research-refine-pipeline

Orchestrate refinement and planning from vague research direction to proposal and experiment roadmap.

38|3|Updated May 7, 2026
One-click install
npx skills add https://github.com/Chanw-research/claude-code-paper-writing --skill research-refine-pipeline-chanw-research
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: research-refine-pipeline
Source: https://github.com/Chanw-research/claude-code-paper-writing/tree/main/skills/literature-review/research-refine-pipeline
Command: npx skills add https://github.com/Chanw-research/claude-code-paper-writing --skill research-refine-pipeline-chanw-research

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This workflow helps researchers transform vague directions into a concrete final proposal and an experiment roadmap by chaining two established workflows: research-refine and experiment-plan.

Core Features & Use Cases

  • End-to-end integration of research-refine and experiment-plan to produce a finalized proposal, a review history, and a detailed experiment roadmap.
  • Output artifacts include FINAL_PROPOSAL.md, REVIEW_SUMMARY.md, REFINEMENT_REPORT.md, EXPERIMENT_PLAN.md, EXPERIMENT_TRACKER.md, and PIPELINE_SUMMARY.md.
  • Phase-gated execution with triage, refinement, planning, and integration summaries to ensure a stable final thesis.

Quick Start

Provide a vague research direction and let this skill generate a finalized proposal plus a detailed experiment roadmap.

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 direction into a concrete experiment plan?

To turn a vague research direction into a concrete experiment plan, you need an end-to-end refinement pipeline that orchestrates triage, proposal finalization, and validation checks to output a structured experiment roadmap.

What is the best way to generate a final research proposal and experiment roadmap together?

The best way to generate a final research proposal and experiment roadmap together is using a phase-gated pipeline that chains problem refinement with experiment planning, ensuring the dominant contribution remains stable throughout execution.

Can I use this pipeline to refine an existing research proposal and track experiments?

Yes, you can use this pipeline to refine an existing proposal and track experiments. It integrates refinement and planning workflows to produce a review summary and an experiment tracker for your research project.

What artifacts are generated when planning an experiment from a rough research idea?

When planning an experiment from a rough research idea, this process generates FINAL_PROPOSAL.md, REVIEW_SUMMARY.md, REFINEMENT_REPORT.md, EXPERIMENT_PLAN.md, EXPERIMENT_TRACKER.md, and PIPELINE_SUMMARY.md artifacts.

Does the research refinement pipeline preserve the original problem anchor during planning?

Yes, the research refinement pipeline preserves the original problem anchor, dominant contribution, and validation checks during the transition from a vague direction to a finalized proposal and experiment plan.

When do I need an end-to-end research refinement pipeline instead of separate planning tools?

You need an end-to-end research refinement pipeline instead of separate planning tools when your project requires a single, repeatable process to maintain thesis stability and emit a pipeline summary for execution.