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wiki/concepts/Self-Improving-Skill.md
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wiki/concepts/Self-Improving-Skill.md
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title: "Self-Improving Skill"
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type: concept
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tags: [AI, Agent, 记忆, 复盘]
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sources: [yang-xia-ri-ji-2]
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last_updated: 2026-04-14
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---
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## Definition
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OpenClaw的结构化经验记录系统,每当Agent遇到问题、做出决策或发现值得记住的东西时,将内容写入LEARNINGS.md或ERRORS.md。
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## 记录格式
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```markdown
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## [LRN-YYYYMMDD-NNN] type
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**Logged**: YYYY-MM-DDTHH:MM:SS+08:00
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**Priority**: high/medium/low
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**Status**: pending/resolved
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**Area**: config/workflow/error
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### Summary
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一句话描述学到了什么
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### Details
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具体发生了什么、问题出在哪
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### Suggested Action
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以后遇到类似情况该怎么做
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### Metadata
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- Pattern-Key: cron.telegram-delivery
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- Recurrence-Count: 1
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- See Also: LRN-YYYYMMDD-NNN
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```
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## 核心价值
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- **错误只犯一次**:Pattern-Key重复是系统性问题的信号
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- **固定格式**:让人和其他Agent能快速检索、对比、追踪完整生命周期
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## Pattern-Key使用
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| Pattern-Key | 出现次数 | 含义 |
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|-------------|---------|------|
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| cron.daily-self-review | 9次 | 每日复盘相关(活跃优化区)|
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| cron.telegram-delivery | 2次 | Telegram通知配置(第二次解决)|
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## Connections
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- [[三层记忆架构]] ← 自改进层 ← [[Self-Improving Skill]]
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- [[Pattern-Key]] ← 分类机制 ← [[Self-Improving Skill]]
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- [[Recurrence-Count]] ← 重复指标 ← [[Self-Improving Skill]]
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