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Self-Improvement

核心功能:记录失败、修正经验与能力缺口到对应学习文件,任务前回顾学习内容,将可复用的重复经验沉淀到AGENTS.md、SOUL.md等指定文件。典型使用场景:命令失败、用户纠正后立即记录;架构变更、重复曾失败任务前回顾。输入为影响未来行为的场景信息,输出为简洁单条记录存入对应文件。

ciklopentan
ciklopentan
热度 21.09
最近更新 2026-04-06 15:01:51
分类:知识依赖:读写文件应用场景:笔记整理 / 工作流

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add self-improvement-openclaw
Metadata
name
self-improvement
description
Logs failures, corrections, and missing capabilities. Reviews learnings before major tasks. Promotes recurring lessons to AGENTS.md, SOUL.md, TOOLS.md, or MEMORY.md. Only log what affects future behavior.

Self-Improvement

Use this skill to capture lessons that should change future behavior.

  • Log failures to .learnings/ERRORS.md — what failed, why, and the fix attempt.
  • Log corrections and insights to .learnings/LEARNINGS.md — what was wrong and the better way.
  • Log missing capabilities to .learnings/FEATURE_REQUESTS.md — the gap, impact, and desired behavior.
  • Before major work, scan the recent entries in all .learnings/ files.
  • Promote recurring lessons to the right workspace file:
    • AGENTS.md → workflow change
    • SOUL.md → behavior or tone
    • TOOLS.md → tool-specific gotcha
    • MEMORY.md → persistent fact
  • Keep entries concise: one line per entry.
  • Do not create weekly reports; rely on just-in-time review.
  • Ignore random thoughts that do not affect future behavior.

When to write

Write immediately after:

  • a command fails
  • a user corrects you
  • a capability is missing
  • an external tool or API fails
  • knowledge is outdated
  • you discover a better recurring approach

When to review

Review recent learnings before:

  • architectural or workflow changes
  • repeating a task that previously failed
  • major edits to skills or memory-related files

Minimal operating loop

  1. Capture the lesson.
  2. Decide whether it belongs in learnings or a workspace file.
  3. Promote it only if it is broadly reusable.
  4. Move on.