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ccx-retro

Where did the agent go wrong, what fixed it, and what should change so it doesn't happen again? Mine a coding-agent session for mistakes, corrections, and wasted loops, then propose durable rule changes (CLAUDE.md / AGENTS.md / skills / memory) with evidence. Use after a frustrating session, when the human asks "what went wrong", "why did it do that", "retro", or "turn this into a rule". Routing: this skill answers "what should change"; for a plain "what happened" account, use ccx-recap.

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thevibeworks/ccx
最近来源活动
2026年8月20日 03:07
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SKILL.md
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ccx-retro
description
Where did the agent go wrong, what fixed it, and what should change so it doesn't happen again? Mine a coding-agent session for mistakes, corrections, and wasted loops, then propose durable rule changes (CLAUDE.md / AGENTS.md / skills / memory) with evidence. Use after a frustrating session, when the human asks "what went wrong", "why did it do that", "retro", or "turn this into a rule". Routing: this skill answers "what should change"; for a plain "what happened" account, use ccx-recap.
# ccx-retro Recap tells you what happened. Retro makes the next run better. The real output is not a report — it is a **proposed patch to the instructions the agent already reads** (CLAUDE.md, AGENTS.md, a skill, memory), each line justified by evidence from the session. This skill describes ccx >= 0.8. If a command or flag here is missing, upgrade ccx and run `ccx skills install` — the binary embeds skills matching its own CLI surface. ## Process 1. **Outline.** `ccx trace --json`. Failure signals are factual and already in it: - steps with `errors` (tool failures, attributed to the step that issued the call) - error streaks: consecutive steps failing at the same thing - turns where the user pushed back — read the actual `user_text` and judge with your own comprehension; there is no correction flag, because keyword matching lies - `interrupts` and `denials` (turn/step/stats): the human pressed stop or refused a tool call — the sharpest correction signal in the log; the denied call's evidence is marked `denied` - cost spikes without matching edits (spinning) - `warnings` (evidence gaps are findings too) 2. **Drill.** `ccx trace --turn N` on each suspect; `ccx view <session> --at <message_id>` for the exact exchange. Reconstruct: what did the agent believe, what was actually true, what evidence was available at the time, what finally corrected it (user, test, self-check)? If the mistake was inherited from an earlier session (a stale handoff, a fork), `ccx related <session>` finds it. 3. **Classify each finding.** - `mistake` — agent had the evidence and got it wrong - `friction` — environment/tooling failed the agent - `drift` — agent misread intent; user had to steer - `save` — something caught the problem (name what: a test, a verification habit, a user correction). Saves become rules too. 4. **Propose changes.** For each finding worth keeping, draft the exact edit: file, section, wording. A rule earns its place only if: - it would have prevented or shortened the observed failure, AND - the next agent cannot derive it from code, docs, or common sense Fewer, sharper rules beat a rulebook. One-off accidents are reported, not legislated. 5. **Human gate.** Present findings + proposed patches and STOP. Never write to CLAUDE.md / AGENTS.md / skills / memory without explicit approval. Rejected proposals are dropped, not stashed. 6. **Land approved patches with provenance.** When the human approves, apply the patch and carry the citation with the rule — a trailing `(ccx:<session-id> #turn.step)` reference — so the next reader can re-open the receipt with `ccx trace` instead of trusting the rule on faith. The session id is the audit trail; the rule text travels inline. Findings the human read but did not turn into rules may still be worth a devlog/memory entry — offer once, cite the same way. ## Output shape ``` Retro — <session> | <n> findings # Kind Finding (cited) Proposed change 1 mistake Assumed X, evidence said Y [#12.3-12.7] CLAUDE.md: "check X before Y" 2 friction 3 loops on flaky sandbox error [#9.2] none — one-off, monitor 3 save Probe test killed a rewrite [#133.1-3] AGENTS.md: "profile before rewrite" Patches for approval: --- CLAUDE.md + <exact line(s)> ``` Every finding cites `#turn.step`. If nothing is worth changing, say so — "no durable lessons this session" is a valid retro. ## Hard rules - Findings without receipts don't ship. - Judge corrections by reading the exchange, not by keywords. - Propose the smallest rule that prevents the failure class. - Do not create new knowledge stores; patch the ones the agent already loads. - Preserve the user's exact wording when their correction becomes a rule — their phrasing carries the intent.
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