메뉴
End-of-session self-training — captures session metrics, extracts patterns via metaclaw-learner, updates instincts, and generates optimization hypotheses for the next run.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
ProductionOS — dual-target AI engineering operating system for repo-wide audits, upgrade plans, code reviews, strategic product reviews, security sweeps, UX audits, and recursive quality improvement.
ProductionOS — dual-target AI engineering operating system for repo-wide audits, upgrade plans, code reviews, strategic product reviews, security sweeps, UX audits, and recursive quality improvement.
Ads composite — audit campaigns, create ad copy, optimize bids, and report performance with persistent campaign memory. Replaces 20 fragmented ads skills.
Build composite — brainstorm, plan, implement, and test with project memory. Replaces 6 fragmented build skills.
Content composite — strategy, writing, audit, and refresh with brand voice memory. Replaces 10 fragmented content skills.
Debug composite — reproduce, hypothesize, test, fix with bug pattern memory. Replaces 4 debug skills.
| name | session-validate |
| description | End-of-session self-training — captures session metrics, extracts patterns via metaclaw-learner, updates instincts, and generates optimization hypotheses for the next run. |
| argument-hint | [mode or session scope] |
Use this as the Codex-first end-of-session learning workflow. It should summarize the session, extract useful lessons, and prepare the next run to be better instead of letting the session context evaporate.
Source references:
.claude/commands/session-validate.mdagents/metaclaw-learner.mdmode: quick, standard, or deep