Individual skill
research-refine
Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative Gemini review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.
skills/skills-codex-gemini-review/research-refine/SKILL.md
Source commit 2901234ad2954cd2388ced8d3aed2ed9de42803a
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- Observed behavior
- Instructions only
- Last checked
- Nov 9, 2026
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Repository context
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- 18,956
- Repository last updated
- Nov 8, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-research Repository topic
- autonomous-agent Repository topic
- claude-code Repository topic
- codex Repository topic
- mcp Repository topic
- ml-research Repository topic
- paper-review Repository topic
- research-automation Repository topic
- ai-tools Repository topic
- claude Repository topic
- research Derived category
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SKILL.mdcore · 29,410 bytes
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> Override for Codex users who want **Gemini**, not a second Codex agent, to act as the reviewer. Install this package **after** `skills/skills-codex/*`.
# Research Refine: Problem-Anchored, Elegant, Frontier-Aware Plan Refinement
> **Gemini overlay assurance:** `review_independence: cross-family` and `acceptance_status: accepted`.
Refine and concretize: **$ARGUMENTS**
## Overview
Use this skill when the research problem is already visible but the technical route is still fuzzy. The goal is not to produce a bloated proposal or a benchmark shopping list. The goal is to turn a vague direction into a **problem -> focused method -> minimal validation** document that is concrete enough to implement, elegant enough to feel paper-worthy, and current enough to resonate in the foundation-model era.
Four principles dominate this skill:
