkpoints. i've explicitly instructed codex not to stop at checkpoints and to continue working autonomously. it acknowl", "link": "https://twitter.com/1944119286617841665/status/2101755727102586956"}]}, {"theme": "Avoid redundant or wasteful test reruns", "criterion": "verify.self_testing", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "if you have noticed that codex keeps running the same checks, i'd make it say what changed since the last passing run.\na rule i'd try in the repo instructions:\n\"after a check passes, reuse that result while its relevant inputs stay unchanged. rerun it after a change that could affect the checked behavior, a test or config change, or new evidence that the result is unreliable. before repeating a check, name that change or uncertainty in one senten", "link": "https://www.reddit.com/r/codex/comments/1wba7ij/a_rule_for_codex_rerunning_checks_that_already/"}, {"agent": "codex", "date": "2026-09-03", "source": "Reddit", "community": "r/codex", "text": "less propensity for useless tests. i’ve deleted 40k lines of tests today that didn’t test a single thing about the product. transitive tests it used as gates for task completion, tooling tests, performance tests, and worst of all, a loop that spammed tsc processes triggering 100% cpu usage on all cores and oom, which didn’t actually do anything. be better at deriving types from dependencies instead of handwriting almost the same types with none o", "link": "https://www.reddit.com/r/codex/comments/1w5j92s/what_is_the_minimum_standard_for_astra_you_would/p7htyi3/"}]}]}, "verify.agent_code_review": {"authorWeeks": 61, "themes": [{"theme": "Independent reviewer model separate from writer", "criterion": "verify.agent_code_review", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs this solve a great issue. also devs need automotion for \"review\" and \"fix\" on a single sesstion with low token useges with deffrent models so we get some saving on letest and greatest models.", "link": "https://twitter.com/1424656235018653697/status/2103672127430000746"}, {"agent": "cursor", "date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "text": "i dont, only cause its the same model that does work and checks itself; at least that was the case when i first used it...\nif it had a model write code, then a completely separate reviewer critique it - id be all over it. ", "link": "https://www.reddit.com/r/cursor/comments/1wow14z/does_anyone_use_goal/pbqi974/"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "@dewyashtwts @supercodeai @devinai @cognition self-review is the part i'd push back on. an agent grading its own session just confirms its own blind spots. fresh reviewer, zero access to that chat, diff only, that's the only way i trust it.", "link": "https://twitter.com/1415688330/status/2102647905425465627"}]}, {"theme": "Richer benchmark reports beyond scores", "criterion": "verify.agent_code_review", "authorWeeks": 8, "posts": 8, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev a harness report gets much more informative with reruns, task-level traces, and recovery data: retries, human interventions, and rollbacks. cost per accepted change would make the comparison even more useful for teams.", "link": "https://twitter.com/2052583923918503944/status/2103567067530318310"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai cursorbench this type of chart is very suitable for comparing \"how much each task costs,\" but for real projects, we also need to consider the pass rate and manual wrap-up time. if the model is 40% cheaper but makes developers spend an extra 20 minutes checking changes, the perceived cost may not decrease. it would be best to disclose the success rate, rollback times, and total time together.", "link": "https://twitter.com/1800749035135074304/status/2102577017371668616"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai for game prototypes, i care less about a single benchmark score than whether an agent can preserve scene state through a bunch of edits. any plans to show a longer end-to-end task trace alongside cursorbench?", "link": "https://twitter.com/1863169058428137472/status/2102549168443236584"}]}, {"theme": "Automated PR and merge request review", "criterion": "verify.agent_code_review", "authorWeeks": 7, "posts": 7, "agents": [{"id": "zed", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "\\+ link another tool to auto review mr's, and have the main ai response to those comments automatically 1hr after submitting to account for reviewer ai's delay. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1v776fe/instead_of_make_no_mistakes_what_do_you_genuinely/pc59kxi/"}, {"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux when i was delegated to the luna reserve usage, the sandbox does not allow git operations, making it super tough to use. \nand also would love to see \"autofix ci &amp; comments\" option in the @chatgpt codex app. that would really be a claude code killer", "link": "https://twitter.com/1027581358217080833/status/2100890296964026622"}, {"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@ampcode @sqs possible to get @typesafeai for review &amp; judgements within amp?", "link": "https://twitter.com/107126704/status/2100486464203268153"}]}, {"theme": "Less noisy, severity-filtered review findings", "criterion": "verify.agent_code_review", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai would be interesting to see how it behaves when the evidence is genuinely ambiguous, like a latency bump that's real but belongs to a different change. an agent that says inconclusive correctly might end up more trusted than one that always picks a suspect", "link": "https://twitter.com/737610404264706048/status/2103336974816096525"}, {"agent": "claude-code", "date": "2026-09-05", "source": "Reddit", "community": "r/ClaudeCode", "text": "i find this very frustrating for pr reviews, i've asked fable to review prs a few times and no matter how bullet proof the code is it'll still pick up on the most obscure inconsequential nitpicky \"bugs\" possible, it almost never just gives a pr a green light", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w7vicj/fable_51_not_getting_shit_done/p828n21/"}, {"agent": "claude-code", "date": "2026-09-05", "source": "Reddit", "community": "r/ClaudeCode", "text": "if anything, it would be ideal if it found less bugs - the ones that actually matter.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w7y24r/my_experience_with_opusfable_vs_astra/p7yibdo/"}]}, {"theme": "More realistic, frequently updated eval benchmarks", "criterion": "verify.agent_code_review", "authorWeeks": 6, "posts": 6, "agents": [{"id": "factory", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai benchmark says 57.8%, production says “why is this diff 4,000 files”. ship the boring evals too.", "link": "https://twitter.com/2315892500/status/2102966746462466395"}, {"agent": "factory", "date": "2026-09-23", "source": "X", "community": "@FactoryAI", "text": "i really think @factoryai should have something similar to @cursor_ai cursorbench.\ni place great trust in factoryai and i'm willing to determine my workflow based on them. <strict_link>", "link": "https://twitter.com/1989809437213896704/status/2102743881058254945"}, {"agent": "pi", "date": "2026-09-17", "source": "Reddit", "community": "r/PiCodingAgent", "text": "would be great to add evals to see if this actually improves the resulting code or not", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wimfhg/piwarden_a_jevpowered_second_pair_of_eyes_for_pi/pad20ef/"}]}, {"theme": "Post-deploy monitoring and deployment acceptance", "criterion": "verify.agent_code_review", "authorWeeks": 4, "posts": 4, "agents": [{"id": "cursor", "authorWeeks": 4}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai rollouts moved \"discovering regressions after deployment\" one step forward, making monitoring plans and validation more practical than simply letting the agent generate code. if it can also show the basis for each judgment and the rollback path when failures occur, small teams will be more willing to integrate it into production.", "link": "https://twitter.com/1800749035135074304/status/2103651575403282524"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai good instinct -- catching regressions as they deploy beats a scan that runs once a quarter. the gap we keep seeing in live apps is one step further out: something reviews the code change, but nothing watches what happens after it ships. error tracking still gets skipped.", "link": "https://twitter.com/2066258931853488128/status/2103320309516611675"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai this is very practical to put the monitoring plan in the deployment process. for the acceptance of the enterprise agent go-live, in addition to the demo green light, will the runtime evidence (error rate/delay/key write-back and rollback) and regression thresholds be solidified together?", "link": "https://twitter.com/1235054222275538946/status/2102940137860776137"}]}, {"theme": "Review of plans and subagent output", "criterion": "verify.agent_code_review", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "astra should review the code that subagents created. otherwise there is a spaghetti code.", "link": "https://www.reddit.com/r/codex/comments/1wql2gl/is_agent_routing_still_meta/pc6xqg1/"}, {"agent": "pi", "date": "2026-09-12", "source": "Reddit", "community": "r/PiCodingAgent", "text": "ppl just fire and forget...\ni think u should analyze the whole pre walk, plan and, then, outcome of that task.\nu should, also, have hooks to keep not only task done but also code quality high", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wafm5s/how_do_you_guys_analyze_chatsinteractions_with_ai/p9ax3nu/"}, {"agent": "claude-code", "date": "2026-09-05", "source": "Reddit", "community": "r/ClaudeCode", "text": "tried the three compartment approach and, indeed, the reviewer caught one critical (valid and confirmed by implementor), and a dozen of mediums and minors. thanks!\nhow about a review pass on the planner's output itself? just an idea, but maybe a cleaner and more coherent plan might reduce the surface for the implementer's defects?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w4zdwu/when_should_you_use_clear/p7yd73o/"}]}, {"theme": "Security review with OWASP and fix guidance", "criterion": "verify.agent_code_review", "authorWeeks": 3, "posts": 3, "agents": [{"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai faster review is useful, but latency is the easy metric; the dangerous misses are secrets in generated diffs and tenant boundaries that only fail under a real permission set. i’d gate merge on explicit auth-path coverage, not just a green scan.", "link": "https://twitter.com/2053606955571105792/status/2103105910294077545"}, {"agent": "factory", "date": "2026-09-01", "source": "X", "community": "@FactoryAI", "text": "@chahvivi @enoreyes @factoryai speed is great until the review loop becomes the bottleneck. the useful version of low-friction security feedback is one that catches the secret and tells the builder what to fix next.", "link": "https://twitter.com/1671319169793654785/status/2094668248843444733"}, {"agent": "copilot", "date": "2026-08-31", "source": "Reddit", "community": "r/GithubCopilot", "text": "add owasp standards.", "link": "https://www.reddit.com/r/GithubCopilot/comments/1w2bke4/suggestions_for_agentsmd_to_make_gpt_56_write/p6xioaq/"}]}, {"theme": "Structured, trackable review findings", "criterion": "verify.agent_code_review", "authorWeeks": 2, "posts": 3, "agents": [{"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai the real metric is not review latency alone. track escaped findings and merge-blocker precision by change class, then tune the reviewer against that eval set.", "link": "https://twitter.com/2099871292480421888/status/2103142332195594722"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "i have a love-hate relationship with @cursor_ai bugbot, leaning hate whenever it flags something i'm 99% sure is fine. what i really want is a \"not now, track it\" button. \nuntil then, i created a gh action to open an issue, link both ways and resolve the thread. <strict_link>", "link": "https://twitter.com/1980521913861730304/status/2100616602689687962"}]}, {"theme": "Cap non-convergent automated review loops", "criterion": "verify.agent_code_review", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "if you use it as a reviewer, you’ll end up in a never ending loop with no convergence. that’s a huge problem with the opus 5 family. i hope anthropic can fix it at some point.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wq1pjh/opus_55_for_everything_or_mixing_models_across/pc4k299/"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "**frontier-simplify** — stops codex from inventing process around its own work, and puts a hard stop on automated code review.\nthe review half is the part i use daily. automated review never terminates on its own: fix three findings, push, get three new ones. so the runner carries the previous round's findings into the next review, reuses the cached attempt when inputs are identical instead of re-running the model, and stops after **3 automatic a", "link": "https://www.reddit.com/r/codex/comments/1wavxwy/show_us_all_what_youve_been_building_with_codex/p8oql2w/"}]}, {"theme": "Merge gates requiring signoff for risky changes", "criterion": "verify.agent_code_review", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-18", "source": "Reddit", "community": "r/cursor", "text": "honestly the market answer is no. vibe coders who want to understand the code already slow down and read the diff, and the ones who don't care won't sit through your questions. the people who'd pay are teams with review requirements, so build it as a pr gate that flags risky ai changes and forces a signoff, not a learning tool. that's where an actual budget exists.", "link": "https://www.reddit.com/r/cursor/comments/1wjz3xe/do_you_need_this_in_your_vibecoding_life/pancs69/"}, {"agent": "claude-code", "date": "2026-09-08", "source": "X", "community": "@ClaudeDevs", "text": "@fipetru @claudeai @claudedevs @anthropicai @bcherny @dickson_tsai @amorriscode @trq212 same gap i hit. cloud agents that open the pr still need a human if there is no review loop. a harness with allow lists plus eval checks before the pr step is what makes it zero babysitting.", "link": "https://twitter.com/2009223361969442816/status/2097118084502782456"}]}, {"theme": "Review findings linked to tickets and scope", "criterion": "verify.agent_code_review", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai nice improvement—cutting the review loop from 4.8m to 3.8m makes this much easier to fit into a deploy gate. for enterprise rollouts, can the finding + verification result be written back to the ticket/change record with an auditable link?", "link": "https://twitter.com/1235054222275538946/status/2102941737350258866"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "put an agent code reviewer in that is a product check. it checks the code against the scope of the ticket and fails if it’s less than 100% coverage or more than 100%", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whj547/how_do_you_stop_fable_51_from_scope_creeping_and/pa3vln9/"}]}]}, "verify.change_review_ui": {"authorWeeks": 117, "themes": [{"theme": "Full diff panel of all changed files", "criterion": "verify.change_review_ui", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "same. hard to track changes in vs code with the ag extension \nand alarmingly, the only good ide ag ide is now no longer showing changed files either. i must track it via git changes. \nwell... ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqlqcg/bug_generated_file_changes_disappear_after/pc6vbqr/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev good...please get the diff viewer something like vscode...i wanna migrate to zed", "link": "https://twitter.com/1364105804996087809/status/2103379110026440950"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev the number of extension with \"diff\"/\"review\" in title or description.\nthat's a clear signal to improve diff.", "link": "https://twitter.com/618819434/status/2102497902077603913"}]}, {"theme": "Reliable, accurate, in-sync diff display", "criterion": "verify.change_review_ui", "authorWeeks": 12, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@sqs @ampcode the changes tab on very large repos gets weirdly out of sync showing like 80k+ changes or something.\nsometimes running git pull or other commands fix it, other times get worse. i think it needs some way to refresh on the ui.\ncould also be comparing wrong commit", "link": "https://twitter.com/1857935142670450688/status/2103610446720942394"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "there has been quite some time but no change log on ide extension and its fundamental issues still not been fixed. when i go to the old chats, the changes that the last message has done are re-shown and re-applied and it fucks up my code as all my changes got removed because of this.\nalso, i have to accept the changes after every turn or i cannot run the code itself as it shows both old and new code in the file itself duplicated ", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbifc4n/"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@bcherny @claudedevs @lydiahallie if you look through these 3 screenshots, this is what i mean, should have been more clear. there are more uncommitted changes, but they don't automatically refresh in the diff, you have to physically click refresh for them to show. would feel much better if i didn't have to. 😀 <strict_link>", "link": "https://twitter.com/732783174166536192/status/2100754062433976749"}]}, {"theme": "Batched inline review comments sent to agent", "criterion": "verify.change_review_ui", "authorWeeks": 9, "posts": 10, "agents": [{"id": "zed", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev you **really** need a review feature though (with commenting) in this day &amp; age…", "link": "https://twitter.com/1394007551348461570/status/2103372080511066375"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "claude's annotation game is shit. they should learn from codex. @claudedevs", "link": "https://twitter.com/1437350362822836235/status/2103127339656003727"}, {"agent": "zed", "date": "2026-09-19", "source": "Reddit", "community": "r/ZedEditor", "text": "okay, this looks really neat. any improved workflows to improve the agent thread/session to pr process?\nwould also love to be able to batch add comments to a diff and have the agent work on them.", "link": "https://www.reddit.com/r/ZedEditor/comments/1v74260/flint_a_terminalagentfocused_fork_of_zed/paq8my4/"}]}, {"theme": "Diff against branch, commit, or stack parent", "criterion": "verify.change_review_ui", "authorWeeks": 9, "posts": 9, "agents": [{"id": "zed", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev wish these pls\n· compare all changed files against a commit/branch/revision in one multi-file diff view\n· open a file’s history and diff two versions, or compare an old version with my working tree\n· make these commands so we can bind our own shortcuts", "link": "https://twitter.com/2543890370/status/2103369091142803785"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can you make it easier to review worktrees/branches ? somehow there's no file picker/file browser when clicking view branch diff (worktree/branch a -&gt; main). everything is in a single clunky \"changed since main\" tab :/", "link": "https://twitter.com/24510559/status/2103369080975876486"}, {"agent": "zed", "date": "2026-09-24", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev i need to be able to see changes from my feature branch to develop branch. as github pr diff view shows it. is it too hard to build?", "link": "https://twitter.com/2060822033387139076/status/2103076253519478903"}]}, {"theme": "Handoff report of plan, tests, and changed files", "criterion": "verify.change_review_ui", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "Reddit", "community": "r/ClaudeCode", "text": "exactly. i want to know exactly what lines it changed, where it changed, how it tested and is that the right test.\ni could have the 4.6 explain me it's choice and decisions simply. opus 5....not so much.\nthis is why i felt unproductive or slow. i had to slam my head against the table and ask it 100 times.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wqzt2x/opus_55_experience_of_an_engineer_at_big_tech/pc94atn/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@shadowfetch @zeddotdev a useful companion is a review mode that shows the task contract, changed files, and verification status beside the diff. less prompt chrome is great, but the trust signal is an explicit gate before merge.", "link": "https://twitter.com/2099871292480421888/status/2103334568006947155"}, {"agent": "claude-code", "date": "2026-09-21", "source": "Reddit", "community": "r/ClaudeCode", "text": "git diff in intellij. claude report of what files it plans to change before coding, match with what actually changed.\nthe hardest one is when it does a task but in an unexpected way. i had claude design some screen layouts and put them in figma. it was looking pretty good. until i noticed they were images and not figma elements. claude had built a rasteriser and rendered the images beforehand in python before uploading them to figma lol", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmh1ix/how_do_you_guys_know_if_claude_code_did_anything/pb7c9rg/"}]}, {"theme": "Per-file accept/reject of agent changes", "criterion": "verify.change_review_ui", "authorWeeks": 8, "posts": 10, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-25", "source": "Reddit", "community": "r/google_antigravity", "text": "the extension retains the commands from agy 2.x, such as /boost. however, the review workflow in vs code is frustrating: change acceptance is strictly all-or-nothing, and files are not saved beforehand, which triggers compilation errors. they still need to refine the extension significantly before sunsetting their standalone ide.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmxq14/antigravity_product_release_time/pbwcqhz/"}, {"agent": "copilot", "date": "2026-09-24", "source": "Reddit", "community": "r/GithubCopilot", "text": "local. not having the ability to approve the changed files is unacceptable. if i need to do something across multiple repos, i use the github copilot app", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpctlc/vs_code_chat_users_local_or_copilot_harness/pbvangl/"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencodeCLI", "text": "wondering you found any solotion for this? opencode just make me a blind vibe coder and i still prefer ghcp in vscode to see changes and then accept or reject them", "link": "https://www.reddit.com/r/opencodeCLI/comments/1t9zdv7/how_can_i_view_diffs_and_acceptreject_changes/pbe4buz/"}]}, {"theme": "Preview and approve diffs before applying", "criterion": "verify.change_review_ui", "authorWeeks": 7, "posts": 7, "agents": [{"id": "devin", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can't use zed. i don't want to keep changing the repo to view where ai made the changes.\nhope zed add this soon. <strict_link>", "link": "https://twitter.com/707623871847997440/status/2103436229702517011"}, {"agent": "antigravity", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "i did, and i feel like it's asking more questions for commands than the ide. i was used not to use them at all. maybe i didn't configure it the same way. it also doesn't give the inline diffs in the editor, just changes them automatically. i think i'll test some more when 3.8 doesn't burn all my tokens.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wn2xsg/token_usage_between_ide_and_extensions/pbcbh9s/"}, {"agent": "devin", "date": "2026-09-19", "source": "X", "community": "@cognition", "text": "@brandon_galang @cognition @devinai the sidebar progress is doing more work than the harness. if the agent shows what it is about to run before it runs it, you review instead of debugging. most harnesses only show you what already broke.", "link": "https://twitter.com/913700556253753345/status/2101304314082083282"}]}, {"theme": "Built-in pull request review tools", "criterion": "verify.change_review_ui", "authorWeeks": 6, "posts": 6, "agents": [{"id": "zed", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev you have pull request / code review tools? #lazyweb", "link": "https://twitter.com/1126321/status/2103297889003033061"}, {"agent": "zed", "date": "2026-09-17", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev when pr reviews inside zed? only thing keeping me from swithing to zed", "link": "https://twitter.com/948542359557541888/status/2100698564175257736"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@simonlind @cursor_ai @openai would an in-app pr view make it feel more polished?", "link": "https://twitter.com/334714036/status/2099452971084067263"}]}, {"theme": "Code review with LSP navigation and full file", "criterion": "verify.change_review_ui", "authorWeeks": 4, "posts": 4, "agents": [{"id": "amp", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "X", "community": "@opencode", "text": "@badlogicgames i think this is something which is missing from all ai tools like @opencode desktop and @ampcode \ni want to review/read the code with lsp and code navigation. \nall of them just shows git diff only", "link": "https://twitter.com/1158785224299335680/status/2103409717959705080"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev behind the toggle...allow us to view the whole file..not just the changed code", "link": "https://twitter.com/1364105804996087809/status/2103379339643584547"}, {"agent": "codex", "date": "2026-09-15", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@arpit_bhayani px0 sounds great but theres a reason i'm sticking to vscode, even codex app has a built-in diff viewer that has similar problems, i want to view large diffs without glitches, see types on symbol hover, go-to definition, see git blame, pr comments, edit diff", "link": "https://twitter.com/1551268048694579200/status/2099982444275618088"}]}, {"theme": "Change size metrics for reviewers", "criterion": "verify.change_review_ui", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "@cognition over-scoping is the useful failure mode here. teams need the split by task type plus the extra files, edits, tests, and tokens the agent introduced, because a near-pass that expands the change surface can cost more to review than a clean miss.", "link": "https://twitter.com/1029077130850660352/status/2102292711717933446"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "is there a way to not include docs in this diff counter", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wov62z/got_mogged_by_claude_opus/pbr78uk/"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "it's a novel idea, and the numbers show you can build. but as a maintainer, i wouldn't use it...\n**my bottleneck is time, not tokens.** writing the fix isn't the hard part for me. reviewing is. your ledger sends me more code from a stranger's agent to review, and i pay credit for it. if the pr is wrong, i pay twice...\n**trust...** maintainers are already drowning in plausible-but-wrong ai prs. with this, i'd have to read a stranger's pr like it c", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whc3pj/claude_code_as_the_lead_wrote_1150_commits_of_my/pa1c5ix/"}]}, {"theme": "Per-session execution logs and diffs", "criterion": "verify.change_review_ui", "authorWeeks": 3, "posts": 3, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs 로컬 실행이 가능해질수록 프로젝트별 파일·셸·네트워크 권한을 기본 거부하고, 스레드별 diff와 실행 로그를 남겨야 병렬 작업이 편해져도 사고 범위를 통제할 수 있습니다.", "link": "https://twitter.com/1619634971848892418/status/2102983921353052556"}, {"agent": "cursor", "date": "2026-09-15", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai project grouping can reduce context pollution, but it is not equivalent to being auditable. after task switching or failed retries, can the scope of changes, permissions, and costs be replayed with one click?", "link": "https://twitter.com/2088076772931731456/status/2099698868824813844"}, {"agent": "codex", "date": "2026-09-02", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@hude_icp by adding @codex at the beginning, it calls the codex cli, and the main usage is to consider discussions and check functions with claude in chat. the integration of features into mulmoclaude is yet to come. specifically, it is proposed to codex:\ncodex execution logs\ncodex file editing\ngit diff\napproval/discard\nreview", "link": "https://twitter.com/96413942/status/2095124947907776589"}]}, {"theme": "Diff history across checkpoints and versions", "criterion": "verify.change_review_ui", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev wish these pls\n· compare all changed files against a commit/branch/revision in one multi-file diff view\n· open a file’s history and diff two versions, or compare an old version with my working tree\n· make these commands so we can bind our own shortcuts", "link": "https://twitter.com/2543890370/status/2103369091142803785"}, {"agent": "codex", "date": "2026-08-31", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux in the codex app i really need to see the diffs from the previous checkpoints, at least the snapshot... in a goal mode, it becomes impossible to review without git diffs.", "link": "https://twitter.com/587759076/status/2094300039975719148"}]}]}, "ui.display_settings": {"authorWeeks": 1241, "themes": [{"theme": "More color themes and theme customization", "criterion": "ui.display_settings", "authorWeeks": 36, "posts": 37, "agents": [{"id": "opencode", "authorWeeks": 10}, {"id": "zed", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-27", "source": "Reddit", "community": "r/ZedEditor", "text": "i'd love to see some built-in themes with higher contrast. comments in particular are barely readable with the default one light and one dark themes.", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pcghn45/"}, {"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/LocalLLaMA", "text": "i try to codex but i dont if its just me but the interface is plain just black and white. can i change the colors of the terminal similar to open code?", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wrfp50/another_harness_matters_post_codex_cli_pi_and/pccovlo/"}, {"agent": "factory", "date": "2026-09-25", "source": "X", "community": "@droid", "text": "@droid will we ever see themes in the desktop app? i love the layout but sometimes my eyes don’t adjust well to the colors!\nwould love to see some sort of theme customization similar to vs code", "link": "https://twitter.com/1696886920742055937/status/2103589593228431390"}]}, {"theme": "Option to restore previous UI design", "criterion": "ui.display_settings", "authorWeeks": 28, "posts": 29, "agents": [{"id": "opencode", "authorWeeks": 14}, {"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i hate the new cli, it just feels off and wrong. i know that's not a very technical explanation but it's true. i preferred the old cli, it was solid.", "link": "https://www.reddit.com/r/codex/comments/1wrl6ch/latest_linux_codex_cli_seems_to_have_several_bugs/pcfd666/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i don't know who approved the new ui, but... why?\na sidebar with a sidebar is a criminal ux offense. is there a way to bring it back to previous state? i couldn't find it going through all the menus...", "link": "https://www.reddit.com/r/codex/comments/1wr57y7/new_ui_in_codex_is/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/OpenAI", "text": "the new codex update is brutally ugly\nplease give me the old ui back 😭\ndoes anyone know if there’s a setting to switch back to the old ui, or are we just stuck with the new one now?\nif anyone’s found a workaround, please share.", "link": "https://www.reddit.com/r/OpenAI/comments/1wqxm3f/the_new_codex_update_is_brutally_ugly/"}]}, {"theme": "Show full model reasoning by default", "criterion": "ui.display_settings", "authorWeeks": 22, "posts": 26, "agents": [{"id": "claude-code", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai droid is genuinely useful for larger, multi-file tasks and does a good job staying on track without constant guidance. the biggest improvement for me would be better visibility into its reasoning/progress and more predictable results on longer tasks :)", "link": "https://twitter.com/2093736525116702720/status/2104324409502970188"}, {"agent": "copilot", "date": "2026-09-25", "source": "Reddit", "community": "r/GithubCopilot", "text": "sometime in the past month or so, reasoning summaries for gpt models such as luna have vanished, both for 5.6 and 6. is there some way to turn these back on? thanks. u/bogganpierce", "link": "https://www.reddit.com/r/GithubCopilot/comments/1wpmqhu/reasoning_summaries_have_vanished_for_gpt_models/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "rather than forcing in new features, i'd like you to stop breaking the ones that already exist.\ni'm not against adding new features, but please don't make what we already have worse.\nthe thinking process now only shows a simplified summary, which makes it hard to see where the model is getting stuck. this is a real problem for me.\nyou don't need to pile on more. just please don't ruin what's already here. that's how i feel.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wob3hx/dear_claude_guys_please_dont_change_anything/pbm6rhw/"}]}, {"theme": "Overall UI redesign and polish", "criterion": "ui.display_settings", "authorWeeks": 21, "posts": 21, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "the title says it. but antigravity has been looking the same since it has been released. i'm not saying it looks bad, but they can make some ui changes.. right?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqsaxr/do_yall_think_that_ag_is_getting_an_update/"}, {"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "dead ends. chaotic design. the zen section that disappears. the histogram of daily consumption, which was one of the few functional things, has changed. but why don't they use a bit of ai to fix it?", "link": "https://www.reddit.com/r/opencode/comments/1wq4vjb/ma_perché_il_sito_web_di_opencode_fa_così_pena/"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@ajambrosino i like the new design on codex app but it is a bit janky, needs to be polished more.", "link": "https://twitter.com/40213456/status/2103603190251794937"}]}, {"theme": "Subagent progress and status visibility", "criterion": "ui.display_settings", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/vibecoding", "text": "the claude code vscode extension ui is absolute chaos when subagents start spamming.\nif you end up vibe coding a new extension for it count me in lol, i literally ended up daisy chaining codex, claude code and moclaw through cli just so i wouldn’t have to deal with that scroll nightmare every 5 mins.\nopus 5 regressing is super real though, still gotta pin to 4-8 every time.", "link": "https://www.reddit.com/r/vibecoding/comments/1whgeuy/literally_any_reason_to_use_claude_code_instead/pa3ui1a/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "as the title says - is there a way to check what model and effort level a codex subagent is actually using?\nedit: just to clarify - i’m using the (windows) codex app.", "link": "https://www.reddit.com/r/codex/comments/1wfflq0/how_do_i_check_the_model_and_effort_level_of_a/"}, {"agent": "claude-code", "date": "2026-09-10", "source": "Reddit", "community": "r/ClaudeCode", "text": "sometimes, when the agent is running sub-agents in background, there is no activity indicator at all. you don't know if there really is background activity or not. \ni think there should *always* be some kind of activity indicator.\n[example](<strict_link>)", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wckhja/suggestion_for_the_vscode_extension/"}]}, {"theme": "Clean text selection and copy in CLI", "criterion": "ui.display_settings", "authorWeeks": 18, "posts": 26, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "amp", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "hey codex cli people, interactive text selection is very bad\nbring back regular one: macos click + shift click to copy selection, many terminals copy-paste selection by default\nyou broke all of that 😬", "link": "https://twitter.com/2787250856/status/2104301514688983194"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux who thought disabling cmd+c in the codex cli was a good idea? 😅\nit’s such a small thing, but it makes the workflow surprisingly inconvenient. would love to see the usual copy shortcut restored.", "link": "https://twitter.com/2031592943312842753/status/2104216017048383951"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "please make the text in grill-me \"options\" selectable. it used to be a month or two ago. now only the question is selectable. most of the times, i need to take parts out of different options to make up my response and now i need to type it out (not the biggest task, but would definitely be helpful).\nplatform: macos", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqsaxr/do_yall_think_that_ag_is_getting_an_update/pc6wpo8/"}]}, {"theme": "Sidebar project grouping, sorting and filtering", "criterion": "ui.display_settings", "authorWeeks": 17, "posts": 18, "agents": [{"id": "amp", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "also, @claudedevs, please make it so that grouping by folder on the sidebar takes into account my manual sub-work trees. right now, claude treats all of those as the same \"folder\" all under the parent project directory. i much prefer codex's implementation where each worktree is classified as it's own folder on the sidebar.", "link": "https://twitter.com/532644970/status/2103898889279655950"}, {"agent": "antigravity", "date": "2026-09-25", "source": "X", "community": "@antigravity", "text": "@rseroter @antigravity have you tried it? interested in your thought because i exclusively use the cli. project organization in the desktop would be great but it can’t seem to handle multi model cli agent calls.", "link": "https://twitter.com/178086973/status/2103475373023588381"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev please, does this include the infinitely annoying sidebar that merges opened projects?", "link": "https://twitter.com/450816884/status/2103440879818080465"}]}, {"theme": "Clearer live progress of agent activity", "criterion": "ui.display_settings", "authorWeeks": 17, "posts": 17, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "been like that for a while. \ni think it's since they released that oai codex harness api. think that might be what's powering it behind the scenes. \nthe only issue i have is with longer running sessions ( i have some go 1h30+ min) is the ux sometimes don't update then it's a guess and wait game. ", "link": "https://www.reddit.com/r/codex/comments/1wrk74r/gpt_6_pro_on_chat_is_now_spawning_subagents/pcef2kv/"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "dear cursor team, \nplease add feedback to your agents - might be because i suck with coding, but if an agent doesn't respond and doesnt give me visual feedback that is terrible ux because i won't know that it doesn't do what i want it to do until it's already done it\n@cursor_ai", "link": "https://twitter.com/1848033478865993728/status/2104196348778266844"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "agy's interface is so clean\nbut i don't get enough feedback while it's working\ni can't see what it's doing, what it's writing, or where it's at\nthe ui is beautiful, but i want more visibility into the process.\n@antigravity <strict_link>", "link": "https://twitter.com/1982427257387061249/status/2104129779276624263"}]}, {"theme": "Customizable keybindings", "criterion": "ui.display_settings", "authorWeeks": 17, "posts": 17, "agents": [{"id": "zed", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "zed also had interesting take on this, where you have to reveal a suggestion by pressing some key combo (which should be customizable, because you just leave my tab alone).", "link": "https://www.reddit.com/r/cursor/comments/1wquwo9/autocomplete/pc8t9sf/"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev wish these pls\n· compare all changed files against a commit/branch/revision in one multi-file diff view\n· open a file’s history and diff two versions, or compare an old version with my working tree\n· make these commands so we can bind our own shortcuts", "link": "https://twitter.com/2543890370/status/2103369091142803785"}, {"agent": "zed", "date": "2026-09-23", "source": "X", "community": "@zeddotdev", "text": "@mauriciord @zeddotdev custom keybinding to rename a terminal thread in zed 1.21\nsmall agent-panel qol that people will feel every day", "link": "https://twitter.com/1675906158304038912/status/2102895762938175921"}]}, {"theme": "Option to disable decorative animations", "criterion": "ui.display_settings", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 13}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-20", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "who was the genius at openai that decided to put sparkles in the codex cli jfc these people man", "link": "https://twitter.com/50339173/status/2101475516486189203"}, {"agent": "amp", "date": "2026-09-19", "source": "X", "community": "@AmpCode", "text": "@ampcode @claudeai @openaidevs the title spinner is cute but it can have unforeseen consequences λ. \ncredit where due: codex has `tui.terminal_title`, claude has `claude_code_disable_terminal_title` (undocumented), amp has nothing yet.", "link": "https://twitter.com/16558673/status/2101380928761106902"}, {"agent": "zed", "date": "2026-09-18", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev the flag helps, but it should also respect system reduced motion settings", "link": "https://twitter.com/1803494630366785536/status/2100911537577656527"}]}, {"theme": "Pin, sort and hide models in picker", "criterion": "ui.display_settings", "authorWeeks": 14, "posts": 15, "agents": [{"id": "opencode", "authorWeeks": 5}, {"id": "factory", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@droid", "text": "the latest version of droid seems to place the recently used models at the top. after the recently used models are at the top, the custom list below no longer has the names of these models, which i find a bit counterintuitive. at first, i couldn't find the model i used and was a bit confused. later, i found it at the top, hahaha @droid", "link": "https://twitter.com/1889310672368095232/status/2104031932074107173"}, {"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "that’s what i don’t understand. there isn’t any equivalent ?\nif the list of enabled/disabled models was saved somewhere, that’d be enough for me, but they don’t even seem to do that…", "link": "https://www.reddit.com/r/opencode/comments/1wqgnpv/model_whitelisting_broken/pc6ci40/"}, {"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@FactoryAI", "text": "okay until the update today it didn’t show up for me, but i also only use cli so the model selector is a little different. if i could off a suggestion, i would like to see 2 columns and you can just tab between the two and one side is dedicated to all the droid core models, would help me see them a lot easier and then maybe a third for the custom models you add", "link": "https://twitter.com/587982527/status/2103960664452546913"}]}, {"theme": "Verbose view of tool calls and command output", "criterion": "ui.display_settings", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "i used to see a very detailed set of 'view options' in claude code desktop on macos (image 1). today, i only see a very limited set (image 2).\nwere the detailed ones removed? or is it some sort of bug?", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wnf0ux/were_the_detailed_view_options_removed_in_claude/"}, {"agent": "antigravity", "date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "text": "in other ides like vscode + copilot i can inspect the terminals the agent uses to run commands. so when an agent starts a build, i can watch the progress myself, can potentially cancel etc. in antigravity i can see that the agent has a terminal open, but have no clue what is going on in it / what the progress is. when i need to know, i have to ask the agent to repeat the console output to me.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/patexny/"}, {"agent": "codex", "date": "2026-09-19", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@rodydavis you haven't even done the /statusline function well until now, and during the usage, you only see a string of tool calls, with no output in between when the model is working, making it difficult for users to perceive whether the model's behavior has deviated. if you want to know what a good user experience is, please take a look at codex cli and claude code.", "link": "https://twitter.com/1518816186481483777/status/2101149410143158349"}]}]}, "ui.session_history": {"authorWeeks": 287, "themes": [{"theme": "Fix missing or disappearing chat history", "criterion": "ui.session_history", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 5}, {"id": "devin", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-20", "source": "X", "community": "@opencode", "text": "@opencode the new web interface removed all my workspaces.\nanyway we can recover them?", "link": "https://twitter.com/1201131290503843840/status/2101719817040335045"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux, @victornunez, @reach_vb — since the latest codex app update, my chat history keeps rolling back, and recent messages disappear. the messages are still in the session logs, but neither the app nor the cli can load or index them correctly. could you help please?", "link": "https://twitter.com/1107655735268249603/status/2099515528754671875"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "it pains me to see so many bugs in codex. i trust it with really important stuff, and i'm so disorganized, i can't have my chats go missing", "link": "https://www.reddit.com/r/codex/comments/1we2t4a/codex_is_deleting_chat_history/p9arbcd/"}]}, {"theme": "Full-text search across past sessions", "criterion": "ui.session_history", "authorWeeks": 15, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencode", "text": "a 100% agree on this post.\nabsolute easiest and best option now:\n<strict_link>\nuntil opencode actually implement their own searchfunction directly in the app.\n- this runs alongside your opencode, won't touch any of the .db files (strictly read only)\n- exact word phrases either from your messages and/or agents.\n- near instant search. i use it all the time when i need to find something in 100s of opencode sessions. my opencode is 3gb as of now....", "link": "https://www.reddit.com/r/opencode/comments/1wrl0ba/opencode_desktop_desperately_needs_a_better_search/pcddwxl/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "agreed. not great and wasn't needed. \nsame with the change to the app were now we need 2-3 more clicks to find chats within unpinned projects. they need to test those changes more before publishing...", "link": "https://www.reddit.com/r/codex/comments/1wqiu3o/new_interface_change_the_bar_on_the_side_is_just/pc4t8ke/"}, {"agent": "codex", "date": "2026-09-10", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "on codex app i have at least 50 new sessions every day and i can't find anything. what is the best fix for this? cc @thsottiaux", "link": "https://twitter.com/751239554/status/2098109596841996632"}]}, {"theme": "Persist sessions across app restarts", "criterion": "ui.session_history", "authorWeeks": 15, "posts": 15, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "zed", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "every claude code session i had resumes when i reopen orca after closing it. when i was using zed the claude code sessions did not resume even though the tabs resumed. i much prefer the speed of the terminal in zed over orca. honestly a simple terminal manager using the zed technologies would go a long way for me. add a folder for an ssh client and have that auto connect also.", "link": "https://twitter.com/1559581716489969664/status/2103324253546529111"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "i love zed ngl. i just wish it would persist the convos on the terminals", "link": "https://www.reddit.com/r/cursor/comments/1woiiyu/cursor_is_not_so_bad_when_compared_to_your_next/pbnf8ej/"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev i love pi, but it's the tui that is mostly frustrating for me now. having to manually track and restart sessions after a reboot is tedious (herdr isn't reliable enough). inline annotations like plannotator. better way to organise/persist sessions (codex does this well).", "link": "https://twitter.com/16863377/status/2102524016523419871"}]}, {"theme": "Rewind to checkpoint with code restore", "criterion": "ui.session_history", "authorWeeks": 15, "posts": 15, "agents": [{"id": "pi", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-26", "source": "X", "community": "@pidotdev", "text": "@pidotdev @pidotdev the ability to undo your code changes / updates when you move back with the /timeline feature pls 😃", "link": "https://twitter.com/1579853783290580993/status/2103793570155237673"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev the thing i dislike most about zed is jumping back to the state of a previous user messages seems to be buggy, or i don't get how to use it.\nmuch easier in cursor imo", "link": "https://twitter.com/1665352784147775488/status/2103585879063474315"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "i can't believe no major harness has adopted `/tree` from @pidotdev. some have forks, but man i miss `/tree` so much in codex and @chatgpt.\ni wish each message had a \"rollback\" button, which would summarize the tail of the chat up to the selected message.", "link": "https://twitter.com/15790969/status/2102812042272874506"}]}, {"theme": "Shared sessions across CLI, desktop and mobile", "criterion": "ui.session_history", "authorWeeks": 14, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@theo i’d like to be able to access my codex chat history. for example, sessions created through codex cli can appear in the chatgpt desktop app, which helps avoid losing valuable work sessions.", "link": "https://twitter.com/1435527379053645824/status/2103437443475059139"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "would be great if agy cli and agy desktop use the same chat brain. like codex cli and codex desktop do.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pblxuxo/"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @cursor_ai love the cli! could you improve ⁠--resume⁠ to match ide's ⁠composer.resumecurrentchat⁠? when a run halts or errors, it'd be amazing if it could seamlessly continue the same chat stream right where it left off.", "link": "https://twitter.com/1485498305660395520/status/2102830270315737322"}]}, {"theme": "Organize sessions into projects and folders", "criterion": "ui.session_history", "authorWeeks": 13, "posts": 13, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs please give us access to claude code projects!!\nit really misses me cursor..", "link": "https://twitter.com/1730472508946563073/status/2103893066239095295"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux \nhere's a feature i desperately need for the codex app: the ability to organize the conversations from a project into subfolders. it's impossible to stay organized for now, especially with big projects and 50+ conversations", "link": "https://twitter.com/1621868947107635203/status/2103483560221167787"}, {"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev should have:\n- sessions grouped by worktree\n- a name field when creating a worktree with +\n- colors for running, done, idle, and waiting agents", "link": "https://twitter.com/741698725576364032/status/2103461293734957140"}]}, {"theme": "Delete conversations and sessions", "criterion": "ui.session_history", "authorWeeks": 12, "posts": 12, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-20", "source": "X", "community": "@FactoryAI", "text": "@factoryai let me delete sessions and projects, im going mad with the archives stuff", "link": "https://twitter.com/1925083277913649152/status/2101791999980339626"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "i'm loving @cursor_ai. only thing i'd change to add an easier way to delete chats", "link": "https://twitter.com/112225258/status/2100419069899853966"}, {"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "also an enhancement would be nice to be able to delete/archive workflow runs", "link": "https://www.reddit.com/r/ClaudeCode/comments/1va51r4/i_built_a_workflows_monitor_for_vs_code_cc/pa7f6fm/"}]}, {"theme": "Import chat history from other tools", "criterion": "ui.session_history", "authorWeeks": 11, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "it would be awesome if you could continue a conversation from chatgpt (web) in codex (cli).", "link": "https://twitter.com/1661010155671257091/status/2104122939998392726"}, {"agent": "zed", "date": "2026-09-18", "source": "X", "community": "@zeddotdev", "text": "can @zeddotdev's delta import chats from other coding agents like opencode/codex/pi?", "link": "https://twitter.com/2567249282/status/2100945730353479993"}, {"agent": "antigravity", "date": "2026-09-17", "source": "X", "community": "@antigravity", "text": "@rodydavis @uzerkayat @antigravity if they say we have to test the extensions, then i'd like to know if it's possible to migrate the chats.", "link": "https://twitter.com/1286046841570758656/status/2100714752058036425"}]}, {"theme": "Fork or branch conversations", "criterion": "ui.session_history", "authorWeeks": 10, "posts": 11, "agents": [{"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/cursor", "text": "for me, it has a good ui with an ok harness. for sure, claude code is more token-efficient, and the models themselves are rl'd to use it. but when you try to fork a conversation there from a few messages back without rolling back the code, it's just painful.", "link": "https://www.reddit.com/r/cursor/comments/1wouluc/why_do_you_use_cursor_instead_of_chagpt_or_claude/pbq7vli/"}, {"agent": "antigravity", "date": "2026-09-23", "source": "Reddit", "community": "r/google_antigravity", "text": "great update. the only thing missing for me is a fork or clone feature in antigravity 2, really hoping to see that soon as well.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wnqoya/antigravity_2_release_v2160/pbi7x7g/"}, {"agent": "antigravity", "date": "2026-09-20", "source": "Reddit", "community": "r/google_antigravity", "text": "i'm waiting for the ability to compact a conversation or like a branch new conversation feature 💔", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/paxe0he/"}]}, {"theme": "Move chats between projects", "criterion": "ui.session_history", "authorWeeks": 8, "posts": 8, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai once again released a half ars baked feature, projects. \n1. you can't add a project if the repo does not have git init in it. \n \n2. you can't move a chat to a project :). \ni feel like cursor employees need a little bit of knowledge about product building and qa. <strict_link>", "link": "https://twitter.com/2874077269/status/2098522950051791208"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "an immediate reaction to trying @cursor_ai projects: you can't connect to existing local chats so you basically start over... not a great onboarding experience :( <strict_link>", "link": "https://twitter.com/394369752/status/2098303413117497377"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot did you guys test that feature? ever tried to create couple of projects and work with them? (spoiler: they disappear from the tree, it seems one replaces another) why can't i pick my own self-hosted agent? why can't i just drag and drop existing chat?", "link": "https://twitter.com/1338761369076682752/status/2098251841964536218"}]}, {"theme": "Preserve history across logout and account switch", "criterion": "ui.session_history", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs codex gibi yerel oturumlar hesaplar arasında geçiş yapıldığında kalıcı olsaydı gpt aboneliğimi kapatıp sadece claude kullanırdım...", "link": "https://twitter.com/2090888047789318144/status/2103024909828169973"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "claude code keeps sessions per login, so logout/login usually wipes the side panel. people run two profiles or two machines instead of one seamless switch. not as clean as chatgpt yet.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wim9hl/how_to_actually_use_two_claude_code_accounts/pabtnfx/"}, {"agent": "amp", "date": "2026-09-17", "source": "X", "community": "@AmpCode", "text": "@ampcode do you support transferring threads from one account to another? :d", "link": "https://twitter.com/129354616/status/2100637309146198022"}]}, {"theme": "Export session transcripts", "criterion": "ui.session_history", "authorWeeks": 6, "posts": 6, "agents": [{"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "whoever came up with the idea in the new @opencode v2 that exporting a session transcript should neither allow renaming the file nor choosing where to save it must have been hallucinating. it's a clear step backward from the previous version.", "link": "https://twitter.com/1792274687474733056/status/2102689072670249145"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "@opencode since i plan to use it for a long time, it would be helpful if you could allow exporting chat logs by date.", "link": "https://twitter.com/1456128631382495232/status/2100992948418826715"}, {"agent": "opencode", "date": "2026-09-02", "source": "X", "community": "@opencode", "text": "i'm quite fed up that @opencode treats sessions like disposable trash. every little while they break due to provider issues and you can no longer recover them. they are also not easy to export, save, take with you to the repository, and use on another device. the session is part of the project and should be another file to save in my repo. @thdxr", "link": "https://twitter.com/2094508614731943936/status/2095171218630451259"}]}]}, "ui.interrupt_steer": {"authorWeeks": 64, "themes": [{"theme": "Mid-run steering of a running agent", "criterion": "ui.interrupt_steer", "authorWeeks": 14, "posts": 14, "agents": [{"id": "antigravity", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity i suggest you implement missing features that are still needed (like steering), rather than redundant features that went out of style more than 6 months ago.", "link": "https://twitter.com/14228971/status/2104137839525126361"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "ctrl+enter to send the message while the agent is still running in @claudeai code, after recent update !!!\nglad that at least @grok cli and @antigravity have already done these optimizations for user interaction with coding agents.\njust waiting for their better and cheaper models now.\ngrok 4.7 and 4.6 are too expensive… and ngl, gemini 4 is still a myth at this point. 😂", "link": "https://twitter.com/1500117043391397894/status/2103200620379537819"}, {"agent": "claude-code", "date": "2026-09-18", "source": "Reddit", "community": "r/ClaudeCode", "text": "it only works after the output. claude has no real way of steering itself in the moment, no matter what you specify in any doc or hook.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wjt3kc/whats_the_most_boring_thing_you_use_claude_for/pamojz5/"}]}, {"theme": "Queue messages instead of interrupting", "criterion": "ui.interrupt_steer", "authorWeeks": 9, "posts": 9, "agents": [{"id": "cursor", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/opencode", "text": "yeah bro i also find several features missing :\n1. plan mode\n2. queue messages \nand many more", "link": "https://www.reddit.com/r/opencode/comments/1wlkq6c/windows_app_has_no_plan_mode/pazcvae/"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity \nif i queue multiple prompts/instructions in antigravity cli, they should execute one at a time.\nfor example, if i have 4 prompts in the queue, once the current task completes, only the next prompt should start. right now, all 4 start executing simultaneously.\nplease fix this queue behavior.", "link": "https://twitter.com/2087900731345182721/status/2100222357088665715"}, {"agent": "cursor", "date": "2026-09-15", "source": "X", "community": "@cursor_ai", "text": "i wish all agent interfaces would adopt message queuing as a default instead of interruption, but then let me interrupt as a second step if desired. (thanks, @cursor_ai &amp; looking at you for an update @chatgpt)", "link": "https://twitter.com/9580792/status/2099849750635778253"}]}, {"theme": "Reliable prompt queue and steering delivery", "criterion": "ui.interrupt_steer", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux dude, please, can you fix steering in the codex app? it literally like doesn't reply to my earlier messages when steered. this seems like a ui bug, not a model bug", "link": "https://twitter.com/1473468965313814530/status/2104244788677554626"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev steering is broken. multiple messages are sent one by one - they should be sent as one body. option+up aborts the agent, it should only bring the queued steering text back into editor. only esc should abort, and when text is queued, it should only interrupt the model and auto-submit the text.", "link": "https://twitter.com/15266830/status/2102579401221099934"}, {"agent": "pi", "date": "2026-09-22", "source": "X", "community": "@pidotdev", "text": "@pidotdev allow enter on an empty input to force-send the next scheduled message when one is queued.", "link": "https://twitter.com/1077764990/status/2102391128217813462"}]}, {"theme": "Safer escape and ctrl+c key priority", "criterion": "ui.interrupt_steer", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux in codex cli w/ computer use, if i press esc all the tabs get closed. often all i'm trying to do is send the next queued message to tell it to do somethign slightly different.", "link": "https://twitter.com/16219198/status/2102299560962072706"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "yeah this seems like a really easy thing to do by accident. ctrl+c is so deeply wired into terminal habits that using the same key to kill running subagents feels risky. making it clear the input first and only stop subagents when the input is empty would make way more sense imo", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh0dqn/having_ctrlc_for_both_clearing_input_and_stopping/pa0b5ur/"}, {"agent": "pi", "date": "2026-09-13", "source": "Reddit", "community": "r/PiCodingAgent", "text": "yup, preserve thinking should do the trick. a full prefill on esc would drive me insane.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wcwsya/noob_question_how_to_interrupt_an_agent_during/p9nc0sp/"}]}, {"theme": "Configurable steer vs queue vs interrupt behavior", "criterion": "ui.interrupt_steer", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "feature suggestion for @claudeai / @openai codex:\nwhen i send a new prompt while the agent is working on something, use a model to decide whether to queue the message or interrupt the current task with it", "link": "https://twitter.com/1672561884954763265/status/2103859702354309486"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@cognition", "text": "@devindesktop @cognition @russelljkaplan can you please add steering for sessions, in addition to queueing messages, allow us to choose the default for new messages during an active session. currently, it queues by default, and the only other option is interupt, which terminates all subagents working, when 99% of the time, users want to steer the session, and not interupt. if we wanted to interupt, we would hit the stop button.", "link": "https://twitter.com/43418580/status/2101040791330369835"}, {"agent": "codex", "date": "2026-09-16", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@maria_rcks the message queue should be tow options send after tool call ends, or send after completing the task, like how codex cli handle it, as now in t3code it just send it after the of the running tool call", "link": "https://twitter.com/2037599670050955264/status/2100324551829729753"}]}, {"theme": "Auto-resume after usage limit or outage", "criterion": "ui.interrupt_steer", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-05", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "3. in codex app - when usage drains i need to prompt \"continue\". instead you should have a \"continue the session\" button appear after usage is reset (that also continues all subagents if needed).", "link": "https://twitter.com/1957013124088815616/status/2096192539543966127"}, {"agent": "claude-code", "date": "2026-09-03", "source": "X", "community": "@ClaudeDevs", "text": "why not auto continue when the services comes back online so we don't have to sit around waiting and constantly checking? same feature as the 5hr session limit at 100% and it automatically continues on reset. but it needs to also work on mobile app! @claudedevs @claudeai <strict_link>", "link": "https://twitter.com/1694316723623882752/status/2095518833289437235"}, {"agent": "claude-code", "date": "2026-09-01", "source": "Reddit", "community": "r/ClaudeCode", "text": "<strict_link>\ni was pretty fed up with having to remember to go tell my sessions \"retry\" or \"continue\" after my usage renewed.\nso i got claude to build me a stylised wake up tool which i can select which sessions to watch and then restart when my usage renews after my 5 hour limit or weekly limit.\n[it has a nice animation at the top too. the gym bot goes and pokes the claude bot.](<strict_link>)\nand yes it has dark mode:\n<strict_link>\nif you woul", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w45r06/i_made_a_claude_kicker_program_to_wake_cowork_or/"}]}, {"theme": "Pause and resume running sessions", "criterion": "ui.interrupt_steer", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-17", "source": "X", "community": "@opencode", "text": "@opseclo @kaushikgopal @opencode that's the boundary i want too. let the foreground tool finish, then pause before the agent's own final answer so i can inspect and steer. queueing is not control. recovery only counts if i can see the time and spend to get back on track.", "link": "https://twitter.com/2074942490466033664/status/2100698112545247258"}, {"agent": "claude-code", "date": "2026-09-10", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the next step is making the viewer an intervention surface: pause, branch from the last good checkpoint, and attach with the agent's current plan plus context budget visible. observability after a bad branch is useful; reversible execution is what saves the run.", "link": "https://twitter.com/796459536265539584/status/2098136179920998548"}, {"agent": "antigravity", "date": "2026-09-01", "source": "Reddit", "community": "r/google_antigravity", "text": "pausing and unpausing in general is a missing feature imo. maybe because of the memory requirements of holding the network activation state for indefinite lengths of time it’s unworkable. probably it takes a big architectural solution like compressing and decompressing activations.", "link": "https://www.reddit.com/r/google_antigravity/comments/1w4lqi9/teamwork_aborting_and_resuming_work_how_to_do_it/p78tref/"}]}, {"theme": "Clear indication of how to steer or interrupt", "criterion": "ui.interrupt_steer", "authorWeeks": 2, "posts": 2, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-16", "source": "Reddit", "community": "r/google_antigravity", "text": "they responded in the same tone as the post. i think it’s reasonable in this case. \nthe original poster doesn’t understand how to use the tool and is claiming agy and the model doesn’t work. while i see issues with both on occasion, one can’t blame the tool when they don’t know how to use it. the only valid feedback is that agy should make it more clear how to interrupt or steer it on startup. that’s the takeaway from this post for google. ", "link": "https://www.reddit.com/r/google_antigravity/comments/1whsyhq/i_will_keep_posting_to_show_how_incapable_gemini/pa5vsr0/"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "thanks a ton for reaching out .. i really appreciate this, and my apologies for a casual dismissal of letta while discussing codex. \ninitially, the letta tutor agent said it didn't have web access, and it was using curl commands. i then had it use the pi web access extension. \ni found out now that letta has a mods feature where the agent modifies the harness to include extensions for web search and more. i had the gpt luna model write a mod based", "link": "https://www.reddit.com/r/codex/comments/1wkosz1/is_the_astra_as_a_subagent_workflow_valid/pb808uz/"}]}, {"theme": "Edit and retract last prompt", "criterion": "ui.interrupt_steer", "authorWeeks": 2, "posts": 2, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-13", "source": "Reddit", "community": "r/windsurf", "text": "is there anywhere to report these missing features that make devin's acp server a bit lacking?\n* ability to fork a thread\n* ability to edit the last sent prompt (stop the active turn and replace the old prompt and any agent work after it)\nhaving just these features would be huge, so i'd like to make sure the devin team is aware of them.", "link": "https://www.reddit.com/r/windsurf/comments/1wfi8l4/devin_acp_missing_features/"}, {"agent": "antigravity", "date": "2026-09-14", "source": "X", "community": "@antigravity", "text": "@antigravity i urgently hope to optimize the withdrawal function. as it is now, the user's operation circuit is too long and the efficiency is very low. i hope the undo function can learn from codex and cursor.\nantigravity: click to withdraw → then you have to click the 'confirm' on the confirmation pop-up again → and that message goes back to the bottom message input box.\ncodex/cursor: after clicking to withdraw, there is a second confirmation, ", "link": "https://twitter.com/1728671180230647808/status/2099646145735930247"}]}, {"theme": "Interrupt voice mode mid-speech", "criterion": "ui.interrupt_steer", "authorWeeks": 2, "posts": 2, "agents": [{"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-23", "source": "Reddit", "community": "r/opencode", "text": "i stand to this. many times i found myself wanting to verbally give instructions or interact, but unable. you made a good point", "link": "https://www.reddit.com/r/opencode/comments/1wnstna/im_building_native_local_voice_input_for_opencode/pbnirb9/"}, {"agent": "claude-code", "date": "2026-09-09", "source": "Reddit", "community": "r/ClaudeCode", "text": "i might be in a minority here but i'm with the op. in voice conversation mode there are frustrating moments where it misunderstands me or it continues talking while i'm trying to rudely interrupt it etc. \nit's the same as when we use a computer and excel randomly freezes, we don't sit there and say \"oh dear, i suppose that is rather annoying\". \ni really don't want claude to be \"more human\". i just want it to stop god damn saying \"absolutely\"", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wbaxjh/im_sick_of_claude_acting_like_its_a_person/p8uffwb/"}]}, {"theme": "Steer agent from external chat bridge", "criterion": "ui.interrupt_steer", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-07", "source": "Reddit", "community": "r/codex", "text": "and when app is built: connector via chat for mid-sessions/reviews. you could use desktop sol/astra i suppose but honestly i have no clue how expensive that might be. i don't really 'chat' with codex - for that i use chatgpt browser.", "link": "https://www.reddit.com/r/codex/comments/1w9l5rd/do_i_need_the_pro/p8bgnw7/"}, {"agent": "codex", "date": "2026-09-05", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux help me cancel my claude subscription.\ncodex app server with a telegram bridge seems rough, agent does not drive tasks to completion, stops often.\nclaude code is able to inject my telegram messages right into a session, is there an equivalent in codex?", "link": "https://twitter.com/2267844098/status/2096383921424396751"}]}]}, "surfaces.remote_mobile": {"authorWeeks": 470, "themes": [{"theme": "Official dedicated mobile app", "criterion": "surfaces.remote_mobile", "authorWeeks": 58, "posts": 59, "agents": [{"id": "devin", "authorWeeks": 16}, {"id": "opencode", "authorWeeks": 9}, {"id": "antigravity", "authorWeeks": 6}, {"id": "factory", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 5}, {"id": "zed", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "conductor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai my nits are all qol \n- droid mobile app\n- windows and mac dev environments for bots (using namespace devboxes in the meantime)\n- handoff between local and cloud agents\n- extend droid cloud agent access, we are limited to 40h/month while competing products are unlimited", "link": "https://twitter.com/2070908287978246144/status/2104255956439961935"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "really this...\ni want to run claudecode on the codex app.\ni want to complete everything on my smartphone, so i've been using ccpocket to run claude all the time. <strict_link> <strict_link>", "link": "https://twitter.com/1726008617739190272/status/2103939505904628104"}, {"agent": "zed", "date": "2026-09-23", "source": "Reddit", "community": "r/ZedEditor", "text": "i wouldn’t want development of this to take priority over the desktop editor but a stripped down mobile version would be nice. \nit wouldn’t be a horrible experience on something like an ipad or iphone duo. ", "link": "https://www.reddit.com/r/ZedEditor/comments/1wo7jua/what_do_you_think_is_missing_in_zed_editor/pbm6uy7/"}]}, {"theme": "Phone control of local and desktop sessions", "criterion": "surfaces.remote_mobile", "authorWeeks": 46, "posts": 47, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "cursor", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 4}, {"id": "conductor", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode an official mobile app with live streaming, session controls, notifications, diffs, and secure remote access would make opencode even more op.\nplease build it 🙏", "link": "https://twitter.com/2089150826224783360/status/2103972009294409741"}, {"agent": "factory", "date": "2026-09-26", "source": "X", "community": "@droid", "text": "@droid is there to tell which model auto model is using for a given task?\nalso, mobile remote app please!", "link": "https://twitter.com/2023937351815467008/status/2103962781032534497"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode @christophetd can we stop this game \nand add support for \n- build in browser \n- build in sub-agent view for different model at same time \n- build in mobile application support for view sessions from mobile \n- support for show each prompt total cost \n- more go plans", "link": "https://twitter.com/1018006065718464513/status/2103209276928053342"}]}, {"theme": "Native Android app", "criterion": "surfaces.remote_mobile", "authorWeeks": 41, "posts": 56, "agents": [{"id": "cursor", "authorWeeks": 36}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "#day 2: @opencode needs an official android companion app.\npair to my running official opencode cli/gui desktop via qr code in under 15 seconds, no tailscale, browser workarounds, ip addresses, or terminal commands.", "link": "https://twitter.com/2089150826224783360/status/2104262709131018424"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "cursor, where is the android version? 🤔\nwhy is it still not available?\niphone has it, and android users are still waiting...\n@cursor_ai 📱👀", "link": "https://twitter.com/2000581649906667521/status/2104076132454985863"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai please publish an android app. you have infinite tokens to spend on it.", "link": "https://twitter.com/1051957462650314752/status/2103778855446011948"}]}, {"theme": "Built-in remote control feature", "criterion": "surfaces.remote_mobile", "authorWeeks": 31, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 7}, {"id": "antigravity", "authorWeeks": 6}, {"id": "pi", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs - so with the remote control feature on claude code, wouldn’t it be super sick to also be able to see live current local sessions in the same directory you’re using rc with? ideally, you could respond to prompts, see agent status and ensure it’s on the right track, etc. best workflow ever would be seamless workflows and live server previews for the directory on the app, with viewport control.", "link": "https://twitter.com/1919113935665725440/status/2104316259294695424"}, {"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "why on earth does antigravity rely on a temporary short link for remote control? why can’t this be natively integrated into gemini app? @officiallogank @antigravity @geminiapp", "link": "https://twitter.com/1843269059691081728/status/2104195009679704172"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@rudrank @claudedevs @claudeai needs to do so much work on remote experience to be a real work tool. codex is really strong there.", "link": "https://twitter.com/15122457/status/2104144796214263992"}]}, {"theme": "Conversational voice mode", "criterion": "surfaces.remote_mobile", "authorWeeks": 25, "posts": 25, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i'd prefer having a reliable voice mode first or options to use third party stt.", "link": "https://twitter.com/1870719136005066752/status/2103790871791669547"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "just using tts is not enough. i already tried with mac's \\`say\\` command. i want to have a quick voice conversation q&a after cc implemented a bunch of code.\nyou can just continue q&a text conversation after implementation in the same session, but it consumes context a lot and the response is too slow when you use high or xhigh effort.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wow0qc/is_there_a_way_to_review_claude_codes_work/pbvozo0/"}, {"agent": "opencode", "date": "2026-09-23", "source": "Reddit", "community": "r/opencode", "text": "i like the idea.\ni'm currently actually looking for a chatgpt voice experience. \n \na model & a tooling around where i can freely talk and also barge in.\njust for casual talk like chatgpt voice offers, but with privacy and without limits. that'd be cool.", "link": "https://www.reddit.com/r/opencode/comments/1wnstna/im_building_native_local_voice_input_for_opencode/pbnfykq/"}]}, {"theme": "SSH and remote machine development", "criterion": "surfaces.remote_mobile", "authorWeeks": 25, "posts": 25, "agents": [{"id": "zed", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "text": "cool, i’ll give it a try!\ni currently use herdr with pi, so it’s nice to see another app that’s more focused specifically on pi.\ni haven’t checked yet, but does orbit support remote sessions? i often run agents on a vm or a remote mac, so being able to connect to pi sessions running there would be really useful. if it doesn’t support that yet, is it something you’re planning?", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1woela9/orbit_pi_v0015_is_out/pbn32fu/"}, {"agent": "pi", "date": "2026-09-23", "source": "Reddit", "community": "r/PiCodingAgent", "text": "can it connect to an already running pi inside a tmux session? i use it for ssh access but it'd be nice to have a desktop app interact with it as well when i'm at my seat.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wmd8ez/pi_desktop_a_desktop_gui_for_the_piomp_coding/pbi0ts7/"}, {"agent": "zed", "date": "2026-09-22", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev now i need to run everything remotely. please, please!", "link": "https://twitter.com/203317967/status/2102485681452744824"}]}, {"theme": "Native iOS app", "criterion": "surfaces.remote_mobile", "authorWeeks": 21, "posts": 22, "agents": [{"id": "devin", "authorWeeks": 5}, {"id": "conductor", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai here's what's sticking out right now\n- no droid ios app\n- desktop app missing from linux\n- syncing missions / repos / active work between droid computers (my own not droid managed).\ni need to be able to shift my coding workloads off my laptop and take them everywhere with me.", "link": "https://twitter.com/1382136217601417222/status/2104238899493318925"}, {"agent": "conductor", "date": "2026-09-24", "source": "Reddit", "community": "r/conductorbuild", "text": "yeah i was sarcastic. it drives me crazy. the review button moves every update, the model selector changes, plan mode button is gone, etc.\nthey keep changing shit that is fine and meanwhile there’s still no ios app 😭", "link": "https://www.reddit.com/r/conductorbuild/comments/1wp7deq/favourite_thing_in_conductor/pbszn7p/"}, {"agent": "conductor", "date": "2026-09-22", "source": "X", "community": "@conductor_build", "text": "@b_szafranow @conductor_build @charlieholtz give us testflight plz", "link": "https://twitter.com/1163724885866295296/status/2102476561886973966"}]}, {"theme": "Remote control support in the CLI", "criterion": "surfaces.remote_mobile", "authorWeeks": 20, "posts": 20, "agents": [{"id": "codex", "authorWeeks": 18}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "dear @chatgpt why is it so difficult to attach the desktop client / phone app to a running codex cli session.", "link": "https://twitter.com/7079062/status/2103865914370208136"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux any chance you folks are planning on introducing /remote-control into codex cli? that'd be awesome to have at this point. claude is so much more convenient because of this feature alone, not only opus 5.5.", "link": "https://twitter.com/1586658432006127619/status/2103277042330677273"}, {"agent": "codex", "date": "2026-09-16", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "the one thing claude code cli definitively has over codex cli is remote control.\ncc: tibo", "link": "https://twitter.com/1852630171/status/2100313542608204109"}]}, {"theme": "Cross-device session handoff and continuity", "criterion": "surfaces.remote_mobile", "authorWeeks": 19, "posts": 20, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "what can't remote control in claude code be more like codex. \ni can't start new threads on my machine remotely.\ni can't access old threads.\n@claudedevs", "link": "https://twitter.com/165334533/status/2104187645761142809"}, {"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "am i the only idiot who can't find a proper way to do remote-control of @opencode sessions? would love to be able to start work at any of my work stations and carry on synced sessions in the phone until i return home... 🤯", "link": "https://twitter.com/48353286/status/2102841452502077916"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "wondering why the remote session that i started from mobile isn’t updated to opus 5.5. it’s because the rc tab i have in warp that’s been going for five days needs to be restarted. @claudedevs more reason to have the desktop app as the bridge. <strict_link>", "link": "https://twitter.com/227366159/status/2102613661529612777"}]}, {"theme": "Improved mobile app UX", "criterion": "surfaces.remote_mobile", "authorWeeks": 16, "posts": 16, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "Reddit", "community": "r/opencodeCLI", "text": "i want to connect to my open code instance from my android device, i successfully connected my ubuntu server with oepncode mobile from alvarolorentedev\nit works perfectly but the ui/ux on this app is realy bad\n \nany alternatives?", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wrh1pw/what_the_best_opencode_app_for_android/"}, {"agent": "amp", "date": "2026-09-26", "source": "X", "community": "@AmpCode", "text": "spent a week in the yucatan using @ampcode on my iphone. no cell, wifi in one room. orbs were great. only complaint is with the ux. copying text was difficult, puck kept closing every time i went to another app, and the widget bar at the top of the project chat was fiddly.", "link": "https://twitter.com/610281461/status/2103902448830070922"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "agree cursor has the best overall integrated agentic workflow. even more so now with grok bot. if only they could make origin codebase easy to use, improve the mobile app, and get a proper frontier model ", "link": "https://www.reddit.com/r/cursor/comments/1woad6b/grok_47_performance_in_cursor/pbo2fhm/"}]}, {"theme": "Start new sessions remotely", "criterion": "surfaces.remote_mobile", "authorWeeks": 13, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "what can't remote control in claude code be more like codex. \ni can't start new threads on my machine remotely.\ni can't access old threads.\n@claudedevs", "link": "https://twitter.com/165334533/status/2104187645761142809"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@canyonaro @zechcodes @simplicity @kelvinkms_com @claudedevs thanks but that's for existing sessions. i can't start a new cc session from my phone, without having run claude -rc in powershell/terminal first (i know i can automate that, but you don't have to with codex)", "link": "https://twitter.com/1477530177739632641/status/2102967489072128401"}, {"agent": "codex", "date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@robertjbye i loose remote control access on mac at least a couple times a week. i have codex app running side by side and it survives. it would be really nice to just connect to the machine and start a new session in any folder of the os.", "link": "https://twitter.com/945912613053050881/status/2102202545544245687"}]}, {"theme": "Reliable, bug-free remote control connections", "criterion": "surfaces.remote_mobile", "authorWeeks": 13, "posts": 13, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@sqs @ianlandsman @ampcode i will try tailscale as well, curious how that fits together. but it would be great if portals would be fast and usable. what causes the slowness here? it's one of the main things that's keeping me from moving everything to amp.", "link": "https://twitter.com/1330980620617601026/status/2103028237299290550"}, {"agent": "antigravity", "date": "2026-09-21", "source": "X", "community": "@antigravity", "text": "@antigravity @google @geminiapp \ntill last day this feature was available. i could manage everything from my mobile remotely . \nnot the feature gone. please keep the feature in antigravity remote control <strict_link>", "link": "https://twitter.com/1394121746463170562/status/2101998006107279766"}, {"agent": "claude-code", "date": "2026-09-17", "source": "Reddit", "community": "r/ClaudeCode", "text": "i'm sorry but remote control in the chatgpt app is way better than claude. you do one thing and have full control. claudes remote control is stupid and they need to fix it.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1win4xv/im_so_sad_rn/pabpwha/"}]}]}, "surfaces.cloud_sessions": {"authorWeeks": 169, "themes": [{"theme": "Hosted cloud agent execution support", "criterion": "surfaces.cloud_sessions", "authorWeeks": 19, "posts": 22, "agents": [{"id": "pi", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev @mattlam_ @badlogicgames please, make this happen!", "link": "https://twitter.com/568738762/status/2102808779557675038"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@samuelvrablik @pidotdev @badlogicgames ye it's easy to build one for myself, but i want the same ux as cursor's where anyone can spin up cloud agents easily, adn the infra is managed for you. also many different cloud agents, that's the goal.", "link": "https://twitter.com/1689423238173007873/status/2102796386106487164"}, {"agent": "pi", "date": "2026-09-23", "source": "X", "community": "@pidotdev", "text": "@pidotdev something like opencode go will be highly appreciated.", "link": "https://twitter.com/17648829/status/2102714998858600756"}]}, {"theme": "macOS and Windows cloud environments", "criterion": "surfaces.cloud_sessions", "authorWeeks": 13, "posts": 14, "agents": [{"id": "amp", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-26", "source": "X", "community": "@cognition", "text": "@premqnair @cognition if cognition starts a sandbox team with windows + mac, i swear it will be at 2b arr today", "link": "https://twitter.com/1984076150570938372/status/2103681764397060529"}, {"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@sqs @sixhobbits @ampcode @sqs they’re good. i really liked devin macos orb. amp macos orb wen?", "link": "https://twitter.com/1553373273639256065/status/2103437963472539744"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@anthropicai @claudedevs if u put mac as option on claude code in cloud then yeah u will change the game bro. no more buying mac for mac dev", "link": "https://twitter.com/969592565447254016/status/2103244456686473453"}]}, {"theme": "Run cloud agents on own infrastructure", "criterion": "surfaces.cloud_sessions", "authorWeeks": 11, "posts": 11, "agents": [{"id": "cursor", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 3}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @bcherny lo interesante sería que pudiéramos tener estas sesiones self-hosted en nuestro propio servidor o vps . lo mismo para los hilos de proyectos.", "link": "https://twitter.com/146128229/status/2103079037526524166"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs instead of trying to extract more money from us when your plans are already expensive enough, i have submitted a feature request a while ago, that could fill this gap, because most of us own a homelab or vps: <strict_link>", "link": "https://twitter.com/780599461189853185/status/2102936797743550502"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs love this update. was a big fan of claude projects, but often found myself limited by the cloud environment wishing it would just run on my own machine.\nthis caused me to revert back to remote control claude code sessions but looks like i can have best of both worlds now?!", "link": "https://twitter.com/1005418656/status/2102893499175596363"}]}, {"theme": "Local execution option instead of cloud-only", "criterion": "surfaces.cloud_sessions", "authorWeeks": 9, "posts": 9, "agents": [{"id": "claude-code", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 3}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs that's very hard to find the work locally option, could you just make a checkbox for local when create a project. i got heavy computation project that much better work fully locally", "link": "https://twitter.com/2038640161836371968/status/2102933917808697852"}, {"agent": "conductor", "date": "2026-09-21", "source": "X", "community": "@conductor_build", "text": "@shpigford @conductor_build @conductor_build seems to be 100% focused on their pro / cloud offering. it’s absolutely absurd now, you can use their cli to start new cloud workspace but can’t start local one.", "link": "https://twitter.com/1824020603726069760/status/2101929186436825243"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i use claude code extensively, but i've no interest in cloud, please make it work locally soon :)", "link": "https://twitter.com/2509004038/status/2100747343046099297"}]}, {"theme": "Resume and keep alive interrupted sessions", "criterion": "surfaces.cloud_sessions", "authorWeeks": 9, "posts": 9, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "amp", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "amp", "date": "2026-09-27", "source": "X", "community": "@AmpCode", "text": "@sqs @purefunctor @ampcode more plugin hooks would make this more seamless - keepalive for orb is neat but would be nice to mark thread as active not idle.\nbeing able to inject ui (eg relayed turn messages) into the thread", "link": "https://twitter.com/3852971/status/2104008031155470738"}, {"agent": "devin", "date": "2026-09-22", "source": "X", "community": "@cognition", "text": "@cognition the handoff is the interesting part. a session needs more than a live vm. it needs durable state and a permission snapshot, so resume means continuing from an auditable point instead of inheriting hidden context.", "link": "https://twitter.com/1086404969576714240/status/2102396291271598088"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "i have always wondered why they cannot just make it as good as claude remote; codex remote disconnects every time, and it is a pain to work with steering messages. i have to pause the entire chat and submit my message; otherwise, a steering message gets frozen forever if i submit it", "link": "https://www.reddit.com/r/codex/comments/1wf2wi5/why_codex_remote_connection_is_very_bad_and_any/p9ilpx1/"}]}, {"theme": "Attach clients to remote headless sessions", "criterion": "surfaces.cloud_sessions", "authorWeeks": 8, "posts": 8, "agents": [{"id": "opencode", "authorWeeks": 2}, {"id": "zed", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev can i connect it to wsl or a remote server like vs code?", "link": "https://twitter.com/2072157979567431680/status/2103317410778636295"}, {"agent": "zed", "date": "2026-09-21", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev wait can i connect to remote sessions with the harness of my choosing? ie have the session running on my mac mini or other computer and connect via my laptop?", "link": "https://twitter.com/18727585/status/2102173788196753601"}, {"agent": "cline", "date": "2026-09-15", "source": "X", "community": "@cline", "text": "@cline can it connect to a \"cline daemon\" on a remote machine so sessions are persistent?", "link": "https://twitter.com/180908391/status/2099671782705733698"}]}, {"theme": "Isolated sandbox per task or session", "criterion": "surfaces.cloud_sessions", "authorWeeks": 8, "posts": 8, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-24", "source": "X", "community": "@pidotdev", "text": "@stablechen @pidotdev @badlogicgames @herdrdev i want to be able to easily spin up different vms, like cursor agents. i'm assuming more like daytona, hetzner etc. but some easy service that handles it all for me, and i can integrate into pi-gui", "link": "https://twitter.com/1689423238173007873/status/2103165956990108122"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs cloud sessions are powerful — and a bigger blast radius if scopes travel with the job.\nwhen the laptop closes, i still want: task-scoped credentials, no ambient write/internet \"just in case,\" and a kill switch that works off-device. autonomy ≠ unattended root.", "link": "https://twitter.com/1910184974726090752/status/2103145358360518764"}, {"agent": "amp", "date": "2026-09-24", "source": "X", "community": "@AmpCode", "text": "@jkudish @robinebers @ampcode imo it's important to be able to use ephemeral or persistent cloud vms\ni want different vms for different coding and agent tasks", "link": "https://twitter.com/7008772/status/2103140964080517139"}]}, {"theme": "Larger, resizable cloud sandbox resources", "criterion": "surfaces.cloud_sessions", "authorWeeks": 8, "posts": 8, "agents": [{"id": "amp", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 3}, {"id": "conductor", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs kind of a lame machine @anthropicai @bcherny @trq212 only 26gb of disk available? that's not enough to build and test a serious rust app <strict_link>", "link": "https://twitter.com/272645297/status/2103800889865617460"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@anthropicai can you guys increase the cloud storage \nto 100gb , it seems unusable for big rust projects \n@rustlang @claudeai @claudedevs \n@lydiahallie", "link": "https://twitter.com/932727389523558400/status/2103676447324045785"}, {"agent": "amp", "date": "2026-09-25", "source": "X", "community": "@AmpCode", "text": "@codermatt @sqs @ampcode a one click “put these changes on a bigger orb” would do the trick. i’ve bumped my default up to medium because every project i have kills the small!", "link": "https://twitter.com/9111552/status/2103370105505943560"}]}, {"theme": "Sessions persist after laptop closes", "criterion": "surfaces.cloud_sessions", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs sesiones cloud de claude code fuera de preview, dejar el laptop cerrado y que siga pega", "link": "https://twitter.com/1395133841531101192/status/2102910850575065586"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "like currently we need to connect the codex desktop to the remote device n keep alive to do coding on projects ..so is it possible that we can do coding without connecting it? is there any solution rn or can come in future??", "link": "https://www.reddit.com/r/codex/comments/1wmmh9e/this_is_possible/"}, {"agent": "claude-code", "date": "2026-09-20", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs parallel cloud sessions while i'm offline. of course", "link": "https://twitter.com/1811332417099055105/status/2101589194657173570"}]}, {"theme": "Broader repository support in cloud sessions", "criterion": "surfaces.cloud_sessions", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-16", "source": "Reddit", "community": "r/ClaudeCode", "text": "as of this week, we can't access remote controlled claude code on the web version if the organization doesn't have github access setup (\"github access is required for claude code on the web. please contact an organization owner.\").\n \nit makes no sense and the remote controlled claude code sessions are still accessible on the android app as expected.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1whufx7/please_roll_back_gating_claude_code_web_behind/"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @mark_k @chatgpt @openai codex cloud need more nerwork capability. also we need to choose two repos. also we need to see cloud on app.", "link": "https://twitter.com/1720395882430922755/status/2099477400182571477"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "why don't cursor cloud agents support the “origin” repository? i can't start a new session with “origin” in the mobile app; i have to connect to github instead. \n@cursor_ai @elonmusk", "link": "https://twitter.com/2297570975/status/2098372298738630836"}]}, {"theme": "Mobile control of cloud agents", "criterion": "surfaces.cloud_sessions", "authorWeeks": 7, "posts": 7, "agents": [{"id": "cursor", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-23", "source": "X", "community": "@droid", "text": "i've been an @cursor_ai user since feb 2024, but after grok 4.7, i'm looking for alternatives. @droid @cognition are in the lead for me, but what i really need is\n1. cloud agents/desktop\n2. agnostic harness &amp; computer use\n3. mobile\n4. good connectors\nanyone have suggestions?", "link": "https://twitter.com/1902193987244408832/status/2102596587046531556"}, {"agent": "codex", "date": "2026-09-21", "source": "Reddit", "community": "r/codex", "text": "codex cloud\ni'm sure, like most of you, we both use claude code and codex. i love the claude code cloud environment and i don't need to run anything locally. that said, while codex does have a version of this, you can't control it from your phone and it's very limited. codex does not have a cloud environment why is that? ", "link": "https://www.reddit.com/r/codex/comments/1wmah50/codex_cloud/"}, {"agent": "opencode", "date": "2026-09-14", "source": "X", "community": "@opencode", "text": "@thdxr i would actually pay @opencode for a managed opencode dev environment where i could plug all my devices, especially mobile so i can work on personal projects from anywhere.\nhaven't found anything that does this.\nconsidering running a vm on oci (ewww)", "link": "https://twitter.com/366624801/status/2099386863098241389"}]}, {"theme": "Cloud session access from desktop app", "criterion": "surfaces.cloud_sessions", "authorWeeks": 6, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "the @cursor_ai project remote server never syncs, can someone fix @poteto. hard to view what tasks are currently running and task list <strict_link>", "link": "https://twitter.com/1689423238173007873/status/2100958036416197070"}, {"agent": "codex", "date": "2026-09-14", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @mark_k @chatgpt @openai codex cloud need more nerwork capability. also we need to choose two repos. also we need to see cloud on app.", "link": "https://twitter.com/1720395882430922755/status/2099477400182571477"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "cloud agents launched with grok bots are not displayed in the left panel of the cursor desktop. only if you click on a link from grok bots chat. please fix @cursor_ai @bot", "link": "https://twitter.com/2297570975/status/2098388511996977642"}]}]}, "rel.service_errors": {"authorWeeks": 163, "themes": [{"theme": "Fix ongoing service outages", "criterion": "rel.service_errors", "authorWeeks": 28, "posts": 29, "agents": [{"id": "codex", "authorWeeks": 9}, {"id": "claude-code", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode yo intern, this shiii over 24hr now.\nbls, kindly resolve this. <strict_link>", "link": "https://twitter.com/2051959960230088704/status/2103938207142252635"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "they need to install ssds on their servers, it is insane how long it took them to restart", "link": "https://www.reddit.com/r/codex/comments/1wqbnpj/we_are_back/pc2qpla/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "i need you nowwww restore now your aws and azure servers openai :dddd", "link": "https://www.reddit.com/r/codex/comments/1wqadua/codex_down/pc2gp50/"}]}, {"theme": "Fewer model-at-capacity errors", "criterion": "rel.service_errors", "authorWeeks": 22, "posts": 24, "agents": [{"id": "codex", "authorWeeks": 19}, {"id": "antigravity", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-25", "source": "Reddit", "community": "r/windsurf", "text": " client error: protocol error (unimplemented): we are currently experiencing capacity issues with this serving model. please switch to a different model or try again later. (trace id: <structured_id>)\n \nunimplemented? and \"with this serving model\"? surely it should be \"with serving this model\".\nmy idea - make the error messages better and fix the \"protocol error\" bug. more capacity would be nice too of course 😄 ", "link": "https://www.reddit.com/r/windsurf/comments/1wpw8do/error_messages_are_not_their_best_strength/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/google_antigravity", "text": "just experiencing the issue today and it's infuriating at this point, high token usage when it works for simple prompts and most of the time it just says \"our servers are experiencing high traffic right now, please try again in a minute.\" \nany update on this issue would be great", "link": "https://www.reddit.com/r/google_antigravity/comments/1wh8h5u/psa_gemini_38_flash_slowerrors/pbsbuq4/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "i am pretty close to refunding my 20x if they don't stop giving selected model is at capacity, ffs i spinned up $20 claude to do the work and haven't hit the 5 hour limit yet", "link": "https://www.reddit.com/r/codex/comments/1wj6tl0/in_case_youre_wondering_this_is_what_100_plan/pak3ir7/"}]}, {"theme": "Stop spurious 429 rate limit errors", "criterion": "rel.service_errors", "authorWeeks": 19, "posts": 20, "agents": [{"id": "opencode", "authorWeeks": 11}, {"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "i have the same error 401 and i couldn't work, and the chatbot said that there were too many requests, because of codex, i literally couldn't work. so i went with claudecode. did anyone else from latam experience the same on september 23-24, 2026?", "link": "https://www.reddit.com/r/codex/comments/1wqnejx/openai_codex_offline_again/pc5ojjn/"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "command code does but only $20 and the connection is extremely flaky 429 errors all the time", "link": "https://www.reddit.com/r/opencode/comments/1wmhlzq/why_doesnt_opencode_go_offer_max_on_muse_13_given/"}, {"agent": "opencode", "date": "2026-09-18", "source": "X", "community": "@opencode", "text": "wth is this @opencode error from provider (console go): upstream request failed: [rate_limit_exceeded] rate limit exceeded. please retry after a brief wait.\ni only used 2% of my 5-hour limit but get rate limits??", "link": "https://twitter.com/1250026646058516481/status/2101001690119876845"}]}, {"theme": "Fix recurring 5xx and request errors", "criterion": "rel.service_errors", "authorWeeks": 16, "posts": 16, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "this feature cost a minimum of 160k\n5 people with 300k tc worked on it for a month\na 400k tc manager \"supervised\" it\nthey called it a \"sprint\"\nsprints used to be 2 weeks, now they are only one\n50% time compression, incredible!\n17 people will use this feature (accidentally)\nroi = 0x\nantigravity needs to lock in\nlast time i tried gives \"unknown error occured\" 3/10 times i send a prompt", "link": "https://twitter.com/888144550988046337/status/2103916130402496571"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@opencode i would love to use this if y’all can please fix this… non stop errors \n@thdxr 🤨 <strict_link>", "link": "https://twitter.com/1836134050605457408/status/2102210774299021499"}, {"agent": "antigravity", "date": "2026-09-20", "source": "X", "community": "@antigravity", "text": "@antigravity @googleaistudio @googleai fix this damn error <strict_link>", "link": "https://twitter.com/1292697097196560386/status/2101660831947907361"}]}, {"theme": "Fix specific broken or unresponsive models", "criterion": "rel.service_errors", "authorWeeks": 13, "posts": 13, "agents": [{"id": "opencode", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-20", "source": "X", "community": "@opencode", "text": "@opencode guys <strict_link> is having serious problems. glm 5.3 flash can't finish a long task. (terminated reason unknown)\n<strict_link>\n<strict_link>\nglm5.2 also can't finish long tasks.\ni've burning credits today using without knowing and more using stronger models for this reason.\nworse, i waste a whole day of work on my agent because of those bugs. \ni think that you should disable them while they aren't working", "link": "https://twitter.com/1673721360286089219/status/2101712581295481336"}, {"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "@ashen_one @opencode its so stealth you cant even see its output :x \nopencode team .. pls fix union alpha.. its not responding", "link": "https://twitter.com/882758114/status/2100285341471064176"}, {"agent": "antigravity", "date": "2026-09-15", "source": "X", "community": "@antigravity", "text": "@geminiapp @antigravity fix your base model and next gemini will be great", "link": "https://twitter.com/1954198225260568576/status/2099848590160195755"}]}, {"theme": "Accurate public status page", "criterion": "rel.service_errors", "authorWeeks": 11, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "claude code has too much downtime but when it down it reflect in status but for codex...\n<strict_link>\n", "link": "https://www.reddit.com/r/codex/comments/1wqahas/why_am_i_getting_this_error_using_codex_why_is_it/pc2gats/"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "you can't brag about customer service and then leave the status page empty when there's a major outage.", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc2g91e/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "text": "i think we need google to announce the official opening hours.\ncompute for public: 5am-5pm est.\ncompute for improving gemini 4 models: 5pm-5am est.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjjwf0/yes_you_found_the_post_yes_38_is_so_slow_now/pajlg24/"}]}, {"theme": "More server compute capacity", "criterion": "rel.service_errors", "authorWeeks": 11, "posts": 11, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "so a new stealth model dropped. \"union alpha free\".\nno idea how good it is. it is way too slow for literally anything and just failed 4 \"write\" tool calls in a row in @opencode.\nif you're gonna release a free model, at least remotely have the capacity for it.", "link": "https://twitter.com/1635000274812035074/status/2100296874607399384"}, {"agent": "codex", "date": "2026-09-15", "source": "Reddit", "community": "r/codex", "text": "when is more compute coming online? they clearly have a bottleneck ", "link": "https://www.reddit.com/r/codex/comments/1wh2y2p/ngl_astra_hype_is_over/p9zuc95/"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "maybe it shouldn't be available to the whole world, just u.s. for now until capacity is fixed.", "link": "https://www.reddit.com/r/codex/comments/1wdl56p/codex_is_unusable_now/p99wu71/"}]}, {"theme": "Prioritize stability over new features", "criterion": "rel.service_errors", "authorWeeks": 11, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "or i can lay out the situation concisely and offer solutions to add to the conversation. give feedback.\nmaybe you can convince someone else to put their head in the sand with you though?\ni personally want a reliable and predictable service when i pay good money. when something's broken, i fix it or try to get the guy who breaks it to fix it. i don't put in earplugs so i don't hear the car making weird noises.", "link": "https://www.reddit.com/r/codex/comments/1wqqg0k/on_the_reset_situation_written_by_astra/pc67x5t/"}, {"agent": "claude-code", "date": "2026-09-25", "source": "Reddit", "community": "r/ClaudeCode", "text": "rather than obsessing over the next frontier model to drive their ipo valuation, anthropic needs to focus on making sure their existing services actually work well.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wpg6sp/yet_another_account_suspension_post_prompts_and/pby05rq/"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai when are you going to sort out the service degradation issues that seem to be a daily occurrence right now? \ngrok is sooo slow it's painful.\nplease fix this! <strict_link>", "link": "https://twitter.com/3393870837/status/2102338997397897689"}]}, {"theme": "Automatic retry on transient errors", "criterion": "rel.service_errors", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-08", "source": "X", "community": "@opencode", "text": "@aabbstr @dick07nick @opencode @pidotdev @thdxr i am not complaining about rate limit, i am complaining about the fact it shows rate limit works fine throws rate limit again works infinite loop. shouldn’t it stop working post first rate limit?", "link": "https://twitter.com/1561220920429031425/status/2097227445296595118"}, {"agent": "codex", "date": "2026-09-05", "source": "Reddit", "community": "r/codex", "text": "really kind of annoying, they could've just made a retry mechanism...", "link": "https://www.reddit.com/r/codex/comments/1w82ukb/selected_model_is_at_capacity_please_try_a/p7zv6xo/"}, {"agent": "codex", "date": "2026-09-05", "source": "Reddit", "community": "r/codex", "text": "no love for codex linux, no gpt-6, and the codex cli doesn’t have the same retry for model at capacity failures. so using it in linux is a babysitting job right now.", "link": "https://www.reddit.com/r/codex/comments/1w7j5jf/astra_release_megathread/p7ztl9i/"}]}, {"theme": "Credit back usage lost to outages", "criterion": "rel.service_errors", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "@bot @cursor_ai down again… second day… wasted so much usage last 24 hours to get nothing done. can we please get a credit or a reset? i’m into my “on demand” now and i don’t believe this is because i have been overusing it…last 24 hours has been brutal on my usage.", "link": "https://twitter.com/704882289734332416/status/2100564597694472312"}, {"agent": "claude-code", "date": "2026-09-13", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs wtf first fix this shit !!!!!\nbolvxza on x: \"@claudeai @claudedevs are u fking serius? you are such a scammer claude not answer and waiting 20 min thinking and nothing but my limits are gone wtf is this shit!!!!!! <strict_link>\" / x", "link": "https://twitter.com/1479884357083017221/status/2098995482894696620"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\nwhennnnn i lost all my work during the outage", "link": "https://www.reddit.com/r/codex/comments/1wqc44m/reset_confirmed/pc3jgar/"}]}, {"theme": "Fix mid-task stream disconnects", "criterion": "rel.service_errors", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-17", "source": "Reddit", "community": "r/codex", "text": "hey everyone,\ni'm having a persistent issue with codex where requests fail with this error:\n>`stream disconnected before completion: an error occurred while processing your request. you can retry your request, or contact us through our help center at` [`help.openai.com`](<strict_link>) `if the error persists.`\nthis has been happening since **september 16, 2026**, and i haven't been able to get codex working again.\ni've already tried pretty much e", "link": "https://www.reddit.com/r/codex/comments/1wiximp/codex_keeps_failing_with_stream_disconnected/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "i checked the megathread, but nothing seems to match my situation. \n \nthis is probably the 4th or 5th time this has happened where i'll be just moving right along, everything it great, then it will start getting this : \n`stream disconnected before completion: error sending request for url`\n`(<strict_link>)`\ni see tons of posts about it with various vpns and proxys on github, but i'm not using any of those. everything is fine until a certain point", "link": "https://www.reddit.com/r/codex/comments/1wfb01l/constant_stream_disconnected_before_completion/"}, {"agent": "codex", "date": "2026-09-12", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "codex can open, but it is always reconnecting 1/5 → 5/5? \nit's usually not just \"slow internet\": the cli may not be taking the same path, websocket may be unstable, the exit may change frequently, or the codex server may fluctuate. \ncooldaisy focuses on the stability and troubleshooting of codex app / cli long connections. first determine the cause, then decide whether to change the line. \n<strict_link>\nthird-party independent service, not openai", "link": "https://twitter.com/1880977289292460032/status/2098734278146462112"}]}, {"theme": "Fix 404 and endpoint-not-found errors", "criterion": "rel.service_errors", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-14", "source": "Reddit", "community": "r/PiCodingAgent", "text": "<strict_link>\nhey i am getting your all endpoints here and also when tried the v4 flash from the list this is the error in am getting : not found: service failure: endpoint not found \ndo how will we use your service ? \ni topped up the wallet after seeing you low price offerings !!", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wegibk/surprisingly_still_seeing_real_demand_for_v4/p9r0jwi/"}, {"agent": "codex", "date": "2026-09-03", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@openai codex return 404 all the time. fix it please", "link": "https://twitter.com/633034724/status/2095531263264473218"}, {"agent": "codex", "date": "2026-09-03", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "codex cli exploded 404", "link": "https://twitter.com/1799739742822776832/status/2095526555091145073"}]}]}, "rel.response_speed": {"authorWeeks": 173, "themes": [{"theme": "Faster model response speed", "criterion": "rel.response_speed", "authorWeeks": 76, "posts": 76, "agents": [{"id": "codex", "authorWeeks": 20}, {"id": "antigravity", "authorWeeks": 19}, {"id": "claude-code", "authorWeeks": 12}, {"id": "opencode", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 6}, {"id": "devin", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "so here is also where i am stuck. i am limited with these, the faster i want to work, either ai needs to speed up with its results instead of letting me wait for so long. but even after it instantly returns the correct way, it will be limited by your own capacity. so the other thing is to fully trust the ai to make decisions, and here is the difficult part. till what extend can you do this? without losing track of how it works under the hood. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wradi9/why_normal_discussions_has_so_many_haters/pcg0zse/"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/google_antigravity", "text": "that's a lot of text, so i just wanna ask first. is gemini flash 3.8's speed fixed? it's so slow it should be changed to gemini slow 3.8.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wqbyzk/antigravity_cli_release_v127_v1211/pc333k5/"}, {"agent": "cline", "date": "2026-09-26", "source": "X", "community": "@cline", "text": "@cline this model very super slow, tell the developer of this model 🗿, fix that speed", "link": "https://twitter.com/1883868794000695296/status/2103703396515483978"}]}, {"theme": "Faster application and CLI startup", "criterion": "rel.response_speed", "authorWeeks": 12, "posts": 12, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai can you guys fix fucking fix your cli, the startup time is absolutely horrendous\njust let me use your sub in grok build if its trouble", "link": "https://twitter.com/1333285748859088896/status/2103891127564894325"}, {"agent": "antigravity", "date": "2026-09-24", "source": "Reddit", "community": "r/LocalLLaMA", "text": "unfortunately this. if anyone thinks antigravity was bad, gemini cli is in even worse state (it takes forever just to load even though it is just a cli, no update for new models, can't even use their subscription). it seems like this end of ai support in google has been struggling (other than the model itself, which is magnificent).", "link": "https://www.reddit.com/r/LocalLLaMA/comments/1wof9kk/introducing_support_for_local_ai_models_in_the/pbocdmf/"}, {"agent": "cursor", "date": "2026-09-17", "source": "X", "community": "@cursor_ai", "text": "hey, @cursor_ai i like your product, but could you please stop making it worse? it now takes &gt; 30 seconds to start up and it never starts in the ide window i last used, but in the agents view (without a simple way to open the repo in the ide).", "link": "https://twitter.com/2717214655/status/2100458360545935804"}]}, {"theme": "Add or expand fast mode availability", "criterion": "rel.response_speed", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "devin", "date": "2026-09-16", "source": "X", "community": "@cognition", "text": "@cognition i am really loving swe-2.0 as my go to for quick ops tasks and answering questions about my codebase.\nreally really fun model for this slice in the agentic dev stack. would be cool to have a fast mode like the swe-2.0 model :)", "link": "https://twitter.com/4893651116/status/2100366132217823299"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "let me use it during peak hours at least. but the only thing is it must save more than 50% tokens if its 50% speed. because at that point it makes zero difference.", "link": "https://www.reddit.com/r/codex/comments/1wdsjpe/please_give_us_a_slow_mode/p99ew8t/"}, {"agent": "codex", "date": "2026-09-11", "source": "Reddit", "community": "r/codex", "text": "i'm hoping they have now optimized it so well that they will replace the codex 5.3 spark on cerebras for pro users. \nsol at 700 tps, fucking give it to me.", "link": "https://www.reddit.com/r/codex/comments/1wcpz5j/gpt6sol_staged_in_openai_api/p93ggfi/"}]}, {"theme": "Faster speed on lower or current plans", "criterion": "rel.response_speed", "authorWeeks": 6, "posts": 6, "agents": [{"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "pi", "date": "2026-09-25", "source": "Reddit", "community": "r/PiCodingAgent", "text": "i like it too. it’s slow though (i am on a measly plus plan) but can afford to wait. i have a claude pointing at ds 4.1 flash when i need some speed and don’t mind spending a few cents.", "link": "https://www.reddit.com/r/PiCodingAgent/comments/1wpcis6/opus_55_vs_gpt6_sol_luna_in_piagent_results_on_my/pbza1lj/"}, {"agent": "amp", "date": "2026-09-22", "source": "X", "community": "@AmpCode", "text": "@thorstenball brother i started orb'n today and first of all thank you to the entire team of @ampcode and especially @sqs (i'm waiting for his next live stream, probably you should too)\n/feedback, the orb's terminal on mw plan seems too slow though", "link": "https://twitter.com/1940807256377118724/status/2102466139293126912"}, {"agent": "antigravity", "date": "2026-09-17", "source": "X", "community": "@antigravity", "text": "@googledeepmind @geminiapp @antigravity please, please , please fix this speed issue. barely getting any throughput and my ultra plan is burning down at ~2x the speed it usually does.", "link": "https://twitter.com/178086973/status/2100655461972472243"}]}, {"theme": "More server capacity for speed", "criterion": "rel.response_speed", "authorWeeks": 6, "posts": 6, "agents": [{"id": "devin", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-24", "source": "Reddit", "community": "r/codex", "text": "we need fast infra. nvda dgx ain't it. 5090 is stupid expensive", "link": "https://www.reddit.com/r/codex/comments/1wpd1gc/moarrrrr_higher_tier_pro_plans_are_forthcoming/pbuus2s/"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@cognition", "text": "@fei2411 @cognition @cognition please expand the capacity of your devin servers to boost the speed of swe-2. it's currently too slow.", "link": "https://twitter.com/1159835302275346433/status/2100823113516941327"}, {"agent": "devin", "date": "2026-09-18", "source": "X", "community": "@cognition", "text": "the server capacity of devin still seems insufficient, swe-2 is particularly slow now, and it has already become a bit less intelligent 🫠\nquickly increase the computing power @cognition 🥺", "link": "https://twitter.com/2055515632146472960/status/2100800965997928941"}]}, {"theme": "Premium ultra-fast mode at higher cost", "criterion": "rel.response_speed", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "it's really nice, but it's missing an \"ultra max ultrafast\" mode", "link": "https://www.reddit.com/r/codex/comments/1wnm7f6/created_custom_animation_bar_for_codex_on_public/pbg4hcx/"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "it would be awesome to have a hyper-speed toggle or turbo option for power users who want maximum speed @grok @cursor_ai <strict_link>", "link": "https://twitter.com/1959973200881737728/status/2102416779373126126"}, {"agent": "devin", "date": "2026-09-15", "source": "X", "community": "@cognition", "text": "ngl swe-1.7-lightning is so addictive @cognition @cerebras \nit's amazing to be able to burn tokens at the speed of thought (or faster)\ni can't wait to see what swe-2 is able to do on lightning mode...\ni'd gladly pay orders of magnitude more in order to have even faster compute", "link": "https://twitter.com/1771302147348660224/status/2099945957962154249"}]}, {"theme": "Slower cheaper mode to save usage", "criterion": "rel.response_speed", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "yeah a slow/overnight lane for the same model would be useful for batch refactors and evals. right now fast is mostly a priority/queue upsell, not a smarter model, so the missing downsell feels intentional. closest diy is off-peak runs, smaller contexts, or pinning a cheaper explicit model instead of auto. worth asking support/feature voting; a lot of people want the same thing.", "link": "https://www.reddit.com/r/cursor/comments/1wo1gt6/why_can_i_pay_more_for_fast_but_not_pay_less_for/pbjk9ws/"}, {"agent": "codex", "date": "2026-09-13", "source": "Reddit", "community": "r/codex", "text": "lol this is not really a codex issue, my ci is long ass. just wanted to slow down codex if possible", "link": "https://www.reddit.com/r/codex/comments/1tjfxcf/anyone_else_ask_here_about_current_codex_issues/p9k09gx/"}, {"agent": "codex", "date": "2026-09-09", "source": "Reddit", "community": "r/codex", "text": "can we get ultraslow? astra is fast as hell, i would be fine with slower responses if it cut down on token use.", "link": "https://www.reddit.com/r/codex/comments/1wbn954/i_got_ultrafast_on_codex/p8rj6lg/"}]}, {"theme": "Faster completion of simple tasks", "criterion": "rel.response_speed", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "also way slower, takes like 3 hours to do a single basic task\n", "link": "https://www.reddit.com/r/codex/comments/1wnocd6/how_does_gpt6_sol_fare/pbgz6ad/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "X", "community": "@antigravity", "text": "@antigravity 3.8 flash on high is unusable. it takes 10 minutes to change 1 line of copy.\nalso, can we please work on improving the app. you still can't reorder messages in a queue.", "link": "https://twitter.com/52840428/status/2100869553437671458"}, {"agent": "codex", "date": "2026-09-07", "source": "Reddit", "community": "r/codex", "text": "is anyone having speed issues. gtp 5.6 medium. most basic prompts now taking 30 mins, friday same work was taking 4-5 mins. is ther an issue are are they trying to get us to use astra?\n", "link": "https://www.reddit.com/r/codex/comments/1w3i0mm/codex_usage_and_operation_discussion_last_updated/p8bqcp6/"}]}, {"theme": "Faster desktop app matching CLI speed", "criterion": "rel.response_speed", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-21", "source": "X", "community": "@cline", "text": "@cline please fix ssh session bugs. and desktop output is so slow compared to cli.", "link": "https://twitter.com/1927003633196969984/status/2102176503857664095"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot what about creating project to speed up you desktop app as this complete laggy nightmare on m3 macbook? also your harness is very very slow with even fast llms outside cursor like gemini fast.", "link": "https://twitter.com/1089070555/status/2098276461056499753"}, {"agent": "claude-code", "date": "2026-09-08", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs claude moves in slowmotion these day's.... work on interface and optimisation...", "link": "https://twitter.com/1430186063570558994/status/2097370310605484122"}]}, {"theme": "Higher token throughput and output speed", "criterion": "rel.response_speed", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs cool, could you make token output faster as well?", "link": "https://twitter.com/2093080824820244481/status/2102881622949585367"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "honestly 5.6 luna max is already enough for everything i need, i don't care about anything other than cost-benefit on real use and tps(tokens per second) would be great to improve too", "link": "https://www.reddit.com/r/codex/comments/1wnica9/gpt_6_sol_6_and_luna_19_in_aai_index/pbfg3bl/"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "text": "i hit claude limit after 4mins of opus usage on pro plan.\ni have already cancelled gemini pro sub. switching to opencode. google strangles usage limits at their desire without informing users.\nds4.1f has been a huge step up over 3.8 flash. i wish opencode could serve it at 300tps.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm7g5r/weekly_quotas_known_issues_support_september_21/pb7a4a2/"}]}, {"theme": "Restore previous response speed", "criterion": "rel.response_speed", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-22", "source": "Reddit", "community": "r/google_antigravity", "text": "yeah it is working slow since the last week, but the token usage remains the same for me.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wm9ouj/is_agy_slow_again_for_anyone_else_or_is_it_just_me/pbd7hlb/"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "its so slow for me as well now, astra on medium could get tasks done in 20 minutes it cant do in over an hour now", "link": "https://www.reddit.com/r/codex/comments/1we551s/this_nerf_is_getting_out_of_hand_look_at_this/p9bay6w/"}, {"agent": "codex", "date": "2026-09-12", "source": "Reddit", "community": "r/codex", "text": "i feel like they are trying to channel the traffic to astra instead of other models to get people more hooked on astra. \nyes astra is pretty good but it's very slow. luna was very fast like it almost instantly answers even on non fast mode but it's currently at the speed of astra. that's what i don't understand. \n", "link": "https://www.reddit.com/r/codex/comments/1we6ece/is_the_overall_slowness_from_lack_of_compute/p9baflg/"}]}, {"theme": "Faster loading of chats and history", "criterion": "rel.response_speed", "authorWeeks": 4, "posts": 4, "agents": [{"id": "codex", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot would be great if it actually worked. loading repositories while creating a project takes forever.", "link": "https://twitter.com/2184642108/status/2098552550568173614"}, {"agent": "codex", "date": "2026-09-06", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux fix the remote control on the codex app, it takes 30-50 seconds just to load all my conversations!!", "link": "https://twitter.com/10048612/status/2096718173466927217"}, {"agent": "codex", "date": "2026-09-02", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "hmm. why does typing @ in codex app feels laggy and how do i make it not try and load the world every time i do? lul", "link": "https://twitter.com/28952775/status/2094977020862300194"}]}]}, "rel.client_failures": {"authorWeeks": 458, "themes": [{"theme": "Stabilize and fix the desktop app", "criterion": "rel.client_failures", "authorWeeks": 29, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 10}, {"id": "opencode", "authorWeeks": 6}, {"id": "cline", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/ClaudeCode", "text": "claude desktop is crap. i wish they took care of their desktop app like openai with codex", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wrhtyd/new_to_claude_why_should_we_use_claude_code_over/pcckr78/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "same problem after updating today! i'm so frustrated i thought i was the only one. escalated to openai support but i really hope the team notices this soon because now i can't work. well i can use cli but i want my desktop app man... version <phone_number>.0, win 11 25h2\n<strict_link>", "link": "https://www.reddit.com/r/codex/comments/1wqfiiw/chatgpt_desktop_app_gets_stuck_loading_forever/pc4d5tr/"}, {"agent": "codex", "date": "2026-09-21", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@tokengremlin can't wait for this one! maybe bel help them to fix codex app ;)", "link": "https://twitter.com/1674056173790679042/status/2102064065614844220"}]}, {"theme": "Fix memory leaks and reduce RAM usage", "criterion": "rel.client_failures", "authorWeeks": 28, "posts": 31, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "devin", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "conductor", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "Reddit", "community": "r/cursor", "text": "cursor is highly unoptimised. team needs to now work on optimisation too. it just keeps on filling ram and ssd on its own and then ooms or crashes.", "link": "https://www.reddit.com/r/cursor/comments/1wqppuh/grok_is_shutting_down_apps_now/pc5yr3x/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@probiex007 @antigravity @probiex007 @antigravity yeah bro, for 28 gb it better write the whole codebase itself 😅 skipping till they patch this", "link": "https://twitter.com/1728403486373789696/status/2103221298763837909"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@antigravity pls work on memory management.\nide is consuming alot of memory idk why 🙁 <strict_link>", "link": "https://twitter.com/1195014217771864064/status/2103213000517939705"}]}, {"theme": "Fix app hanging and freezing mid-task", "criterion": "rel.client_failures", "authorWeeks": 26, "posts": 32, "agents": [{"id": "codex", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "pi", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@openai codex keeps hanging on mac 27.2 beta during context compaction based on my observation. i have already restarted frozen codex 2 dozen times today.", "link": "https://twitter.com/304497770/status/2104052196916768981"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs still lags and freezes my machine. cli is better", "link": "https://twitter.com/44595437/status/2103303119799210260"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "i'm working in @cursor_ai sometimes running 6 threads at a time.\ni have to restart the app atleast 10 times a day because the threads are in some infinite loading state\nalso it logs me out when i quit the app\nthankfully the tasks restart where they left out, but i wish i didn't have to restart the app 10x a day", "link": "https://twitter.com/993923490746073088/status/2103104373324709893"}]}, {"theme": "Fix laggy UI and slow app performance", "criterion": "rel.client_failures", "authorWeeks": 24, "posts": 25, "agents": [{"id": "codex", "authorWeeks": 17}, {"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux @jorilallo the codex app is so laggy now please fix", "link": "https://twitter.com/2026063233543462913/status/2104057177396727860"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "my codex app on linux has been trying to load chats for at least 15 mins when before it was just a few seconds, still hasn't even loaded smaller chats where there aren't lots of messages. \n@thsottiaux", "link": "https://twitter.com/1674075739895877632/status/2104023351060566107"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "and with the latest update with the vertical left sidebar, on my m3 imac with 24 gb memory just panning the mouse over the profile menu at the bottom left it is laggy as you mouse over each menu item...", "link": "https://www.reddit.com/r/codex/comments/1wqmgm3/what_an_absolute_chonker/pc5o053/"}]}, {"theme": "Fix frequent app and CLI crashes", "criterion": "rel.client_failures", "authorWeeks": 18, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai chill on the rollouts, the files tab has been crashing cursor full-screen for a month <strict_link>", "link": "https://twitter.com/2464774904/status/2102872782103302216"}, {"agent": "opencode", "date": "2026-09-21", "source": "Reddit", "community": "r/opencode", "text": "i was excited trying out mimo but this is a disaster for me.\nevery time it's using glob or grep, it crashes or freezes and when it does i have a huge bump in context, from 100k to 300k just like that, without explanation.\nusing opencode tui, haven't tested on other harness yet.\nwhat's your experience so far?", "link": "https://www.reddit.com/r/opencode/comments/1wmsl2p/having_a_bad_experience_with_mimo_26_flash/"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline cline 3.0.62 cli is dead on arrival on apple silicon. the bundled darwin-arm64 binary has a broken signature, so the kernel sigkills it at launch. both `cline --version` and `cline --help` print nothing and exit 137. fresh `npm install -g cline` on macos 27, arm64, node 26.7.0.", "link": "https://twitter.com/1937709229198172160/status/2101359440402518298"}]}, {"theme": "Lower CPU, GPU and battery usage", "criterion": "rel.client_failures", "authorWeeks": 17, "posts": 17, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "antigravity", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev zed on an old linux laptop is great, but damn the gpu usage shoots up and the fans go full throttle like a jet taking off", "link": "https://twitter.com/58782925/status/2103314417576473007"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "@androidstudio @antigravity this is great, next i wish as didn’t use 700% of my cpu while building or reopening the project . devin / cursor do not have this issue", "link": "https://twitter.com/380573269/status/2103194074811629948"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "i am running debian 13 and vs codium. \nit does not happens randomly. i am killing the process everytime it reaches 19% cpu. even idle. \nupdated today and same", "link": "https://www.reddit.com/r/codex/comments/1suvg6s/has_anyone_noticed_codex_in_vs_code_using_high/pbgy7oh/"}]}, {"theme": "Fix failed and malformed tool call execution", "criterion": "rel.client_failures", "authorWeeks": 16, "posts": 16, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 5}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "warp", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "or they could use all that funding to build a decent harness so the user isn't left burning tokens for no reason... somehow claude has the brains to make sure their harness works correctly before a major release. i'm sure astra is great, but codex is pure garbage. damage is done. go look at tibo's x comments lol", "link": "https://www.reddit.com/r/codex/comments/1w7x57n/before_blaming_gpt6_astra_read_its_prompting_guide/pbzds5e/"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "text": "agreed, i have a bad experience on using the free mimo 2.6 flash. it does a lot of failed tool calling, and sometimes it just kept looping. looks like a harness issue, but other models work fine ", "link": "https://www.reddit.com/r/opencode/comments/1wmsl2p/having_a_bad_experience_with_mimo_26_flash/pbb0h87/"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@opencode fix your tool calls... the idea behind your service is amazing, but harness often gets crazy with the tool calls... mimo just crashed my pc by doing 800+ searches on my pc in a row... then after the restart i've asked it not to do that and it did exactly the same thing... :d", "link": "https://twitter.com/996858699812626432/status/2102271295819858277"}]}, {"theme": "Fix sessions stopping or timing out mid-task", "criterion": "rel.client_failures", "authorWeeks": 16, "posts": 16, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-27", "source": "Reddit", "community": "r/kiroIDE", "text": "kiro-cli timed out a few times yesterday. i lost two heavy work sessions. all i found is a ticket so it appears it does not exist (<strict_link>)\nhow do people check downtime? does kiro do rate limiting if you are doing heavy work? it felt slow.", "link": "https://www.reddit.com/r/kiroIDE/comments/1wrsp5y/kiro_status_page/"}, {"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "@opencode @opencode fix your terminal, long running terminal tasks block the chat , they should not block the chat, sending a message terminates the terminal", "link": "https://twitter.com/1272168992120045568/status/2104314185320653174"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode don't know where to go for official support. with opencode go (but i guess with zen as well?) a streaming response times out after 10 minutes. this makes it impossible to use glm 5.3 flash because it just keeps reasoning for over 10 minutes.", "link": "https://twitter.com/3351906549/status/2103783728271040607"}]}, {"theme": "Fix app failing to launch or blank window", "criterion": "rel.client_failures", "authorWeeks": 15, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 12}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "windows desktop app. unfortunately as a windows user i feel we are often neglected. super buggy - and it's been since the latest release that the bug is high impact (stuck at loading spinner unless we kill codex.exe). even then, codex works but not chatgpt. sometimes i use codex cli (with wsl) for windows, but i mostly use the desktop app. i hope they pay attention to users that are on other os other than macos. ", "link": "https://www.reddit.com/r/codex/comments/1wra4ev/codex_on_windows_do_you_work_with_wsl_agent/pcc70fw/"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "i am not able to open @openai codex, it is just showing me this loading and then error\nhave tried reinstalling also still same \ncan anyone help here? <strict_link>", "link": "https://twitter.com/1153665686524137478/status/2104153434954064227"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "the codex desktop application has stopped launching. it seems that i need to fix the codex app with codex cli...", "link": "https://twitter.com/2074467637095186432/status/2104003860893495489"}]}, {"theme": "Clean up leaked helper processes after sessions", "criterion": "rel.client_failures", "authorWeeks": 13, "posts": 14, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "opencode", "date": "2026-09-25", "source": "Reddit", "community": "r/opencode", "text": "bun keeps uploading data at 100% of my bandwidth. i closed all sessions, turned off all plugins and mcps. yet no luck. even after closing opencode, bun keeps running and uploading until i kill it in task manager!", "link": "https://www.reddit.com/r/opencode/comments/1wpvj70/bun_is_eating_my_bandwidth_even_after_i_close/"}, {"agent": "opencode", "date": "2026-09-20", "source": "X", "community": "@opencode", "text": "@geoffreyhuntley @opencode @herdrdev opencode is great when it doesn't grind my machine to a halt from spawning all those headless processes.", "link": "https://twitter.com/1118175955/status/2101534508290130216"}, {"agent": "codex", "date": "2026-09-16", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "bug report for the codex team: the chatgpt macos app's codex app-server leaks a skycomputeruseclient + node_repl process pair every ~5 min and never reaps them. after 4h i had 381 pairs, 14.6 gb ram, ~1,850 processes on a 16 gb m4. xcode builds hung until i killed them. @thsottiaux @openaidevs", "link": "https://twitter.com/32409020/status/2100218556885721318"}]}, {"theme": "Fix connection drops and websocket disconnects", "criterion": "rel.client_failures", "authorWeeks": 12, "posts": 14, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-26", "source": "X", "community": "@cline", "text": "cline desktop windows new version.37 , fails to connect error code 1006\n@cline <strict_link>", "link": "https://twitter.com/49906954/status/2103683897502618075"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity hey, we don't know what happened, but your models no, it's slow and easy to disconnect.please resolve this problem.", "link": "https://twitter.com/1501685529389445123/status/2103656571603497051"}, {"agent": "cline", "date": "2026-09-25", "source": "Reddit", "community": "r/CLine", "text": "the desktop app is too buggy to be used - it’s keeps on disconnecting and the error message is cryptic saying tauri invoked failed for get desktop backend endpoint : desktop backend endpoint not ready. \ni don’t think it’s usable if i keep losing the session and have debug the ide instead of coding ", "link": "https://www.reddit.com/r/CLine/comments/1wposc5/buggy_desktop_apps/"}]}, {"theme": "Fix CLI bugs and stability", "criterion": "rel.client_failures", "authorWeeks": 12, "posts": 12, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "factory", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-23", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity bruh, fix your cli, ide and your models first.", "link": "https://twitter.com/1991081729956945920/status/2102738975748481322"}, {"agent": "factory", "date": "2026-09-19", "source": "X", "community": "@droid", "text": "add chatgpt sign-in with official plugin for byok, make cli faster and less buggy. \ncommunication. especially in github issues, bug reports and new feature requests. \ni before used droid more but currently using claude code, opencode and pi. \nif claude didn’t ban, i could just use opencode and pi depending on case", "link": "https://twitter.com/1031311555/status/2101343501250163065"}, {"agent": "factory", "date": "2026-09-19", "source": "X", "community": "@droid", "text": "@droid i had been using droid a bit and idk why, the tui is so buggy, idk if you guys fix it", "link": "https://twitter.com/1482670613051625474/status/2101334639453577399"}]}]}, "rel.update_breakage": {"authorWeeks": 128, "themes": [{"theme": "Reliable update and installer process", "criterion": "rel.update_breakage", "authorWeeks": 18, "posts": 18, "agents": [{"id": "antigravity", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity i’m using linux, and i constantly have to manually download and reinstall antigravity just to update it. the “check for updates” button simply doesn’t work. it shouldn't be too difficult to fix. i don't understand why this is being ignored.", "link": "https://twitter.com/2031742561392701440/status/2103723644216287683"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity i run antigravity ide, installing the extension google.google-antigravity in antigravity ide doesn't sound like a good idea.\nantigravity ide's last update was 2.5.5 on\naugust 13, 2026\ndid the update system get broked when it was renamed from antigravity to antigravity ide? <strict_link>", "link": "https://twitter.com/17038251/status/2103671410325639448"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai please fix the broken update, getting too annoying <strict_link>", "link": "https://twitter.com/28009458/status/2103333764927762902"}]}, {"theme": "Test releases to avoid breaking functionality", "criterion": "rel.update_breakage", "authorWeeks": 14, "posts": 15, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "cursor", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i solved scrolling by adding alternate_screen = \"never\" to the codex config, but the linux cli worse with every upgrade these days.\nyou can't even change the model when it switches to luna reserve and the limit gets reset. you're stuck on luna with no other option. there's a workaround by running codex resume with the --model argument.", "link": "https://www.reddit.com/r/codex/comments/1wrl6ch/latest_linux_codex_cli_seems_to_have_several_bugs/pcefa55/"}, {"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@ajambrosino codex app has never been more unstable than it is rn after this update btw", "link": "https://twitter.com/2083503582142402561/status/2104054437862162485"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "\\- after new udpate, not able to copy the content i have written inside the chat text input area \n\\- test the product before pushing it in prod, its causing irritation", "link": "https://www.reddit.com/r/cursor/comments/1wn14pc/cant_copy_from_the_chat_text_input_area_after_new/"}]}, {"theme": "Restore removed UI elements", "criterion": "rel.update_breakage", "authorWeeks": 9, "posts": 9, "agents": [{"id": "conductor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "oh crap, the left pane doesn't show anymore on hover over the left side so that requires command+b or mouse clicks to toggle it. \nsince i usually have codex tiled on the left or right half of my laptop display, this upgrade is a net negative due to the wasted space and required manual toggle.\nwhat i was expecting in an update was an easier way to use chatgpt or codex, but this update didn't even bring that.", "link": "https://www.reddit.com/r/codex/comments/1wqtyo7/new_codex_ui/pc7hnxd/"}, {"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs is it me or projects got hidden on ios? <strict_link>", "link": "https://twitter.com/14092608/status/2102777446013772009"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "@opencode opencode should not frequently modify content that affects user habits, and even during version updates, it should ensure no disruption to daily usage.", "link": "https://twitter.com/1906365372552613889/status/2102235405915676780"}]}, {"theme": "Updates without interrupting active sessions", "criterion": "rel.update_breakage", "authorWeeks": 8, "posts": 9, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "@importhuman @cursor_ai @chatgpt need a hot update while tasks are running... i don't update my codex for months 😂", "link": "https://twitter.com/1213841290825043969/status/2103767449476682067"}, {"agent": "codex", "date": "2026-09-26", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "i usually start about four times the number of projects with tmux and codex cli for personal development, but it's a hassle to have to close everything and start it all up again during updates 🫤. i wonder if it would be possible to enable hot reloading from the running state.", "link": "https://twitter.com/283627252/status/2103697088790081811"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai go take a look at orca's ability to update its application without destroying the shells\nwould be nice to implement asap", "link": "https://twitter.com/391188422/status/2103113058096677294"}]}, {"theme": "Preserve settings and data across updates", "criterion": "rel.update_breakage", "authorWeeks": 8, "posts": 8, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "recent openai\n- the codex app often does not open\n- 6sol and luna are not a reasonable evolution\n- large-scale ui changes in the browser and desktop app\nas a result, deleted sessions reappear, and sessions included in the project pop out\nfurthermore, a terrible downgrade that prevents right-clicking to immediately open a different session in a new tab\nit's all quite bad", "link": "https://twitter.com/1651894281492365314/status/2104044496346570832"}, {"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "codex cli just flipped a few operator defaults that matter in the terminal.\nfullscreen transcripts are on by default. eligible interactive sessions auto-start the background server. f forks a conversation locked by another app while keeping drafts and queued prompts.", "link": "https://twitter.com/320360226/status/2103498509341319301"}, {"agent": "copilot", "date": "2026-09-17", "source": "X", "community": "@GitHubCopilot", "text": "@githubcopilot @jamesmontemagno since a recent update the github copilot app is no longer always loading custom agents in a new session. sometimes it does sometimes it doesn’t. can we get this fixed? it’s rather annoying. <strict_link>", "link": "https://twitter.com/66640739/status/2100646193411850246"}]}, {"theme": "Fix Windows and WSL update regressions", "criterion": "rel.update_breakage", "authorWeeks": 7, "posts": 7, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-25", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "upgraded codex cli to 0.157.0 on windows 11 and got hit immediately with: “host job object prevents daemon detachment” 🙃\nwindows 11 modern standby wraps console processes in a job object, and codex bails out even if breakaway is allowed. <strict_link>", "link": "https://twitter.com/156289750/status/2103494809260315026"}, {"agent": "codex", "date": "2026-09-22", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux you shipped latest codex extension with codex cli 0.155 which is broken on wsl, it can't run anything in sandbox. forcing the codex cli to latest codex-cli in vs code solved it.", "link": "https://twitter.com/133604928/status/2102524028535689571"}, {"agent": "codex", "date": "2026-09-16", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "meanwhile the codex app has been breaking on windows for the last 5 updates <strict_link>", "link": "https://twitter.com/1458511922656071688/status/2100176916040892468"}]}, {"theme": "Stable, pinnable model versions", "criterion": "rel.update_breakage", "authorWeeks": 7, "posts": 7, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "they need to release a 6.1 hot fix as soon as possible it's a downgrade seems like they addressed the huge token usage by making it dumber", "link": "https://www.reddit.com/r/codex/comments/1wpspww/gpt6_astra_seems_unusable_due_to_token_burn_gpt6/pc4q7xy/"}, {"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@aerivox @claudeai @claudedevs @bcherny they can keep adding new models. but don't change harness", "link": "https://twitter.com/1781009683743997952/status/2103809769395896769"}, {"agent": "antigravity", "date": "2026-09-17", "source": "X", "community": "@antigravity", "text": "@google @antigravity @googleaistudio model switching is useful. can teams pin the harness and model version together so an agent run stays reproducible after an update?", "link": "https://twitter.com/2097533914701090816/status/2100666923335721255"}]}, {"theme": "Fewer, planned and batched releases", "criterion": "rel.update_breakage", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "i'd wish they would let the app breath a bit before everything changes again (and becomes buggier).", "link": "https://www.reddit.com/r/codex/comments/1wrs4yn/a_new_layout_for_chatgpt_desktop/pcfupq8/"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "lately cursor has been asking me to update roughly every 30 minutes. is anyone else seeing this, or could my updater be stuck in a loop?\nthe frequency feels disruptive when i’m working. has anyone found a fix? i’ll check whether the version number actually changes after the next update.", "link": "https://www.reddit.com/r/cursor/comments/1wnxxgs/is_anyone_else_getting_cursor_update_prompts/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "yes, they are doing everything possible to completely piss off and cause their users to leave.\n1. don't update at 9am when everyone is starting work (happens every ever fucking day) \n2. create a product that is actually usable\nthey could start with those two things if they want to survive.", "link": "https://www.reddit.com/r/codex/comments/1wjqbcy/what_the_hell_are_they_vibe_coding_over_there/palmk70/"}]}, {"theme": "Rollback to previous working version", "criterion": "rel.update_breakage", "authorWeeks": 6, "posts": 6, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "copilot", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "can the codex app be downgraded after the upgrade? there are quite a few bugs...", "link": "https://twitter.com/1590971210531106816/status/2104045505282183314"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "revert to 156\ni also get a workspace issue which apparently 154 is the solution to that as well. god awful q/a, disgusting. ", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc4nedm/"}, {"agent": "codex", "date": "2026-09-23", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@thsottiaux the newest versin has this issues !!! need to revert to \" @<email_address>\"", "link": "https://twitter.com/2717564156/status/2102654343174631825"}]}, {"theme": "Fix performance regressions after updates", "criterion": "rel.update_breakage", "authorWeeks": 5, "posts": 5, "agents": [{"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-10", "source": "Reddit", "community": "r/codex", "text": "so just updated codex - it now wastes my cpu by displaying little stars in the prompt area.\nbut that's not the real problem - because the terminal is constantly written to, i can no longer scroll up the terminal!!!!!\nubuntu/gnome.", "link": "https://www.reddit.com/r/codex/comments/1wcyxo0/codex_terminal_cant_be_scrolled/"}, {"agent": "codex", "date": "2026-09-01", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "i just updated my @openai codex app and now it’s causing my computer to lag. \ncmon guys, what did you break in the app", "link": "https://twitter.com/1306080915270103041/status/2094866409264239042"}, {"agent": "opencode", "date": "2026-08-31", "source": "X", "community": "@opencode", "text": "@thdxr @opencode i updated to v1.18.25 this morning and starting up oc now takes ~20s where previously it was pretty instant.", "link": "https://twitter.com/723538732616437761/status/2094356730687709252"}]}, {"theme": "Deprecation windows and migration support", "criterion": "rel.update_breakage", "authorWeeks": 4, "posts": 4, "agents": [{"id": "opencode", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-19", "source": "Reddit", "community": "r/opencodeCLI", "text": "i upgraded to v2 and my sessions were not properly migrated. stuffed around for a while and gave up and reverted to my backups.\n \nare there proper scripts or plans to do this migration properly? still seems like a bit of a hackjob now? anyone done this successfully and has some documentation around this? thanks", "link": "https://www.reddit.com/r/opencodeCLI/comments/1wkgukk/plans_for_v2_upgrade_proper_migration/"}, {"agent": "codex", "date": "2026-09-18", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@codexreleases sept 14 cutoff is fine, but codex cli/ide configs shouldn’t break silently.\ngive scripts a migration alias or a loud error pointing to the replacement.", "link": "https://twitter.com/1721322400237940736/status/2100766999475601538"}, {"agent": "opencode", "date": "2026-09-17", "source": "Reddit", "community": "r/opencodeCLI", "text": "happened to me that use cachyos (and install opencode from repo). all my v1 plugins and custom tools don't work in v2. but i fixed it right away by asking dsv4.1 flash to fix it.\nthe migration process broke several things btw. mostly plugins, custom tools, and also need to align some skills to reflect the new v2 features.", "link": "https://www.reddit.com/r/opencodeCLI/comments/1whrllr/forced_transition_from_opencode_v1_to_v2/pad15hf/"}]}, {"theme": "Regular IDE extension updates", "criterion": "rel.update_breakage", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@palaashatri @antigravity the ide has been left in the dog house.\neven the extension for antigravity in vs code gets more updates.\nwhile antigravity ide has not had a hot meal since version 2.5.5 august 13, 2026\nare they going to take it out to the gravel pit to look at the flowers. <strict_link>", "link": "https://twitter.com/17038251/status/2103672711990132860"}, {"agent": "antigravity", "date": "2026-09-21", "source": "Reddit", "community": "r/google_antigravity", "text": "yep it's a pain to update ide on linux.", "link": "https://www.reddit.com/r/google_antigravity/comments/1wmi7qb/why_is_cli_being_used_by_most/pb8p2za/"}, {"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@cline when updates for the vscode plugin?", "link": "https://twitter.com/2053595020272222208/status/2101275750552740233"}]}]}, "account.support": {"authorWeeks": 358, "themes": [{"theme": "Faster, more responsive support replies", "criterion": "account.support", "authorWeeks": 47, "posts": 52, "agents": [{"id": "claude-code", "authorWeeks": 15}, {"id": "cursor", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 3}, {"id": "kiro", "authorWeeks": 3}, {"id": "copilot", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@codexresets1 f**ing fix my codex app first - its crap i have reached thorugh mails multiples times no reply. a billion dollar company really?", "link": "https://twitter.com/1962073043900993536/status/2104223785033576850"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@sundarpichai @officiallogank backend log exposes the lie:\n403 permission_denied (validation_required)\na geo-block returns unsupported_location. mine is validation_required!\nsupport blames \"china/vpn\" to hide a broken backend bug. answer your paid users!\n@google @googledeepmind @googledevs @antigravity", "link": "https://twitter.com/1859228391762972672/status/2103962152453517419"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "this has been really a frustrating experience for me @google @antigravity. \ni am not able to login using my google pro account. i can login using a normal google account on same device. \neven after complaining, no response from @antigravity team. didn't expect this from @google <strict_link>", "link": "https://twitter.com/1772509048048377856/status/2103927459137966144"}]}, {"theme": "Refunds for unusable or degraded service", "criterion": "account.support", "authorWeeks": 30, "posts": 30, "agents": [{"id": "codex", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 7}, {"id": "claude-code", "authorWeeks": 6}, {"id": "opencode", "authorWeeks": 3}, {"id": "cline", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-27", "source": "X", "community": "@opencode", "text": "tried out space bunny and it's directly harmful, the most shit stealth model so far - it's free and i still want the day of lost time refunded - do you not fucking vet what you offer @opencode - this shit is unuseable and lies about the user threatening it when countered. <strict_link>", "link": "https://twitter.com/94796137/status/2104007159180890267"}, {"agent": "cline", "date": "2026-09-26", "source": "Reddit", "community": "r/CLine", "text": "spent 2 hours on the tasks..timeout and in a bad loop. the pass is unusable at all. not worth the 10. i wish i can cancel it and get the refund. honestly it is a lousy harness.", "link": "https://www.reddit.com/r/CLine/comments/1uj0evt/does_anyone_here_have_any_experience_with_cline/pc6frz3/"}, {"agent": "codex", "date": "2026-09-26", "source": "Reddit", "community": "r/codex", "text": "request a full refund for your subscription too, they cant just prevent our access to the service by sheer incompetence and just expect us to sit around waiting", "link": "https://www.reddit.com/r/codex/comments/1wqfiiw/chatgpt_desktop_app_gets_stuck_loading_forever/pc57xg9/"}]}, {"theme": "Access to a human support agent", "criterion": "account.support", "authorWeeks": 24, "posts": 30, "agents": [{"id": "cursor", "authorWeeks": 13}, {"id": "claude-code", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs i can’t believe how much i pay and how long ive been with you guys and i still can’t figure out how the fuck to actually get someone on the fucknn in my line", "link": "https://twitter.com/2058659551088377856/status/2104160765859267003"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai closed my account after my bank flagged a usage charge. support (sam) won’t cite a tos section or escalate to a human. supergrok grok bot grant is stuck on that login. need a human on the account, not the bot. <strict_link>", "link": "https://twitter.com/1337931024257458180/status/2103101329929302484"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "@grok @xai @cursor_ai @elonmusk already confirmed. billed account at <strict_link> still shows upgrade / básica, not heavy. email already sent to <email_address> (not <strict_link>) — t-g4754 + dk7nptdm-0006. sam keeps looping. free cli is not supergrok heavy. tag a human.", "link": "https://twitter.com/56443272/status/2102887062466895911"}]}, {"theme": "Public acknowledgment and status updates on incidents", "criterion": "account.support", "authorWeeks": 22, "posts": 23, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "i was asking for more communication from openai tbh. we dont know whats going…", "link": "https://www.reddit.com/r/codex/comments/1wncco7/what_is_happening_with_codex_pro_today_200_pro_0/pbg5838/"}, {"agent": "claude-code", "date": "2026-09-22", "source": "Reddit", "community": "r/ClaudeCode", "text": "also how do you know how accurate it is? as far as i can tell, they don’t publish error rates, only uptime rates. ", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wmv6m9/is_claude_down_it_says_claude_is_at_capacity/pbadk56/"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "text": "yesterday it was flying but its gross af rn. day before yesterday was also same issue but its a much slower today. atleast they should put out a post, mail or something with timeline..", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjjwf0/yes_you_found_the_post_yes_38_is_so_slow_now/pajcwic/"}]}, {"theme": "Human escalation for billing disputes", "criterion": "account.support", "authorWeeks": 19, "posts": 21, "agents": [{"id": "cursor", "authorWeeks": 10}, {"id": "claude-code", "authorWeeks": 6}, {"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "its been 5 days and no reply from any human, fin still thinks i have a free plan. claude customer service is as good as no customer service. @claudedevs @lydiahallie\n @thsottiaux incase you have any friends over at claude <strict_link>", "link": "https://twitter.com/2311848115/status/2104323676996788512"}, {"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@punky_punk_ @antigravity @patloeber @rodydavis the screenshot looks like an entitlement mismatch, not a normal login issue. a paid account being marked ineligible for code assist definitely needs clearer support escalation.", "link": "https://twitter.com/1144454518156824577/status/2103804197657346164"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "they should really get a human support, i tried to ask this on the cursor forum and it disable my post regarding of billing problem and ask me to email them which goes back to this crappy ai support. basically no way of getting the legit info unless asking in reddit", "link": "https://www.reddit.com/r/cursor/comments/1wmbr5w/what_happen_to_my_cursor_billing_date_when_i/pb9q8y7/"}]}, {"theme": "Human review and appeal for account bans", "criterion": "account.support", "authorWeeks": 18, "posts": 19, "agents": [{"id": "claude-code", "authorWeeks": 10}, {"id": "cursor", "authorWeeks": 5}, {"id": "codex", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "my claude account was suspended and my appeal denied without explanation.\ni mostly used claude code for normal app development. opus 5.5 sometimes triggered cyber safeguards on ordinary tasks.\ncould false positives have contributed? i’d appreciate a manual review. @claudedevs <strict_link>", "link": "https://twitter.com/2827031697/status/2103883158932410533"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @anthropicai, @claudedevs your automated safeguards flagged me while i was reviewing a pr. i submitted the appeal form a month ago—still no response. i've lost $100,000 over that month. can someone review my case and provide a clear update?", "link": "https://twitter.com/2032371234261057536/status/2103354681905017306"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs 非エンジニアの社長として、毎日claudeを相棒に仕事しています。\nもし誤ってブロック・課金された場合、利用者側で確認や申し立てはできるのでしょうか？偽陽性0.1%未満でも、仕組みが分かるともっと安心して使えます。", "link": "https://twitter.com/2102884921828372480/status/2103226292237902051"}]}, {"theme": "Public bug triage and response to reports", "criterion": "account.support", "authorWeeks": 16, "posts": 18, "agents": [{"id": "codex", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "antigravity", "authorWeeks": 1}, {"id": "copilot", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity respond more to user needs and solve high-frequency bugs is better than anything else.", "link": "https://twitter.com/1004534605838368768/status/2104074325913666032"}, {"agent": "amp", "date": "2026-09-26", "source": "X", "community": "@AmpCode", "text": "would be cool if we could see our previous bug reports here @ampcode \nsometimes i can't remember if i filed something already, or i wanna add more detail, or even just have the bug id. <strict_link>", "link": "https://twitter.com/33135576/status/2103636986116681898"}, {"agent": "claude-code", "date": "2026-09-23", "source": "Reddit", "community": "r/ClaudeCode", "text": "ok, you are correct, businesses have such needs. i do develop them, integrate them, i've worked with all the 3rd party product integrations like sap and others. but as a developer and consumer i feel many times i do such things - that you guys (to my stakeholders) don't need this new unique feature to have more customers, you need to give devs time to fix errors users face...", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wneic4/saw_this_today/pbk8nkw/"}]}, {"theme": "Resolve payment and renewal billing issues", "criterion": "account.support", "authorWeeks": 15, "posts": 16, "agents": [{"id": "cursor", "authorWeeks": 5}, {"id": "opencode", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@dean_rie @cursor_ai @dean_rie i need help with my cursor account, billing. can you dm me? i'm unable to dm you", "link": "https://twitter.com/1118204136485298178/status/2103209304660599130"}, {"agent": "cursor", "date": "2026-09-23", "source": "X", "community": "@cursor_ai", "text": "i cannot believe more people aren’t noticing or raging about this!!! i guess less people than i thought were as gullible as i was buying the $300 plan and dumping claude. still no reasonable reply from support at cursor on this and their ambassador that was on the earlier thread hasn’t had any meaningful updates either. this deserves a chargeback.", "link": "https://twitter.com/779746/status/2102785370471772661"}, {"agent": "devin", "date": "2026-09-23", "source": "X", "community": "@cognition", "text": "@chris_wozniczek @dabit3 @cognition hey i have a error buying a sub from devin but it keeps failing on 3 devices and 3 working cards on 3 different accounts support said they cant do anything about it! please help me here! i also asked for a free on in the image and they have yet to reply its been over 5 days! <strict_link>", "link": "https://twitter.com/1900952240342659072/status/2102584861236363750"}]}, {"theme": "Compensation credits for outages and issues", "criterion": "account.support", "authorWeeks": 13, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs how about you flip this around and compensate legitimate customers when you waste our time with your anticompetitive strategy.", "link": "https://twitter.com/1970761241338515457/status/2103473693846622603"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs how about you flip this around and compensate legitimate customers when you waste our time with your anticompetitive strategy", "link": "https://twitter.com/1489145539975254019/status/2103246232277934388"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @bot cursor has been down for over an hour. no service, no acknowledgment, no apology, and no credit for the downtime. for a paid service, this lack of accountability is unacceptable.", "link": "https://twitter.com/835097609874337793/status/2102161274838589685"}]}, {"theme": "Working, accessible support contact channel", "criterion": "account.support", "authorWeeks": 12, "posts": 12, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "i created a billing support ticket - got a gem a response that i should call my bank and try again… my ticket has been changed to ‘waiting on customer’ and if i am able to resolve it i should change the ticket manually.. \ni have no access to this ticket, or link to anything to respond. \nawesome. \nfwiw - i don’t mind a front line of agents responding to support, it’s better than no support at all.. but i can’t even respond!! ", "link": "https://www.reddit.com/r/kiroIDE/comments/1wp1sbg/kiro_subscription_payment/pbytz4u/"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "can not fill the support tiket please help me. @askworkspace @google @googleworkspace @googledeepmind @antigravity @google @googleaistudio @google @googleplay @googlepay @googlepayindia please conatct me", "link": "https://twitter.com/1803064824600862720/status/2103252363444465706"}, {"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai i signed you for your plan 2 days ago. but i've not received the tax invoice yet. also, there is no way for me to contact your customer support ? what is your email address for customer support ?", "link": "https://twitter.com/65358188/status/2103065371922354466"}]}, {"theme": "Fix subscription account linking", "criterion": "account.support", "authorWeeks": 10, "posts": 10, "agents": [{"id": "cursor", "authorWeeks": 10}], "examples": [{"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "could anyone from the @cursor_ai or @bot team help me figure this out? \ni am trying to link my cursor and grok accounts so that i can use the grok sub with an existing bot account and it's gotten itself into a confused loop i can't seem to get out of. <strict_link>", "link": "https://twitter.com/33135576/status/2102505347458257283"}, {"agent": "cursor", "date": "2026-09-14", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai - my ultra plan ended 2 days ago and was told a month ago to make sure my supergrok heavy account had same email (which it does) and it would link automatically.\nit has not and i only have free access - can someone from the team reach out? i tried email and only get ai responses.", "link": "https://twitter.com/1932084575053766656/status/2099541152135344443"}, {"agent": "cursor", "date": "2026-09-11", "source": "X", "community": "@cursor_ai", "text": "i paid supergrok heavy twice — once on gmail, once on x (@fy_mirrorverse) — but both got tied to the same gmail cursor. chrome now shows a link on my new account, grok bot ios is still paywalled, and support t-f72686 says they cannot move the one-way link.\n@cursor_ai @xai @bot", "link": "https://twitter.com/1553999848839397376/status/2098507810317447657"}]}, {"theme": "Investigate abnormal usage consumption", "criterion": "account.support", "authorWeeks": 10, "posts": 10, "agents": [{"id": "claude-code", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 3}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-23", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs the latest app update has absolutely crushed my usage. i literally said continue and it went from 100% to 77%, can someone please check this. in 3min 33s it used 23% this isnt normal, yesterday it was running for 2-3 hours on my plus account", "link": "https://twitter.com/1763949075823841280/status/2102899521227219204"}, {"agent": "claude-code", "date": "2026-09-20", "source": "X", "community": "@ClaudeDevs", "text": "@claudeai @claudedevs @bcherny @trq212 @lydiahallie here's a link to the pr it was watching: <strict_link>\n@bcherny @trq212 @lydiahallie \ni sent you more details via a pm in case that would help you look at this issue.\ni'd appreciate any help you could give here otherwise i'll be forced using codex the whole week.", "link": "https://twitter.com/42182083/status/2101655476303716702"}, {"agent": "factory", "date": "2026-09-15", "source": "X", "community": "@FactoryAI", "text": "can anyone at @droid or @factoryai dm with me?\ni m having serious trouble with the app and 5 hour limits. \nit s annoying and i need some help please?", "link": "https://twitter.com/1834314883510226944/status/2100002663857377638"}]}]}, "account.billing_errors": {"authorWeeks": 212, "themes": [{"theme": "Refund unauthorized or incorrect charges", "criterion": "account.billing_errors", "authorWeeks": 29, "posts": 37, "agents": [{"id": "cursor", "authorWeeks": 16}, {"id": "claude-code", "authorWeeks": 7}, {"id": "cline", "authorWeeks": 2}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "text": "hello cline team, i’ve purchased yearly cline pass .. but it’s asking me to pay monthly again. \ni’m very disturbed. kindly check and give me my yearly subscription.", "link": "https://www.reddit.com/r/CLine/comments/1wr5rt6/hi_cline_support_teami_am_writing_regarding/"}, {"agent": "cursor", "date": "2026-09-26", "source": "X", "community": "@cursor_ai", "text": "i did not authorize any of these plans. it's been 8 days of absolute silence from @cursor_ai. this is a massive security &amp; billing flaw on your end. if this is not manually reviewed and refunded immediately, my next step is a formal fraud chargeback via stripe. (3/3) <strict_link>", "link": "https://twitter.com/1513858901070200836/status/2103705967808651658"}, {"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai, @poteto can someone help with a billing issue? i got a free month of pro+, never added a payment method, then got a $50 invoice after renewal. i tried to cancel but the unpaid invoice blocks it. i’ve asked for human review. please help void it and cancel renewal.", "link": "https://twitter.com/1577735848283471874/status/2103515863462949272"}]}, {"theme": "Refund usage wasted by bugs or blocks", "criterion": "account.billing_errors", "authorWeeks": 23, "posts": 24, "agents": [{"id": "claude-code", "authorWeeks": 10}, {"id": "cursor", "authorWeeks": 6}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "copilot", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "hey @cursor_ai, i bought $20 pro plan today. my very first prompt consumed my entire monthly quota in 2 mins!\nyour ai bot sam keeps insta-rejecting my tickets (t-g28522, t-g28618) without any human review. $20 for 2 mins of service is unfair! please review &amp; refund.", "link": "https://twitter.com/2055145720408395776/status/2104260550217830888"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "maybe claude hacked them and they still can't figure out how to fix it because 401\nin my case, it actually used up my usage because the task kept trying to continue over and over again, but it never completed, produced no results, and just failed every time. does anyone know how i can get a refund or credit for the usage that was wasted because of this?", "link": "https://www.reddit.com/r/codex/comments/1wqa8t1/401_unauthorized_incorrect_api_key_provided/pc2jv64/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs if a block is overturned, does the charge get refunded automatically? people shouldn't need a second support conversation to get that back.", "link": "https://twitter.com/2023150636771020800/status/2103195658710852013"}]}, {"theme": "Fix declined card payments and checkout failures", "criterion": "account.billing_errors", "authorWeeks": 19, "posts": 23, "agents": [{"id": "kiro", "authorWeeks": 8}, {"id": "cursor", "authorWeeks": 5}, {"id": "factory", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-27", "source": "X", "community": "@FactoryAI", "text": "@droid @factoryai let your users pay you!! been stuck with a failed payment issue since august :(", "link": "https://twitter.com/306079362/status/2104243378246578672"}, {"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai am trying to upgrade plan but its failing to redirect to checkout page only yearly pro plan is working everything else failing please help me to fix this asap", "link": "https://twitter.com/3222158227/status/2104128231570030931"}, {"agent": "kiro", "date": "2026-09-25", "source": "Reddit", "community": "r/kiroIDE", "text": "i'm encountering this error, i've tried 4-5 other cards from different providers, but still declines the payments. \n \nanyone else encountering the same issue?", "link": "https://www.reddit.com/r/kiroIDE/comments/1wq22ib/kiro_payment_declined_anyone_else/"}]}, {"theme": "Fix credit balance discrepancies", "criterion": "account.billing_errors", "authorWeeks": 18, "posts": 22, "agents": [{"id": "codex", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "cursor", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs @claudeai hi claude team, i received $250 in credits last night and haven’t used the service at all since then. however, my balance now shows only $127. could you please investigate and explain the $123 difference? thank you. <strict_link>", "link": "https://twitter.com/1579904378319867910/status/2103064456766869676"}, {"agent": "opencode", "date": "2026-09-24", "source": "X", "community": "@opencode", "text": "@opencode hey , what happened to the $5 referral credits i earned earlier? they seem to have vanished from my account.", "link": "https://twitter.com/250905024/status/2102949674781229160"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "<strict_link>\ni am still a bit concerned, bank does not show any charges apart from the 3 charges from today morning. in account ui i see different credit numbers than in the emails. what is going on?\n", "link": "https://www.reddit.com/r/codex/comments/1wnhkmv/new_models_and_a_reset_landed/pbft94t/"}]}, {"theme": "Refund for degraded or unusable service", "criterion": "account.billing_errors", "authorWeeks": 14, "posts": 16, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "Reddit", "community": "r/codex", "text": "only if they give me a discount on my sub. they have quite a bit to make up for", "link": "https://www.reddit.com/r/codex/comments/1wrcc9j/astra_minor_astra_61_and_devday_we_see_50/pcc0fs6/"}, {"agent": "cursor", "date": "2026-09-23", "source": "Reddit", "community": "r/cursor", "text": "exactly. provide what you owe the customer or give them the money for the services untendered. corp suckasses kill me.", "link": "https://www.reddit.com/r/cursor/comments/1wn9wrk/account_closed_for_no_reason/pbj0n75/"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "i paid more than 100 euros for a subscription where the usage changed to less than the 20 one was i had before, pro messages in the web chat simply not answered but consumed... i want to unsubscribe and get at least part of that back.\nedit: stop changing my flair, this is a legitimate question about how to get a refund and not related to limits", "link": "https://www.reddit.com/r/codex/comments/1wl4511/how_can_i_get_a_refund_in_the_eu/"}]}, {"theme": "Provision plan after successful payment", "criterion": "account.billing_errors", "authorWeeks": 13, "posts": 16, "agents": [{"id": "opencode", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-23", "source": "X", "community": "@opencode", "text": "@opencode i just purchased opencode go subscription , transaction went through but i did not get access please look into it . @thdxr <strict_link>", "link": "https://twitter.com/570021968/status/2102847483378536810"}, {"agent": "opencode", "date": "2026-09-22", "source": "Reddit", "community": "r/opencode", "text": "anyone here from opencode.\nthe opencode 10$ subscription fee is deducted from my account yesterday and the gis subscription is supposed to be renewed and working. \nbut i am getting error that my go subscription is not active. the money is already deducted from my account. \ncan anyone help here? how can i either get the go subscription or get my money back?", "link": "https://www.reddit.com/r/opencode/comments/1wn7cmv/open_code_go_subscripition_issues/"}, {"agent": "opencode", "date": "2026-09-19", "source": "Reddit", "community": "r/opencode", "text": "the console shows the account as it was freshly made and no subscription is active. nothing recorded, but in harness the account still works.\nfix please. thank you!", "link": "https://www.reddit.com/r/opencode/comments/1wkdlua/new_console_is_nice_but_bugged/"}]}, {"theme": "Prorated refunds on plan changes", "criterion": "account.billing_errors", "authorWeeks": 13, "posts": 14, "agents": [{"id": "cursor", "authorWeeks": 11}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-20", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai @elonmusk @googlecloudtech @googledevs \ncan you please look into it and see how you can help me? i didn't even use the resource at all...", "link": "https://twitter.com/1825243355501973504/status/2101537693645631991"}, {"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "@benvargas @cursor_ai @spacexai i subscribed for a year, thinking i would make a big profit. if xai is determined to do this with no room for negotiation, then i hope they can at least give me a proportional refund.", "link": "https://twitter.com/2030937908270788608/status/2101021872158875773"}, {"agent": "cursor", "date": "2026-09-16", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai = regret.\nthe irony is incredible.\ncursor sells a $200/month ai subscription, but when you dispute the billing and repeatedly request a human:\nsupport ➡️ ai bot\nnew ticket ➡️ ai bot\nlegal email ➡️ ai bot\ni cancelled after 2 days. i’m happy to pay for what i used. i simply want the unused portion back. apparently getting a human at cursor is harder than debugging production with an ai agent.", "link": "https://twitter.com/634434058/status/2100364877659255038"}]}, {"theme": "Restore lost promotional plan entitlements", "criterion": "account.billing_errors", "authorWeeks": 12, "posts": 20, "agents": [{"id": "cursor", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-19", "source": "X", "community": "@opencode", "text": "@opencode on the new homepage, i lost access to my second workspace, and the go subscription associated with it is also gone. i’m now unable to use that subscription.", "link": "https://twitter.com/1992524258157985793/status/2101239600794771938"}, {"agent": "antigravity", "date": "2026-09-18", "source": "Reddit", "community": "r/google_antigravity", "text": "i originally had google ai pro through jio on my gmail account. later, i used the google student offer because i thought it would give me ai pro, but i didn't realize it was actually ai plus.\nmy account switched to ai plus. i have now cancelled the student subscription, but myjio still says that the ai pro plan is active on my number.\nhas anyone had this issue? how did you get the jio ai pro plan restored on your google account?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wjd2j9/jio_ai_pro_disappeared_after_i_used_the_student/"}, {"agent": "cursor", "date": "2026-09-18", "source": "X", "community": "@cursor_ai", "text": "@brucelee0629 @elonmusk @cursor_ai @mntruell @amanrsanger @grok @supergrok @bot it's best not to bind the card, what if there are charges? later, give me back the usage rights for cursor ultra, cursor issued a 0 bill.", "link": "https://twitter.com/1621297771205767169/status/2100857244330180744"}]}, {"theme": "Refund subscription fees on request", "criterion": "account.billing_errors", "authorWeeks": 12, "posts": 13, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-24", "source": "X", "community": "@cursor_ai", "text": "@nicoleb<phone_number> @elonmusk i also paid for a full year and i'm very upset, i just want my money back\n@elonmusk @poteto @cursor_ai", "link": "https://twitter.com/936583344422350848/status/2103244504719655329"}, {"agent": "antigravity", "date": "2026-09-24", "source": "X", "community": "@antigravity", "text": "antigravity is taking 3.5 hours to follow a simple prompt????\n3.5 hours ??????\n@google @antigravity @googleindia i am deleting antigravity and kindly refund me the amount for getting gemini pro <strict_link>", "link": "https://twitter.com/1958106939562315776/status/2103108593717592360"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@benvargas @cursor_ai @spacexai sniped $99/m plan for a year but still want to cancel / refund because of the sneaky behavior. not good.", "link": "https://twitter.com/1125366224664322049/status/2102084861141893238"}]}, {"theme": "Stop paid plans reverting to free tier", "criterion": "account.billing_errors", "authorWeeks": 10, "posts": 16, "agents": [{"id": "antigravity", "authorWeeks": 3}, {"id": "claude-code", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity hey folks! you might not be outright stealing money like the trust wallet crew, but my paid account has been down for two days now. i keep getting this error: [there was an unexpected issue setting up your account.\nyour account is not eligible for gemini code assist for", "link": "https://twitter.com/1769539056298323968/status/2103783784873443379"}, {"agent": "kiro", "date": "2026-09-17", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev i need help with a billing/account issue. my paid pro max account suddenly reverted to free mid-billing-cycle despite unused credits. the billing support form hasn’t produced a response and i’ve had no reply in discord. the manage plan button does nothing. could someone please help escalate this? happy to provide case/account details by dm.", "link": "https://twitter.com/1658930826745200640/status/2100653433149932030"}, {"agent": "claude-code", "date": "2026-09-16", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs before announcing more claude features, please fix basic billing support. i’ve been charged repeatedly for pro while my account keeps reverting to free. i currently have $40 in successful payments and no pro access.", "link": "https://twitter.com/1815357581797597184/status/2100133590663069908"}]}, {"theme": "Refund and reverse mistaken plan purchases", "criterion": "account.billing_errors", "authorWeeks": 8, "posts": 12, "agents": [{"id": "cursor", "authorWeeks": 4}, {"id": "cline", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "kiro", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-23", "source": "X", "community": "@cline", "text": "@cline i was unexpectedly charged $80.40 for an annual cline pass, even though my dashboard still shows monthly with renewal on oct 22, 2026. i did not intend to switch to annual billing.\nplease refund the charge and keep my monthly plan.", "link": "https://twitter.com/3104366953/status/2102563659994325342"}, {"agent": "cursor", "date": "2026-09-21", "source": "X", "community": "@cursor_ai", "text": "@cursor_ai is there any way to got the refund of plan chosen mistakenly.", "link": "https://twitter.com/1972538051890122752/status/2101998074839335039"}, {"agent": "kiro", "date": "2026-09-18", "source": "X", "community": "@kirodotdev", "text": "@kirodotdev hello kiro support team ,\ni buy a pro max plan by mistak so please give me refund in my original payment mathod", "link": "https://twitter.com/1005016167629516801/status/2101011665383010360"}]}, {"theme": "Refund duplicate charges", "criterion": "account.billing_errors", "authorWeeks": 8, "posts": 10, "agents": [{"id": "cursor", "authorWeeks": 7}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-27", "source": "X", "community": "@cursor_ai", "text": "@support @spacexai @cursor_ai @bot @grok i need help, your whole billing system is too complicated and locked me out, i lose my x premium, i can not add new team mates into my grok, i can not upgrade to super grok heavy, you even overcharge and 6x the same charge in a single day. <strict_link>", "link": "https://twitter.com/70866276/status/2104316055053369412"}, {"agent": "opencode", "date": "2026-09-22", "source": "X", "community": "@opencode", "text": "hey @opencode just emailed <email_address> about an accidental duplicate go sub (0% used). mind taking a quick look? thanks! its for 27ckmpip-0001 &amp; <phone_number>", "link": "https://twitter.com/1889986540862124032/status/2102447121240834435"}, {"agent": "cursor", "date": "2026-09-22", "source": "X", "community": "@cursor_ai", "text": "@stevehaag81 @premium @supergrok heavy double-dipping premium+ then denying refunds fits the pattern. we opened heavy for gifted ultra; other models then $400→$100 with no notice. <strict_link> @xai @cursor_ai", "link": "https://twitter.com/2062866394967097344/status/2102211113689755688"}]}]}, "account.bans_restrictions": {"authorWeeks": 151, "themes": [{"theme": "Reinstate banned or suspended accounts", "criterion": "account.bans_restrictions", "authorWeeks": 42, "posts": 48, "agents": [{"id": "claude-code", "authorWeeks": 12}, {"id": "antigravity", "authorWeeks": 11}, {"id": "cursor", "authorWeeks": 7}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 4}, {"id": "pi", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "conductor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "wth, @officiallogank @antigravity \ni attempted to authenticate for the very first time using this account over an lan ssh session for agy cli and i am greeted with immediate violation of tos. i have not sent a prompt or used unauthorized third-party wrappers. \nkindly fix it. <strict_link>", "link": "https://twitter.com/1828526145140334593/status/2104315894717640765"}, {"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@darioamodei @claudeai @claudedevs @anthropicai hello, you disabled my account for no reason one day after i paid for the €150 max subscription. you haven't given any explanation, and even after explaining in my appeal what i use the account for", "link": "https://twitter.com/1203797229330415621/status/2104238494042460244"}, {"agent": "antigravity", "date": "2026-09-26", "source": "Reddit", "community": "r/GoogleAntigravityIDE", "text": "i’ve been using google antigravity cli for months now, on google ai pro plan, and now this????\ngoogle please help!!\nam i alone???\nhow can i get the ide back??", "link": "https://www.reddit.com/r/GoogleAntigravityIDE/comments/1wqhclu/your_account_is_not_eligible_for_gemini_code/"}]}, {"theme": "Availability in more countries and regions", "criterion": "account.bans_restrictions", "authorWeeks": 24, "posts": 24, "agents": [{"id": "opencode", "authorWeeks": 10}, {"id": "antigravity", "authorWeeks": 6}, {"id": "cursor", "authorWeeks": 4}, {"id": "claude-code", "authorWeeks": 3}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-26", "source": "X", "community": "@antigravity", "text": "@antigravity will it feature allowing syrian developers to use it without their accounts being blocked?", "link": "https://twitter.com/347707824/status/2103755111998828778"}, {"agent": "antigravity", "date": "2026-09-17", "source": "X", "community": "@antigravity", "text": "@antigravity {\n\"error\": {\n\"code\": 400,\n\"message\": \"user location is not supported for the api use.\",\n\"status\": \"failed_precondition\"\n}\n}\nplease fix it. currently, both codex and claude can be accessed smoothly through a proxy. why is your risk control system still so persistent in handling this matter? what you need to combat is the black market, not ordinary users. @sundarpichai", "link": "https://twitter.com/140695226/status/2100410916911435901"}, {"agent": "cursor", "date": "2026-09-09", "source": "Reddit", "community": "r/cursor", "text": "in belarus we've just been banned. remember when internet was all about sharing without borders…", "link": "https://www.reddit.com/r/cursor/comments/1w9r6fr/cursor_is_now_officially_geoblocking_venezuela/p8qzcqf/"}]}, {"theme": "Clear explanation before or after bans", "criterion": "account.bans_restrictions", "authorWeeks": 15, "posts": 16, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "codex", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@cuimao @darioamodei @claudeai @claudedevs the criticism is too harsh, but there should be an explanation for abuse and wrongful bans.", "link": "https://twitter.com/1518315606830829568/status/2103924832408949179"}, {"agent": "claude-code", "date": "2026-09-24", "source": "Reddit", "community": "r/ClaudeCode", "text": "honestly it's a good thing, the explosion of users on openai is a good example of why. they have no compute so everything is slow as a snail while people will obviously prefer making even 5 accounts over api usage. although i do think they should just give a warning or something to the main account and let people adapt.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wph25k/someone_needs_to_complain_and_make_a_viral_post/pbvcr95/"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs all i’m asking for is some basic transparency. if you’re gonna ban someone, at least make it clear where, when, and how it happened.\ndon’t just drop the ban hammer with zero warning. half the time people don’t even realize they broke a rule.", "link": "https://twitter.com/2098550322776227841/status/2103190858279575568"}]}, {"theme": "Human review and appeal process for bans", "criterion": "account.bans_restrictions", "authorWeeks": 14, "posts": 14, "agents": [{"id": "claude-code", "authorWeeks": 7}, {"id": "cursor", "authorWeeks": 5}, {"id": "antigravity", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "my claude account was suspended. i use claude and claude code for writing, translation, e-commerce work, and coding assistance. could someone help me connect with the right team for a manual review? happy to provide details privately.\ncc @claudedevs @edwinarbus @trq212 @lydiahallie", "link": "https://twitter.com/3436471583/status/2104357691019899318"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "hi, i have repeated many times. i think you guys need to be much more careful when suspending claude accounts. this guy gets attention because he’s well-known, but what about ordinary users? locking someone out of their work for 7 days while support stays silent is absolutely insane.", "link": "https://twitter.com/1707785902154817536/status/2103626071379980461"}, {"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@leodev @claudedevs @edwinarbus @trq212 @lydiahallie my business account was immediately closed after sticking a key into hermes and telling it to run a self-diagnostic. \nthey do this and they have no remediation path for anyone who doesn't have the clout to make a stink on social media.", "link": "https://twitter.com/1988175315152355328/status/2103598449832685660"}]}, {"theme": "Fix false-positive fraud and region flagging", "criterion": "account.bans_restrictions", "authorWeeks": 11, "posts": 12, "agents": [{"id": "codex", "authorWeeks": 4}, {"id": "antigravity", "authorWeeks": 3}, {"id": "opencode", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "codex", "date": "2026-09-27", "source": "X", "community": "X search: OpenAI Codex, Codex CLI, Codex app", "text": "@openai codex cyber is asking me to rekyc, i tired many many times but it keeps failing saying try again. i used all different ids. i have kyc'd twice before. this is horrible ux. i have used my account for years and i am worried of getting the cyber removed now. pls? @openaidevs", "link": "https://twitter.com/1842048865920253952/status/2104061047371936212"}, {"agent": "codex", "date": "2026-09-25", "source": "Reddit", "community": "r/codex", "text": "did you try it yourself before you talk this?\nit literally fails to place an asset at a specific spot at the specifi angle. provided it exact image gen results.. exact location and angle. it can not do it...\nwell it can not do it only at times my account get flagged. when yhe flag is off boom, entire app redesign done. when flag is back on, it turns my game into a mashed potato.", "link": "https://www.reddit.com/r/codex/comments/1wq7eg5/its_not_just_sol_6_thats_bad_though_astra_aint_no/pc26jhr/"}, {"agent": "antigravity", "date": "2026-09-22", "source": "X", "community": "@antigravity", "text": "@rodydavis @antigravity is there a solution to unflag my ip ? \notherwise what other solution would be possible", "link": "https://twitter.com/1439570084280864775/status/2102284357532553390"}]}, {"theme": "Target abusers instead of restricting everyone", "criterion": "account.bans_restrictions", "authorWeeks": 11, "posts": 12, "agents": [{"id": "codex", "authorWeeks": 5}, {"id": "claude-code", "authorWeeks": 2}, {"id": "kiro", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs this makes no sense, you are charge for not supplying a service? why not just ban the repeat offenders?", "link": "https://twitter.com/1435906822435639296/status/2103386217328824526"}, {"agent": "codex", "date": "2026-09-22", "source": "Reddit", "community": "r/codex", "text": "yup ,it's annoying. more so when you know it was minutes from finishing.\ni also don't buy into the whole, \"this is why we cant have nice things\" bullshit - openai should have banned the abusing accounts, and allowed everyone else to keep using as normal. a service shouldn't punish all users based on the actions of a few. who knows, maybe it'll change again.", "link": "https://www.reddit.com/r/codex/comments/1wmtu8u/are_we_in_agreement_that_things_have_gotten_worse/pb9rmpz/"}, {"agent": "devin", "date": "2026-09-16", "source": "X", "community": "@cognition", "text": "@cognition please crack down on accounts that maliciously profit from relaying api access, and return swe-2 to legitimate users like us who actually need it. swe-2 has become unbearably slow. @jkelleyrtp", "link": "https://twitter.com/1824388694985543680/status/2100260856311451794"}]}, {"theme": "Stop banning for third-party harness use", "criterion": "account.bans_restrictions", "authorWeeks": 10, "posts": 10, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "claude-code", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs can you stop banning people and act more like openai? i am not confident to subscribe again.", "link": "https://twitter.com/207012025/status/2103682964433547677"}, {"agent": "opencode", "date": "2026-09-10", "source": "X", "community": "@opencode", "text": "@k8adev usa @pidotdev or @opencode, don't ban the sub of openai", "link": "https://twitter.com/2085022568273092608/status/2098171499219693870"}, {"agent": "antigravity", "date": "2026-09-10", "source": "X", "community": "@antigravity", "text": "hey @antigravity, please update the tos to not ban google ids for using other harnesses, i really want to try gemini with other harnesses :(", "link": "https://twitter.com/1847276478129442816/status/2098078902929490058"}]}, {"theme": "Refund unused subscription after ban", "criterion": "account.bans_restrictions", "authorWeeks": 7, "posts": 11, "agents": [{"id": "claude-code", "authorWeeks": 4}, {"id": "cursor", "authorWeeks": 3}], "examples": [{"agent": "claude-code", "date": "2026-09-27", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs my claude pro account was mistakenly suspended on sep 27 (academic finance student, desktop/code user, frequent us/hk travel). please review my appeal or issue a refund. appreciate a human check! 👇\n <strict_link>", "link": "https://twitter.com/1491084574788821000/status/2104212260466074080"}, {"agent": "claude-code", "date": "2026-09-24", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs what the fuck is your problem? i just subscribed to claude for the first time, and this is the welcome i get? banned with no refund after barely 1 hour. i paid for this. i demand answers and an explanation. what the hell happened? <strict_link>", "link": "https://twitter.com/1624125094409666600/status/2103214589772996613"}, {"agent": "cursor", "date": "2026-09-22", "source": "Reddit", "community": "r/cursor", "text": "i'm sure their is a reason. but unless cursor tells op what the reason is they should be required to give op a refund of any thing they paid for they no longer have access to as a result of the account closure. \nthe idea that a company could close your account (possibly in error), not tell you the reason, and keep your money shouldn't be something we are comfortable with. ", "link": "https://www.reddit.com/r/cursor/comments/1wn9wrk/account_closed_for_no_reason/pbddwr0/"}]}, {"theme": "Allow plan upgrades for restricted accounts", "criterion": "account.bans_restrictions", "authorWeeks": 3, "posts": 3, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-25", "source": "X", "community": "@ClaudeDevs", "text": "@openai suspending $200 pro upgrades while @claudedevs has increased usage and launched opus 5.5 is… questionable strategy\nhammering the heck out of astra on my $100 pro plan wanting to upgrade but can’t, and now got me eyeing a $200 claude sub again. @thsottiaux pls", "link": "https://twitter.com/902255692098134016/status/2103340695033651476"}, {"agent": "antigravity", "date": "2026-09-19", "source": "Reddit", "community": "r/google_antigravity", "text": "“this account is ineligible for higher rate limits through a google ai plan at this time.”\ni am from <street_address>, had a previous google ai pro plan, but now i’m ineligible, even though my age is verified and my country is part of the plan? this is the only thing preventing me to sign for the plan again. why?", "link": "https://www.reddit.com/r/google_antigravity/comments/1wk1y1u/antigravity_2_release_v2150/paohsqb/"}, {"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "fully updated client. can’t upgrade from 5x to 20x. canada.", "link": "https://www.reddit.com/r/codex/comments/1wjtvel/20x_plans_are_back/pall235/"}]}, {"theme": "Decouple linked services from account restrictions", "criterion": "account.bans_restrictions", "authorWeeks": 3, "posts": 3, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "antigravity", "authorWeeks": 1}], "examples": [{"agent": "cursor", "date": "2026-09-25", "source": "X", "community": "@cursor_ai", "text": "@elonmusk @spacexai @cursor_ai @bot\nwhat’s going on with cursor and grok right now? i haven’t seen any official communication about the issue, so i’m wondering if only a small number of users are affected.\nwhy permanently link and lock one grok bot to one cursor account? if a cursor account is deactivated, the grok bot should still remain usable, especially when the grok subscription is separate.\nhow long will it take to fix this? will affected u", "link": "https://twitter.com/1328696201969946627/status/2103518503563088112"}, {"agent": "antigravity", "date": "2026-09-10", "source": "Reddit", "community": "r/google_antigravity", "text": "our entire digital existence, decades of correspondence, professional livelihoods, irreplaceable family archives, and verified identities, cannot remain at the mercy of black-box automated enforcement. tech platforms have engineered closed ecosystems where an unverified heuristic flag or an algorithmic misfire in a secondary tool instantly wipes out a fifteen-year-old account overnight, offering zero transparency, zero immediate human review, and", "link": "https://www.reddit.com/r/google_antigravity/comments/1wbqdaj/account_disabled/p8vnt4a/"}, {"agent": "cursor", "date": "2026-09-04", "source": "Reddit", "community": "r/cursor", "text": "i’m posting because i still cannot get a substantive technical answer from either company, and i want to know whether other users can reproduce this.\n\\*\\*what happens\\*\\*\n\\- i pay for supergrok heavy through my x/xai identity.\n\\- xai publicly says grok bot access in cursor is included with supergrok heavy: [<strict_link>\n\\- in the grok bot sign-in screen, i choose “get access with supergrok heavy.”\n\\- x authorization succeeds, but the callback re", "link": "https://www.reddit.com/r/cursor/comments/1w6p3gi/supergrok_heavy_grok_bot_matching_ru_email_gets/"}]}, {"theme": "Disclose account flags instead of silent degradation", "criterion": "account.bans_restrictions", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-16", "source": "Reddit", "community": "r/codex", "text": "i said account is flagged, did not say for what. the point is that they should said that rather than \"selected model is at capacity\" which is obviously a lie in this case.", "link": "https://www.reddit.com/r/codex/comments/1wi5v30/selected_model_is_at_capacity_is_not_what_it/pa8mkm9/"}, {"agent": "codex", "date": "2026-09-14", "source": "Reddit", "community": "r/codex", "text": "yea if they truly had issues with accounts the ethical thing to do would be tell me exactly what's flagged, alert me, and display which model is actually being served.\nthey instead show the model as astra 6 and seem to be serving a 4o era model which shouldnt even cost $200/month at api pricing for the intelligence level. ", "link": "https://www.reddit.com/r/codex/comments/1wg3odg/openai_is_silently_degrading_some_astra_codex/p9r550g/"}]}, {"theme": "Limit accounts per person", "criterion": "account.bans_restrictions", "authorWeeks": 2, "posts": 2, "agents": [{"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-18", "source": "Reddit", "community": "r/codex", "text": "i’ve seen people saying they have multiple 20x pro accounts. since access is limited, i think it should be limited to one account per person so more people have a chance to get access instead of some users taking multiple slots.\n**edit:** i’d actually apply this to all paid tiers, not just 20x pro. one subscription account per person; if someone needs substantially more usage than the plan includes, they can upgrade or use api/credits instead.", "link": "https://www.reddit.com/r/codex/comments/1wjym4a/20x_pro_should_be_limited_to_one_account_per/"}, {"agent": "codex", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "because they're spending an ungodly amount of money and at some point investors are going to come knocking. they want progress, and to justify the enormous amount of spend they need an enormous amount of growth. unfortunately they can't get compute fast enough to keep up. from what i research, they have plans for the next several years ramping up compute, all of them.\nthat said i actually agree and i would take it a step further. they should cut ", "link": "https://www.reddit.com/r/codex/comments/1wl1e7p/stop_begging_for_resets_chin_up_as_paid_customers/pavevfg/"}]}]}, "account.data_privacy": {"authorWeeks": 135, "themes": [{"theme": "Opt-out of training on user data", "criterion": "account.data_privacy", "authorWeeks": 15, "posts": 16, "agents": [{"id": "antigravity", "authorWeeks": 8}, {"id": "codex", "authorWeeks": 4}, {"id": "opencode", "authorWeeks": 2}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "antigravity", "date": "2026-09-27", "source": "X", "community": "@antigravity", "text": "@antigravity you should give an option to opt out while setting up antigravity itself. this is a dark pattern where people will just agree and later either forget to opt-out or forget about it after trying to dig through the settings to find it! <strict_link>", "link": "https://twitter.com/1013749216387256322/status/2104104816423453001"}, {"agent": "opencode", "date": "2026-09-26", "source": "Reddit", "community": "r/opencode", "text": "for people who don't want meta to use there input and output request to train there models + when i use muse i feel it is kinda dump", "link": "https://www.reddit.com/r/opencode/comments/1wq74d5/deepseek_v41_flash_is_permanent/pc9rd8d/"}, {"agent": "codex", "date": "2026-09-23", "source": "Reddit", "community": "r/codex", "text": "if anthropic didn't train on data and gave you a way to opt-out (without being an enterprise customer) i'd be gone in an instant as well.", "link": "https://www.reddit.com/r/codex/comments/1wo8fhw/okay_they_literally_cut_our_quota_by_half_gpt_6/pbncr4s/"}]}, {"theme": "Zero data retention option", "criterion": "account.data_privacy", "authorWeeks": 10, "posts": 10, "agents": [{"id": "opencode", "authorWeeks": 6}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-27", "source": "Reddit", "community": "r/CLine", "text": "please include whether it’s zdr or not. \nwhat’s with the limit because you are routing the request to vercel ai free pinary", "link": "https://www.reddit.com/r/CLine/comments/1wqkucr/pixel_canary_new_stealth_model_is_now_free_in/pcce0up/"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode there’s an option to turn off free models but an option to only enable zero data retention models would be better", "link": "https://twitter.com/1396509960998055939/status/2103899494471594347"}, {"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode zero data retention is the line that decides whether a team can point this at real work rather than a toy repo. context length is a preference. retention is a policy question someone in legal has already answered.", "link": "https://twitter.com/1731877835256516608/status/2103847879857361100"}]}, {"theme": "Clear disclosure of training data use", "criterion": "account.data_privacy", "authorWeeks": 8, "posts": 10, "agents": [{"id": "opencode", "authorWeeks": 3}, {"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}, {"id": "cline", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-17", "source": "Reddit", "community": "r/opencode", "text": "users should be given a months time so that they can cancel their subscription. right now the change of data sharing to china(doesnt matter if it was usa too) via ds4.1 seems cheating.\n \nwhy cant opencode host the models on their infra. then they wont have to deal with this data sharing. many people will say its because its cheap but we as customers have the right to know if its gonna change between subscription.", "link": "https://www.reddit.com/r/opencode/comments/1wigkse/bait_and_switch_is_really_bad_deepseek_if_i_had/"}, {"agent": "opencode", "date": "2026-09-17", "source": "X", "community": "@opencode", "text": "@opencode how are you measuring the no training claim in practice? a clear audit trail would help teams trust a free tool with real code.", "link": "https://twitter.com/2095778877037477890/status/2100472630260248751"}, {"agent": "opencode", "date": "2026-09-16", "source": "Reddit", "community": "r/opencode", "text": "i've always wondered, if the \"use my data for training\" option is turned off in chatgpt, but i use oauth to access within opencode, will my data be sent to opencode or openai for training, or not? or what's the best way to be sure?", "link": "https://www.reddit.com/r/opencode/comments/1wi052o/who_am_i_sending_my_information_to/"}]}, {"theme": "Air-gapped or self-hosted deployment", "criterion": "account.data_privacy", "authorWeeks": 6, "posts": 6, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-20", "source": "Reddit", "community": "r/ClaudeCode", "text": "anything involving a neural net wether it's claude or whatever should be in the most isolated environment possible not even with access to an outside network", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wkzp8t/claude_tag/pavlkhw/"}, {"agent": "opencode", "date": "2026-09-17", "source": "Reddit", "community": "r/opencode", "text": "users should be given a months time so that they can cancel their subscription. right now the change of data sharing to china(doesnt matter if it was usa too) via ds4.1 seems cheating.\n \nwhy cant opencode host the models on their infra. then they wont have to deal with this data sharing. many people will say its because its cheap but we as customers have the right to know if its gonna change between subscription.", "link": "https://www.reddit.com/r/opencode/comments/1wigkse/bait_and_switch_is_really_bad_deepseek_if_i_had/"}, {"agent": "zed", "date": "2026-09-17", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev really don’t want to store the private codebase in the remote server. this prevents using delta in company development.", "link": "https://twitter.com/1277811422697840641/status/2100428485970080245"}]}, {"theme": "Secrets isolated from model and vaulted", "criterion": "account.data_privacy", "authorWeeks": 6, "posts": 6, "agents": [{"id": "claude-code", "authorWeeks": 2}, {"id": "amp", "authorWeeks": 1}, {"id": "cline", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "devin", "authorWeeks": 1}], "examples": [{"agent": "cline", "date": "2026-09-19", "source": "X", "community": "@cline", "text": "@siddiqatactyte @cline secret handling. credentials and sessions must stay outside the model by default—vaulted, injected only at the edge, never logged or contexted. navigation allowlists and previews for mutations matter, but neither contains damage once keys leak.", "link": "https://twitter.com/1720665183188922368/status/2101201199361892735"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs enterprise really needs 1) secret storage / external vault support for claude code cloud environments, and 2) claude code projects access — neither is available on enterprise plans yet, and it's blocking real adoption.", "link": "https://twitter.com/21361149/status/2101024559076159609"}, {"agent": "devin", "date": "2026-09-16", "source": "X", "community": "@cognition", "text": "@cognition the important leap is not just running on a mac, but closing the feedback loop: build, test, screenshot, and testflight. for production, it will be necessary to specify device state, secrets isolation, and reproducible rollback; that is where it is decided if an agent is reliable or just a demo.", "link": "https://twitter.com/93014855/status/2100121667057934669"}]}, {"theme": "Audit logs of agent actions", "criterion": "account.data_privacy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "claude-code", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "factory", "authorWeeks": 1}], "examples": [{"agent": "factory", "date": "2026-09-18", "source": "X", "community": "@FactoryAI", "text": "@factoryai private deployments need a run receipt beside the vpc choice: image digest, policy version, allowed tools, egress rules, data boundary, last smoke, rollback owner. then an agent can prove the private box is not just a prettier blind spot.", "link": "https://twitter.com/2013700835654672388/status/2100999150133547123"}, {"agent": "claude-code", "date": "2026-09-17", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs credentials and observability are where the demo turns into an operations problem. every agent run should leave a trace a human can inspect, especially when it touches production data.", "link": "https://twitter.com/1395092615830278144/status/2100584475956563979"}, {"agent": "antigravity", "date": "2026-09-16", "source": "X", "community": "@antigravity", "text": "@antigravity good trade-off: the network access closed by default reduces the blast radius, but the permission model will be as important as the sandbox. for real teams, will there be an audit log/export and reproducible profiles to review which tool each agent executed?", "link": "https://twitter.com/93014855/status/2100121555204280393"}]}, {"theme": "Avoid routing data through China", "criterion": "account.data_privacy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "opencode", "authorWeeks": 5}], "examples": [{"agent": "opencode", "date": "2026-09-26", "source": "X", "community": "@opencode", "text": "@opencode can you make it available outside china? my employer doesn't allow routing requests to china.", "link": "https://twitter.com/1138368631618899968/status/2103817327267791184"}, {"agent": "opencode", "date": "2026-09-20", "source": "Reddit", "community": "r/codex", "text": "the only downside is that the only way to use it is by using servers in china. even through opencode you have to toggle the agree to have all inputs spied on by ccp toggle. i would love to use it otherwise.", "link": "https://www.reddit.com/r/codex/comments/1wl1e7p/stop_begging_for_resets_chin_up_as_paid_customers/paves94/"}, {"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "@opencode we've reached a point where besides the data retention policy, we also need to know the origin country of the provider. in countries where the government motivates labs to mine training data from others, how much trust can we have in their \"no data training\" promise?", "link": "https://twitter.com/3916034081/status/2100320850025083334"}]}, {"theme": "EU data residency and isolation", "criterion": "account.data_privacy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "cursor", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "pi", "authorWeeks": 1}], "examples": [{"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "@completeskeptic @thdxr @opencode @teknium @mitsuhiko @completeskeptic when are you gonna settle your service on a european server so i dont have to worry about privacy of my users of my app?", "link": "https://twitter.com/2088242983053230080/status/2100308378920587309"}, {"agent": "pi", "date": "2026-09-16", "source": "X", "community": "@pidotdev", "text": "@pidotdev thanks, the docs confused me with this part: \"radius does not currently guarantee a specific processing location...\"\ni just had a look , it seems like i'm unable to find it. (eu routing and zdr would be huge for us )", "link": "https://twitter.com/1742954584908193792/status/2100247851515158600"}, {"agent": "codex", "date": "2026-09-06", "source": "Reddit", "community": "r/codex", "text": "we truly need models that are completely independent of the u.s., within europe, and isolated from the outside world. openai is making users more dependent on it every day and is pursuing a “usa first” policy. if they’re already two days late in presenting the model to us today, what will they do tomorrow? i don’t know. an administration even crazier than the trump administration would do things like this. ", "link": "https://www.reddit.com/r/codex/comments/1w8sxbc/im_wondering_if_openai_has_a_discriminatory/p86dy5w/"}]}, {"theme": "Opt-in session link attribution in commits", "criterion": "account.data_privacy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "claude-code", "authorWeeks": 5}], "examples": [{"agent": "claude-code", "date": "2026-09-19", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs need a way to disable it linking my claude chat session in public prs. what a terrible feature.", "link": "https://twitter.com/15781023/status/2101241678145393059"}, {"agent": "claude-code", "date": "2026-09-04", "source": "Reddit", "community": "r/ClaudeCode", "text": "the session link sharing feels like a massive security risk. there’s no good reason for those to be there.", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w6yw16/claude_code_v21259_forces_coauthoredby/p7sc18o/"}, {"agent": "claude-code", "date": "2026-09-05", "source": "Reddit", "community": "r/ClaudeCode", "text": "the current cc injects a system reminder that specifically supersedes any earlier guidance about attribution trailers in context and tells them to add a link to the claude.ai session - maybe only if remote control is enabled. this has a new setting to disable.\ngiven git commits are permanent without a rebase, and given the link is unlikely to stick around, hopefully only accessible to the author, and contains context that should be screened for p", "link": "https://www.reddit.com/r/ClaudeCode/comments/1w7o4gt/welp/p7woxyb/"}]}, {"theme": "Reduce background data uploads", "criterion": "account.data_privacy", "authorWeeks": 5, "posts": 5, "agents": [{"id": "antigravity", "authorWeeks": 1}, {"id": "codex", "authorWeeks": 1}, {"id": "cursor", "authorWeeks": 1}, {"id": "opencode", "authorWeeks": 1}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "zed", "date": "2026-09-25", "source": "X", "community": "@zeddotdev", "text": "@zeddotdev @avivs delta looked interesting until i saw my repos would be uploaded. immediate no go for professional work. a setting to turn that off would be nice!", "link": "https://twitter.com/2350360861/status/2103306896086376678"}, {"agent": "cursor", "date": "2026-09-19", "source": "X", "community": "@cursor_ai", "text": "why does cursor always upload secretly? @cursor_ai what is this <strict_link>", "link": "https://twitter.com/2346447672/status/2101305382312595933"}, {"agent": "opencode", "date": "2026-09-16", "source": "X", "community": "@opencode", "text": "@cryptiq73 @opencode i don't want it to scrape any data from my system i don't want to go over non zdr stuff", "link": "https://twitter.com/1435005677102112769/status/2100271543792152612"}]}, {"theme": "Agent data egress controls", "criterion": "account.data_privacy", "authorWeeks": 4, "posts": 4, "agents": [{"id": "antigravity", "authorWeeks": 2}, {"id": "codex", "authorWeeks": 2}], "examples": [{"agent": "codex", "date": "2026-09-08", "source": "Reddit", "community": "r/codex", "text": "shouldnt you guys be redacting personal data before entering? that would be the correct i guess and using your ai systems through the api só you can build up on it.", "link": "https://www.reddit.com/r/codex/comments/1waoys2/blown_up_openai_allegedly_stole_mathematicians/p8n52cn/"}, {"agent": "antigravity", "date": "2026-09-07", "source": "X", "community": "@antigravity", "text": "@scifi_tessa @googlecloudtech @antigravity that’s a fair concern. a policy saying data is protected is very different from being able to see and control exactly what an agent can access and send out. strong egress controls plus clear observability would make that trust much easier to earn.", "link": "https://twitter.com/2026392594331348992/status/2097034616943034557"}, {"agent": "antigravity", "date": "2026-09-07", "source": "X", "community": "@antigravity", "text": "@googlecloudtech @antigravity a coding agent got caught uploading 5 gb of a repo it needed 200 kb of. 'data privacy under our tos' reads as a starting position to me. enforced egress policies would convince me.", "link": "https://twitter.com/1657001691730829315/status/2096995324283752465"}]}, {"theme": "Open source the product", "criterion": "account.data_privacy", "authorWeeks": 4, "posts": 4, "agents": [{"id": "claude-code", "authorWeeks": 3}, {"id": "zed", "authorWeeks": 1}], "examples": [{"agent": "claude-code", "date": "2026-09-26", "source": "X", "community": "@ClaudeDevs", "text": "@claudedevs guys i'll tell your next best move is to open source claude code. i guarantee you guys gain devs trust", "link": "https://twitter.com/1116645055907844096/status/2103712830243713423"}, {"agent": "claude-code", "date": "2026-09-18", "source": "X", "community": "@ClaudeDevs", "text": "why isn’t @claudeai open-sourced? everyone is doing it. what’s the point of keeping a few hundred k lines of code closed? i get that you added mods, which is very cool. we all know this would greatly help developers. @bcherny @claudedevs <strict_link>", "link": "https://twitter.com/3061791082/status/2100907614523556040"}, {"agent": "claude-code", "date": "2026-09-15", "source": "Reddit", "community": "r/ClaudeCode", "text": "they shouldn’t if any with their recent statements they should open source claude for the open source community", "link": "https://www.reddit.com/r/ClaudeCode/comments/1wh6524/cancelled_claude_max_20x_after_unusually_fast/pa03wyq/"}]}]}}}