research-refine-pipeline

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

Updated Mar 17, 2026

Search Tags:#automation #workflow #planning #research #end-to-end #proposal #experiments

Ready to run

npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill research-refine-pipeline-loujc

💬 Prompt for ChatGPT / Claude Chat▼

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.