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Route durable evidence-backed improvements to one canonical destination.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Build and search a local SQLite course-content index from a user-provided course folder.
Build and search a local SQLite course-content index from a user-provided course folder.
Save bounded session progress without ending or committing work.
Route requests to smallest authoritative project and memory context.
Convert user corrections into durable, generic prevention rules.
Research-first planning for a new product, greenfield project, scaffold-only repository, or immature codebase where a codebase map would mislead. Produces validated build context and an explicit graduation gate.
| name | self-improve |
| description | Route durable evidence-backed improvements to one canonical destination. |
Use when asked to extract lessons, preserve a workflow improvement, or learn from a correction or failure.
Look for user corrections, repeated guidance, verified failures and fixes, reusable workflows, and explicit preferences. Ignore generic advice, resolved trivia, and speculative improvements.
Keep candidate only when it is new, specific, durable, actionable, and supported by a distilled fact or artifact.
| Candidate | Canonical destination |
|---|---|
| User correction or prevention rule | CORRECTIONS.md |
| Reusable lesson, workaround, or preference | LEARNINGS.md |
| Current work status or blocker | PROJECT_STATE.md |
| One restart instruction | NEXT.md |
| Skill behavior correction | Relevant SKILL.md, after explicit review when it changes policy |
Search destination first. Update existing entry rather than duplicate. Present proposed changes for approval when modifying instructions or durable policy. Do not auto-commit or push.
Never store or copy raw transcripts, transcript exports, or raw tool output.
