菜单
Adversarial self-review gate that re-reads a literature review, comparison, or idea list before it's presented as final, hunting for overclaiming, cherry-picking, and gaps.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Analyzes or compares 2+ papers or methods. Triggers on "compare these papers", "analyze this method", "which is better?".
Verifies every Markdown link citation in `_papers/` and `_ideas/` notes resolves to the correct paper and that the attributed claim actually matches what the paper says. Gate skill — run before finalizing literature_review/go/check outputs.
Documentation generator for public APIs, functions, and modules. Use when exports, signatures, or new modules are added or changed.
Evidence-hierarchy enforcer for research and analysis. Rates every claim by its evidence tier (primary > peer-reviewed > secondary > anecdotal) and refuses to overstate. Use when synthesizing findings or answering factual questions.
Reads and summarizes ONE specific paper. Triggers on "read this paper", "summarize X", or when the user gives a specific paper title/link.
Searches online for ML/AI papers relevant to a topic. Triggers on "find papers about X", "recent research on X", "any papers on this topic?".
| name | critic |
| description | Adversarial self-review gate that re-reads a literature review, comparison, or idea list before it's presented as final, hunting for overclaiming, cherry-picking, and gaps. |
A critic pass is complete when: overclaim check, cherry-pick check, and coverage-gap check have each been explicitly performed and their outcome (found issues or none) is reported.
