research-refine

Refines a research direction into a concrete, implementation-ready plan.

1|Updated Mar 26, 2026
One-click install
npx skills add https://github.com/Lingrongye/federated-learning --skill research-refine-lingrongye
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-refine
Source: https://github.com/Lingrongye/federated-learning/tree/main/Auto-claude-code-research-in-sleep/skills/research-refine
Command: npx skills add https://github.com/Lingrongye/federated-learning --skill research-refine-lingrongye

SYSTEM DOCUMENTATION & REQUIREMENTS

Turn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 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.

Frequently Asked Questions about research-refine

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I refine a vague research idea into a concrete implementation plan?▼

To refine a vague research idea into a concrete plan, you freeze a problem anchor, scan grounding papers, select the sharp route, and iterate through review rounds until you produce an implementation-ready proposal.

What is the best way to decompose a research problem for top-venue publication?▼

Decomposing a research problem for top-venue publication involves anchoring the core issue, grounding it with frontier literature, and iterating the method design to ensure the plan stays simple, focused, and implementation-oriented.

How does iterative review help polish a research methodology?▼

Iterative review helps polish a research methodology by repeatedly evaluating the problem anchor and selected route against frontier-aware criteria, filtering out overbuilt ideas to yield a minimal, elegant method plan.

Can I use this approach to simplify an overbuilt research method?▼

Yes, you can use this approach to simplify an overbuilt research method by freezing the core problem anchor and iterating the design to strip away unnecessary complexity, yielding a focused, top-venue ready proposal.

When do I need to anchor a problem before finalizing a research proposal?▼

You need to anchor a problem before finalizing a research proposal when your initial idea is too vague, ensuring the subsequent methodology scanning and route selection remain grounded and implementation-ready.

What limitations exist when refining a research plan with minimal steps?▼

When refining a research plan with minimal steps, the limitation is that the process strictly requires a clear problem anchor and frontier grounding; without these, the elegant route selection may lack sufficient technical depth.