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Automatically extracts reusable patterns from Claude Code sessions and saves them as learned skills for future use. Runs as a Stop hook at session end.
How this skill is triggered — by the user, by Claude, or both
Slash command
/everything-claude-code:continuous-learningThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
自动在结束时评估 Claude Code 会话，以提取可重用模式并将其保存为 learned skills。
自动在结束时评估 Claude Code 会话，以提取可重用模式并将其保存为 learned skills。
此技能作为 Stop hook 在每个会话结束时运行：
~/.claude/skills/learned/编辑 config.json 进行自定义：
{
"min_session_length": 10,
"extraction_threshold": "medium",
"auto_approve": false,
"learned_skills_path": "~/.claude/skills/learned/",
"patterns_to_detect": [
"error_resolution",
"user_corrections",
"workarounds",
"debugging_techniques",
"project_specific"
],
"ignore_patterns": [
"simple_typos",
"one_time_fixes",
"external_api_issues"
]
}
| Pattern | Description |
|---|---|
error_resolution | 特定错误是如何解决的 |
user_corrections | 来自用户纠正的模式 |
workarounds | 框架/库怪癖的解决方案 |
debugging_techniques | 有效的调试方法 |
project_specific | 项目特定约定 |
添加到你的 ~/.claude/settings.json:
{
"hooks": {
"Stop": [{
"matcher": "*",
"hooks": [{
"type": "command",
"command": "~/.claude/skills/continuous-learning/evaluate-session.sh"
}]
}]
}
}
/learn 命令 - 会话中手动提取模式Homunculus v2 采取了更复杂的方法：
| Feature | Our Approach | Homunculus v2 |
|---|---|---|
| 观察 (Observation) | Stop hook (会话结束) | PreToolUse/PostToolUse hooks (100% 可靠) |
| 分析 (Analysis) | 主上下文 | 后台 agent (Haiku) |
| 粒度 (Granularity) | 完整技能 | 原子 "instincts" (本能) |
| 置信度 (Confidence) | 无 | 0.3-0.9 加权 |
| 演进 (Evolution) | 直接从 skill | Instincts → cluster → skill/command/agent |
| 共享 (Sharing) | 无 | 导出/导入 instincts |
来自 homunculus 的关键见解:
"v1 依靠技能进行观察。技能是概率性的——它们大约 50-80% 的时间触发。v2 使用 hooks 进行观察（100% 可靠）并将 instincts 作为学习行为的原子单位。"
参见: /Users/affoon/Documents/tasks/12-continuous-learning-v2.md 获取完整规范。
npx claudepluginhub aaione/everything-claude-code-zhAutomatically evaluates Claude Code sessions on completion to extract reusable patterns like error resolutions, workarounds, and debugging techniques, saving them as learned skills.
[DEPRECATED] Legacy v1 stop-hook skill extractor for saving session patterns as learned skills. Do not use; route to continuous-learning-v2 for v2's instinct-based, project-scoped, hook-reliable learning.
Extracts reusable patterns from Claude Code sessions and saves them as learned skills for future use. Useful after long sessions with complex problem-solving.