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.