القائمة
Detects when a research session is going in circles — repeated searches with no new results, re-reading already-summarized papers, or ideas that repeat earlier rejected ones — and suggests a pivot.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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.
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.
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.
| name | stagnation |
| description | Detects when a research session is going in circles — repeated searches with no new results, re-reading already-summarized papers, or ideas that repeat earlier rejected ones — and suggests a pivot. |
_papers/ session notes), papers already summarized (via _papers/ per-paper files), ideas already generated (via _ideas/ notes).Stagnation detection is working when: repeated searches/reads/ideas are actually cross-checked against session history (not just judged from memory), and every detected loop comes with a concrete suggested pivot, not just a bare "you're looping" notice.
_papers/