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基于 instinct 的持续学习系统，通过 hooks 观察会话，创建带置信度评分的 atomic instincts， 并将高置信度 instinct 演进为 skills/commands/agents。v2.1 增加项目级 instincts 防止跨项目污染。
Passed 22 of 22 test cases with the skill, and 12 of 22 without it.
and 9 more in the full report
10 fixed12 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
When instincts are clustered and evolved into higher-level assets, into what three artifact categories/subdirectories are they organized under the evolved folder?
| Checked | Without skill | With skill |
|---|---|---|
| Lists agents, skills, and commands as the three evolved asset subdirectories. | Missed | Passed |
The instructions your model reads when the skill loads.
一个高级学习系统，通过 atomic "instincts" 将 Claude Code 会话转化为可重用知识。
v2.1 增加 项目级 instincts — React 模式保留在 React 项目中，Python 约定保留在 Python 项目中，通用模式（如"始终验证输入"）全局共享。
一个 instinct 是一个小的学习行为：
---
id: prefer-component-colocation
trigger: "当多个组件使用相同状态时"
confidence: 0.7
domain: "frontend-architecture"
source: "session-observation"
scope: project
project_id: "a1b2c3d4e5f6"
project_name: "points-frontend"
---
# 组件状态共置
## 行为
当多个组件使用相同状态时，考虑将状态提升到共同祖先。
## 证据
- 在 5 个实例中观察到状态提升模式
- 用户在 2026-03-29 将组件本地状态改为共享状态
test cases passed, vs 12 / 22 without
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