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通用跨模型审查：Review LLM 对任意研究制品进行独立评审，输出结构化评分、wiki 实体映射与改进建议

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Last checked
Nov 9, 2026

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Repository last updated
Oct 30, 2026
License
MIT

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# /review

> 对任意研究制品（idea、proposal、experiment plan、paper draft、method）进行跨模型审查。
> 使用 Review LLM 作为独立审稿人，输出结构化评分、可操作的改进建议，以及与 wiki 实体的映射
> （哪些 ideas/methods 需要加强，哪些 gaps 被发现）。
> 支持三种难度级别（standard / hard / adversarial）和四种审查焦点。
> 可独立使用，也被 /ideate、/refine、/exp-design 调用。

## Inputs

- `artifact`：要审查的制品，以下之一：
  - wiki 页面的 slug（如 `sparse-lora-for-edge-devices`，从 ideas/experiments/methods/ 中查找）
  - 文件路径（如 `wiki/outputs/paper-draft-v1.md`）
  - 自由文本（直接粘贴的 proposal 或 idea 描述）
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