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nexus/wiki/concepts/Self-Improving-Skill.md
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---
title: "Self-Improving Skill"
type: concept
tags: [openclaw, memory, agent]
last_updated: 2026-04-17
---
## Definition
Self-Improving Skill自改进技能是 OpenClaw 中的一种结构化经验记录系统,使 AI Agent 能够在每次遇到问题、做出决策、或发现值得记住的东西时自动记录学习内容,实现持续改进。
## Structure
```markdown
## [LRN-YYYYMMDD-NNN] type
**Logged**: YYYY-MM-DDTHH:MM:SS+08:00
**Priority**: high|medium|low
**Status**: pending|resolved
**Area**: config|workflow|correction
### 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: xxx
- Recurrence-Count: N
- See Also: LRN-YYYYMMDD-NNN
```
## Key Fields
- **Pattern-Key**:经验检索键,用于追踪同一类型问题的生命周期
- **Recurrence-Count**:重复次数,区分一次性错误和系统性重复
- **Suggested Action**:具体可执行的改进建议,而非抽象的注意事项
## Use Cases
- 记录 AI Agent 犯过的错误及修复方法
- 记录工作流优化发现
- 记录配置技巧和环境差异
## Related
- [[双层记忆架构]]
- [[每日复盘机制]]
- [[Pattern-Key]]