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docs/zh-TW/skills/continuous-learning/SKILL.md
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---
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name: continuous-learning
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description: Automatically extract reusable patterns from Claude Code sessions and save them as learned skills for future use.
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---
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# 持續學習技能
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自動評估 Claude Code 工作階段結束時的內容,提取可重用模式並儲存為學習技能。
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## 運作方式
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此技能作為 **Stop hook** 在每個工作階段結束時執行:
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1. **工作階段評估**:檢查工作階段是否有足夠訊息(預設:10+ 則)
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2. **模式偵測**:從工作階段識別可提取的模式
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3. **技能提取**:將有用模式儲存到 `~/.claude/skills/learned/`
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## 設定
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編輯 `config.json` 以自訂:
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```json
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{
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"min_session_length": 10,
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"extraction_threshold": "medium",
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"auto_approve": false,
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"learned_skills_path": "~/.claude/skills/learned/",
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"patterns_to_detect": [
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"error_resolution",
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"user_corrections",
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"workarounds",
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"debugging_techniques",
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"project_specific"
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],
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"ignore_patterns": [
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"simple_typos",
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"one_time_fixes",
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"external_api_issues"
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]
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}
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```
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## 模式類型
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| 模式 | 描述 |
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|------|------|
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| `error_resolution` | 特定錯誤如何被解決 |
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| `user_corrections` | 來自使用者修正的模式 |
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| `workarounds` | 框架/函式庫怪異問題的解決方案 |
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| `debugging_techniques` | 有效的除錯方法 |
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| `project_specific` | 專案特定慣例 |
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## Hook 設定
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新增到你的 `~/.claude/settings.json`:
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```json
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{
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"hooks": {
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"Stop": [{
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"matcher": "*",
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"hooks": [{
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"type": "command",
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"command": "~/.claude/skills/continuous-learning/evaluate-session.sh"
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}]
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}]
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}
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}
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```
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## 為什麼用 Stop Hook?
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- **輕量**:工作階段結束時只執行一次
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- **非阻塞**:不會為每則訊息增加延遲
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- **完整上下文**:可存取完整工作階段記錄
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## 相關
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- [Longform Guide](https://x.com/affaanmustafa/status/2014040193557471352) - 持續學習章節
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- `/learn` 指令 - 工作階段中手動提取模式
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---
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## 比較筆記(研究:2025 年 1 月)
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### vs Homunculus (github.com/humanplane/homunculus)
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Homunculus v2 採用更複雜的方法:
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| 功能 | 我們的方法 | Homunculus v2 |
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|------|----------|---------------|
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| 觀察 | Stop hook(工作階段結束) | PreToolUse/PostToolUse hooks(100% 可靠) |
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| 分析 | 主要上下文 | 背景 agent(Haiku) |
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| 粒度 | 完整技能 | 原子「本能」 |
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| 信心 | 無 | 0.3-0.9 加權 |
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| 演化 | 直接到技能 | 本能 → 聚類 → 技能/指令/agent |
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| 分享 | 無 | 匯出/匯入本能 |
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**來自 homunculus 的關鍵見解:**
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> "v1 依賴技能進行觀察。技能是機率性的——它們觸發約 50-80% 的時間。v2 使用 hooks 進行觀察(100% 可靠),並以本能作為學習行為的原子單位。"
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### 潛在 v2 增強
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1. **基於本能的學習** - 較小的原子行為,帶信心評分
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2. **背景觀察者** - Haiku agent 並行分析
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3. **信心衰減** - 如果被矛盾則本能失去信心
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4. **領域標記** - code-style、testing、git、debugging 等
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5. **演化路徑** - 將相關本能聚類為技能/指令
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參見:`/Users/affoon/Documents/tasks/12-continuous-learning-v2.md` 完整規格。
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