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When you encounter a failure, correction, or new pattern, write a learning and optionally propose a skill.
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
Complete reference for the factory CLI — all commands, arguments, options, and usage. Use when an agent needs to invoke factory commands, check correct syntax, or understand available options.
When and how to write a human-action-needed entry to memory/{agent}/needs.md. Agents write these entries when they hit blockers that only a human can resolve.
How the factory workspace is organized and what each directory means.
What to examine during a reflection pass and how to write observations to memory/{agent}/needs.md.
When and how to write scenario holdouts for factory verification.
How to integrate scenario evaluation into verification reports.
| name | self-improvement |
| description | When you encounter a failure, correction, or new pattern, write a learning and optionally propose a skill. |
Write a learning to the appropriate directory:
learnings/failures/{YYYY-MM-DD}-{project}-{summary}.md for failureslearnings/corrections/{YYYY-MM-DD}-{summary}.md for human correctionslearnings/discoveries/{YYYY-MM-DD}-{summary}.md for new patternsInclude: what happened, what you expected, what actually occurred, what you learned, what should change.
If the learning suggests a reusable skill (something that would help ANY agent in similar future situations):
skills/proposed/{skill-name}/SKILL.mdIf you surface friction, tooling limitations, or architectural gaps during work, write an observation entry to memory/{your-agent-name}/needs.md using the human-action-needed skill (category: observation). This makes the observation durable — prose in your response text is ephemeral and the factory cannot act on it. The kernel post-run pass automatically promotes observation entries from needs.md to specs/factory-internal/ for structured operator triage via factory triage.
Update your daily log with a brief note about the learning.
skills/shared/ directly — always propose via skills/proposed/skills/shared/ first.