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经验积累与自我进化系统 — 观察模式，session 结束时生成学习摘要
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Based on SOC occupation classification
Technology scouting and evaluation for tools, frameworks, libraries, and technical approaches. Use when users need to evaluate technology options, compare frameworks, assess technical feasibility, scout emerging technologies, or make build-vs-buy decisions. Produces structured comparison matrices with objective criteria scoring.
使用 Semantic Scholar API 检索和验证学术论文。支持并发多关键词搜索、批量 ID/DOI 查询、引用分析、批量补全摘要、统一 Markdown 导出。覆盖 2.14 亿+ 学术论文，无需 API Key 即可使用。触发词：论文检索、论文验证、Semantic Scholar、S2 搜索、查论文、补全摘要、导出MD
中文/英文写作风格迁移与错误记忆工作流。适用于论文、学位论文、报告等场景，提供 style profile、error log、长期记忆与多智能体写作闭环。
Showing SKILL.md
| name | experience-evolution |
| description | 经验积累与自我进化系统 — 观察模式，session 结束时生成学习摘要 |
渐进式信任升级路径：Observe → Write Logs → Semi-auto → Cross-project 当前处于第一阶段，只观察不写入，生成摘要后自动保存。
每次会话结束时，回顾并提取：
## Session 经验摘要
### 强化
- [正确做法 1]
- [正确做法 2]
### 纠正
- [错误 1] → [正确做法]
- [错误 2] → [正确做法]
### 知识新增
- [新发现 1]
- [新发现 2]
### 建议改进
- [改进建议 1]（优先级：高/中/低）
- [改进建议 2]
Observe 模式下：
~/mem/mem/agents/root/| 阶段 | 触发 | 行为 | 前置条件 |
|---|---|---|---|
| Observe | 手动 | 生成摘要后自动保存 | 当前 |
| Write Logs | 自动 | 自动写入 memory，不改 CLAUDE.md | 积累 20+ 条无误经验 |
| Semi-auto | 自动 | 自动写入 memory + 提议 CLAUDE.md 变更 | 积累 50+ 条，误报率 <5% |
| Cross-project | 自动 | 跨项目迁移经验 | 多项目验证 |