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research-literature-interpretation

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像资深研究者带学生一样解读单篇论文：提炼问题、机制、证据强弱、边界与可迁移启发。用户提供 PDF、arXiv/DOI/出版社链接、本地论文或正文片段并希望理解、批判、复现或学习时使用；不用于论文发现、多论文综述或只改写摘要。

skills/research-literature-interpretation/SKILL.md

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# Research Literature Interpretation

把单篇论文压缩成读者能复述、质疑和迁移的解释链：旧方法为何受限，作者改变了什么，机制为何可能有效，证据支持到何种强度，代价和失效条件是什么。

主动取舍比篇幅重要。页码、章节和图表只服务复核，不支配叙事。

### 范围与文件边界

- 仅处理单篇论文；发现、筛选和去重交给 `research-literature-radar`，多论文综合交给综述技能。
- 确认标题、作者、年份、venue、版本、DOI/arXiv ID、一手 URL、访问日期和可读范围。版本冲突并列记录，不擅自裁决。
- 优先阅读摘要、引言、结论、方法、关键图表/图注、消融、失败案例、附录和代码说明，再深挖影响结论的部分。只有摘要或图表时，交付证据地图并收缩结论。
- 只用合法可访问的一手材料和可靠跟进来源；不绕过访问限制，不执行未知代码。区分静态阅读、实际运行和作者自报结果。
- 默认写入 `docs/papers/<friendly-id>/<friendly-id>.md`。已有笔记默认修订或追加，不覆盖用户内容；不改 `raw/` 或 `.bensz-api/research-literature-radar/catalog.jsonl`。中间材料放本轮 `.bensz-api/`。

## 流程
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