research-refine-pipeline

Chains research refinement and experiment planning into one workflow.

1|Updated Mar 26, 2026

Search Tags:#planning #refinement #research #pipeline #proposal #experiment-planning

Ready to run

npx skills add https://github.com/Lingrongye/federated-learning --skill research-refine-pipeline-lingrongye

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: research-refine-pipeline
Source: https://github.com/Lingrongye/federated-learning/tree/main/Auto-claude-code-research-in-sleep/skills/research-refine-pipeline
Command: npx skills add https://github.com/Lingrongye/federated-learning --skill research-refine-pipeline-lingrongye

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates turning vague research directions into a concrete final proposal plus a detailed experiment roadmap by chaining the existing research-refine and experiment-plan workflows into a single end-to-end process.

Core Features & Use Cases

End-to-end integration of two established workflows to generate a coherent proposal and accompanying experiment plan.
Produces a publication-ready final proposal, a review summary, a refinement report, and a detailed experiment plan with milestones.
Use Case: when a user wants a one-shot pipeline that moves from a loose idea to a concrete method and validation plan, or wants the combined method and experiments in a single run.

Quick Start

Generate an end-to-end research proposal and experiment plan from a vague research direction.

Frequently Asked Questions about research-refine-pipeline

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

FAQPage Schema

How do I turn a vague research idea into a publication-ready proposal and experiment plan?▼

To turn a vague research idea into a publication-ready proposal, you can use an end-to-end pipeline that chains research refinement and experiment planning. This generates a coherent final proposal alongside a detailed experiment roadmap in one run.

What is the best way to generate a research proposal and experiment roadmap in one go?▼

The best way to generate a research proposal and experiment roadmap in one go is using a single end-to-end workflow. It automates moving from a loose direction to a concrete method and validation plan, outputting both simultaneously.

Can I generate a detailed experiment plan with milestones from a loose research direction?▼

Yes, you can generate a detailed experiment plan with milestones from a loose research direction. The pipeline produces a refinement report and a structured experiment plan complete with milestones alongside the final proposal.

Does the end-to-end research pipeline require separate refinement and experiment planning workflows?▼

The end-to-end research pipeline integrates the research-refine and experiment-plan workflows internally. It requires integration with these established workflows to function and automatically chains them to produce the final outputs.

Where are the generated proposal and experiment plan outputs stored?▼

The generated proposal and experiment plan outputs are stored in refine-logs. The pipeline generates its outputs into this directory while following specific gating rules throughout the refinement process.

When should I use a chained research refinement and experiment planning pipeline?▼

You should use a chained research refinement and experiment planning pipeline when you want a one-shot process to move from a vague idea to a concrete method and validation plan, avoiding manual steps between refinement and experiment design.