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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]]