# Continuous Learning V2

> v2 Instinct-based learning system. Builds confidence through repeated observations and evolves high-confidence patterns into skills.

- Skill: `wenjunduan/continuous-learning-v2` (Agent Skill)
- Install (CLI): `npx skillmds@latest add wenjunduan/continuous-learning-v2`
- Raw SKILL.md: https://api.skillmd.com/api/skills/wenjunduan/continuous-learning-v2/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: wenjunduan (https://skillmd.com/u/wenjunduan)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/wenjunduan/continuous-learning-v2

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# Continuous Learning v2 (Instinct System)

## Instinct 生命周期

```
观察 → 记录 instinct (confidence=0.3)
  → 再次观察同一模式 → confidence += 0.15
  → confidence > 0.8 AND count > 5 → 建议 evolve
  → evolve → 生成独立 skill 文件
```

## Instinct 格式

```yaml
- id: INST-{{序号}}
  pattern: "描述"
  confidence: 0.45
  observations: 3
  first_seen: "2026-02-06"
  last_seen: "2026-02-06"
  category: "coding-pattern"
```

## 存储

`.knowledge/experience/instincts.md`

## 命令集成

- `vibe-learn` → 手动触发提取
- `vibe-learn --export` → 导出 instincts JSON
- `vibe-learn --import FILE` → 导入 instincts