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nexus/wiki/concepts/Self-Improving-Skill.md
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---
title: "Self-Improving Skill"
type: concept
tags: [AI, Agent, 记忆, 复盘]
sources: [yang-xia-ri-ji-2]
last_updated: 2026-04-14
---
## Definition
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。
## 记录格式
```markdown
## [LRN-YYYYMMDD-NNN] type
**Logged**: YYYY-MM-DDTHH:MM:SS+08:00
**Priority**: high/medium/low
**Status**: pending/resolved
**Area**: config/workflow/error
### Summary
一句话描述学到了什么
### Details
具体发生了什么、问题出在哪
### Suggested Action
以后遇到类似情况该怎么做
### Metadata
- Pattern-Key: cron.telegram-delivery
- Recurrence-Count: 1
- See Also: LRN-YYYYMMDD-NNN
```
## 核心价值
- **错误只犯一次**Pattern-Key重复是系统性问题的信号
- **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
## Pattern-Key使用
| Pattern-Key | 出现次数 | 含义 |
|-------------|---------|------|
| cron.daily-self-review | 9次 | 每日复盘相关(活跃优化区)|
| cron.telegram-delivery | 2次 | Telegram通知配置第二次解决|
## Connections
- [[三层记忆架构]] ← 自改进层 ← [[Self-Improving Skill]]
- [[Pattern-Key]] ← 分类机制 ← [[Self-Improving Skill]]
- [[Recurrence-Count]] ← 重复指标 ← [[Self-Improving Skill]]