research-refine-pipeline

Orchestrate research refinement and experiment planning into a final proposal and plan.

Updated Mar 17, 2026
One-click install
npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill research-refine-pipeline-loujc
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: research-refine-pipeline
Source: https://github.com/loujc/Auto-claude-code-research-in-sleep-manual/tree/main/skills/research-refine-pipeline
Command: npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill research-refine-pipeline-loujc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrates an end-to-end workflow that combines research refinement with experiment planning to deliver a final proposal and a detailed plan.

Core Features & Use Cases

  • End-to-end integration of research-refine and experiment-plan to deliver a complete proposal and plan.
  • Phase-gated workflow that preserves the Problem Anchor and ensures a minimal, dominant contribution.
  • Ready-to-run outputs in refine-logs and an integrated pipeline summary to guide execution.

Quick Start

Invoke the end-to-end pipeline to generate a final proposal and an 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 direction into a concrete experiment plan?

The pipeline automates an end-to-end workflow that integrates research refinement and experiment planning. It enforces phase-based discipline to generate a final proposal alongside a detailed experiment plan from your initial direction.

What is phase-gated workflow discipline in research planning?

Phase-gated workflow discipline enforces modular progression through distinct pipeline stages, preserving the core problem anchor. This ensures a minimal, dominant contribution before advancing to generate refine-logs and integrated pipeline summaries.

Can I chain research methods and experiments together automatically?

Yes, you can chain methods and experiments automatically by invoking the end-to-end pipeline. It coordinates refine, pipeline, and experiment artifacts to deliver ready-to-run outputs and an integrated summary.

Does this research pipeline support modular phase gating for proposals?

Yes, the pipeline explicitly supports modular phase gating to structure your proposal. It coordinates refine and experiment artifacts while enforcing phase-based discipline to ensure clear outputs and integrated documentation.

What outputs should I expect from an end-to-end research experiment pipeline?

Expect a final research proposal and a detailed experiment plan as primary outputs. The pipeline also generates ready-to-run refine-logs and an integrated pipeline summary to guide execution.