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discover

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基于 anchor 论文、topic 关键词或当前 wiki 状态，产出一份排好序的候选论文 shortlist，供用户或上游 skill 决定是否进一步 `/ingest`。当用户问 "接下来该读什么"、"找和这篇相似的论文"、"推荐相关工作"、"这个方向周围有什么" 时触发；`/ingest --discover` 也会内部调用本 skill。本身不 ingest，只提出候选。

i18n/zh/skills/discover/SKILL.md

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Nov 9, 2026

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Repository last updated
Oct 30, 2026
License
MIT

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# /discover

> 从四种 seed 模式之一产出一份排好序的候选论文 shortlist，附带每条候选的 rationale，呈现给用户或调用方 skill。`/discover` 绝不自动 ingest —— 它只负责提出候选，实际动作由 `/ingest` 负责。

按需打开下列本地参考文件：

- `references/seed-modes.md` —— 如何把用户的措辞映射到 anchor / topic / wiki / venue 模式，以及四者的选择规则
- `references/ranking-signals.md` —— `tools/discover.py` 的打分依据，以及为什么 discovery 不共享 `/init` 的 survey 偏好
- `references/wiki-dedup.md` —— 候选如何被过滤掉已 ingest 的论文，以及 dedup 边界

## Inputs

- `--anchor <id>`（可重复）：一或多个 anchor 论文 ID（优先 arXiv ID，也接受 S2 paperId）。驱动 **anchor 模式** —— 主要使用场景，包括 `/ingest` 后的 "接下来该读什么"。
- `--negative <id>`（可重复，可选）：希望推开的论文 ID。只在配合 `--anchor` 时有意义。
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