# Lessons Loop

> 自我改进循环 — 用户纠正后触发, 写入 knowledge.md 教训段

- Skill: `wenjunduan/lessons-loop-2` (Agent Skill)
- Install (CLI): `npx get-skill add wenjunduan/lessons-loop-2`
- Raw SKILL.md: https://api.skillmd.com/api/skills/wenjunduan/lessons-loop-2/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: wenjunduan (https://skillmd.com/u/wenjunduan)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/wenjunduan/lessons-loop-2

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# 自我改进循环

## 触发条件
- 用户纠正了错误 (代码/设计/理解)
- 测试发现意外失败

## 执行
1. 识别: 什么错了 → 为什么错 → 什么条件下会重犯
2. 写入 `knowledge.md` 教训段:
   `## [日期] [模块] — [SCOPE/TECH/ARCH/IMPL/TEST/STYLE]`
   `- 错误/根因/规则`
3. 立即在当前任务应用新规则
4. 未来会话 R₀a 阶段回顾