compound-learnings

仓库创建 2025年12月23日最近提交 6 个月前SkillHot 收录 21 天前

▸ 精选理由

适合把经验沉淀为可复用能力，便于长期改进。

这个 Skill 做什么

把会话中的临时学习转化为永久可复用的技能、规则或代理。

把会话里学到的临时结论和流程整理成长期可复用的能力，比如 skills、rules 或子代理。适合在想把以前的操作固化、优化工作流或让新会话自动复用旧经验时用。特别之处是把零散经验变成可组合、可迭代的自动化资产，长期累积会越来越聪明。

▸ 展开 SKILL.md 英文原文

Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".

Skill 开发管理经验沉淀技能化规则抽取Claude Code

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安装 / 使用

给你的 Agent 一句话（通用）

帮我安装这个 skill：https://raw.githubusercontent.com/parcadei/Continuous-Claude-v3/main/.claude/skills/compound-learnings/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/parcadei/Continuous-Claude-v3/main/.claude/skills/compound-learnings/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# Compound Learnings

Transform ephemeral session learnings into permanent, compounding capabilities.

## When to Use

- "What should I learn from recent sessions?"
- "Improve my setup based on recent work"
- "Turn learnings into skills/rules"
- "What patterns should become permanent?"
- "Compound my learnings"

## Process

### Step 1: Gather Learnings

```bash
# List learnings (most recent first)
ls -t $CLAUDE_PROJECT_DIR/.claude/cache/learnings/*.md | head -20

# Count total
ls $CLAUDE_PROJECT_DIR/.claude/cache/learnings/*.md | wc -l
```

Read the most recent 5-10 files (or specify a date range).

### Step 2: Extract Patterns (Structured)

For each learnings file, extract entries from thes

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