43 lines
1.6 KiB
Markdown
43 lines
1.6 KiB
Markdown
---
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title: "Self-Improving Skill"
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type: concept
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tags: [openclaw, self-improvement, memory, agent, learning]
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last_updated: 2026-04-15
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---
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## Definition
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OpenClaw 自改进技能，通过结构化经验记录系统让 Agent 在错误中学习、持续进化，避免同一错误重复出现。
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## Core Mechanism
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- 工具：self_improvement_log，写入 LEARNINGS.md 或 ERRORS.md
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- 固定格式：Summary + Details + Suggested Action + Metadata（Pattern-Key/Recurrence-Count/See Also）
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- 记录类型：correction（错误修正）/ workflow（流程改进）/ config（配置发现）/ best_practice（最佳实践）
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## Key Insight
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- 错误只犯一次：Pattern-Key 相同的问题第二次出现时应直接应用 Suggested Action
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- Recurrence-Count 是核心指标：重复次数高的 Pattern-Key 需要系统性解决，而非单点修复
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- Pattern-Key 重复本身是信号：第一次记了，第二次就该解决了
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## LEARNINGS.md 格式示例
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```markdown
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## [LRN-20260325-001] correction
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**Logged**: 2026-03-25T14:09:53+08:00
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**Priority**: high
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**Status**: pending
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**Area**: config
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### Summary
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Telegram chat ID 在 cron job 配置中不应使用 "user:" 前缀
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### Details
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使用了 `--to user:5038825565` 格式，导致报错
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### Suggested Action
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使用纯数字 chat ID：`--to 5038825565`
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### Metadata
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- Pattern-Key: cron.telegram-delivery
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- Recurrence-Count: 1
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```
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## Connections
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- [[双层记忆架构]] ← 包含 ← [[Self-Improving Skill]]
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- [[Pattern-Key]] ← 核心机制 ← [[Self-Improving Skill]]
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- [[每日复盘]] ← 触发 ← [[Self-Improving Skill]]
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