Self-Improvement Skill
Log learnings and errors to markdown files for continuous improvement. Coding agents can later process these into fixes, and important learnings get promoted to project memory.
Quick Reference
| Situation | Action |
|---|
| Command/operation fails | Log to INLINECODE0 |
| User corrects you |
Log to
.learnings/LEARNINGS.md with category
correction |
| User wants missing feature | Log to
.learnings/FEATURE_REQUESTS.md |
| API/external tool fails | Log to
.learnings/ERRORS.md with integration details |
| Knowledge was outdated | Log to
.learnings/LEARNINGS.md with category
knowledge_gap |
| Found better approach | Log to
.learnings/LEARNINGS.md with category
best_practice |
| Simplify/Harden recurring patterns | Log/update
.learnings/LEARNINGS.md with
Source: simplify-and-harden and a stable
Pattern-Key |
| Similar to existing entry | Link with
**See Also**, consider priority bump |
| Broadly applicable learning | Promote to
CLAUDE.md,
AGENTS.md, and/or
.github/copilot-instructions.md |
| Workflow improvements | Promote to
AGENTS.md (OpenClaw workspace) |
| Tool gotchas | Promote to
TOOLS.md (OpenClaw workspace) |
| Behavioral patterns | Promote to
SOUL.md (OpenClaw workspace) |
自我改进技能
将学习内容和错误记录到markdown文件中以实现持续改进。编码代理后续可将其处理为修复方案，重要学习内容将提升至项目记忆。
快速参考
| 情况 | 操作 |
|---|
| 命令/操作失败 | 记录到 .learnings/ERRORS.md |
| 用户纠正你 |
记录到 .learnings/LEARNINGS.md，类别为 correction |
| 用户需要缺失功能 | 记录到 .learnings/FEATURE_REQUESTS.md |
| API/外部工具失败 | 记录到 .learnings/ERRORS.md，附带集成详情 |
| 知识已过时 | 记录到 .learnings/LEARNINGS.md，类别为 knowledge_gap |
| 发现更优方法 | 记录到 .learnings/LEARNINGS.md，类别为 best_practice |
| 简化/强化重复模式 | 记录/更新 .learnings/LEARNINGS.md，附带 Source: simplify-and-harden 和稳定的 Pattern-Key |
| 与现有条目相似 | 使用
另请参阅 建立链接，考虑提升优先级 |
| 广泛适用的学习内容 | 提升至 CLAUDE.md、AGENTS.md 和/或 .github/copilot-instructions.md |
| 工作流程改进 | 提升至 AGENTS.md（OpenClaw工作区） |
| 工具使用陷阱 | 提升至 TOOLS.md（OpenClaw工作区） |
| 行为模式 | 提升至 SOUL.md（OpenClaw工作区） |
