research-refine-pipeline

Name: research-refine-pipeline
Availability: InStock
Author: Chenghao

Automate research proposal refinement and experiment planning into structured outputs.

2|Updated Mar 19, 2026

Search Tags:#automation #research #pipeline #end-to-end #proposal #experiment-plan #method-refinement

Ready to run

npx skills add https://github.com/chenghaoYang/auto-coder-trainer --skill research-refine-pipeline-chenghaoyang

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: research-refine-pipeline
Source: https://github.com/chenghaoYang/auto-coder-trainer/tree/main/aris/skills/research-refine-pipeline
Command: npx skills add https://github.com/chenghaoYang/auto-coder-trainer --skill research-refine-pipeline-chenghaoyang

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates an end-to-end workflow that chains refinement of research ideas and experimental planning to produce a coherent final proposal and a detailed roadmap for validation.

Core Features & Use Cases

Chains two established workflows, research-refine for method refinement and experiment-plan for validation planning, into a single, guided pipeline.
Supports Phase-based execution (triage, refinement, gate checks, and integration) to ensure a stable thesis and clear deliverables.
Produces structured outputs such as refine-logs/FINAL_PROPOSAL.md, refine-logs/EXPERIMENT_PLAN.md, and a PIPELINE_SUMMARY for reproducibility and handoff.

Quick Start

Run the end-to-end pipeline with a single command to transform a vague research direction into a concrete proposal and experiment plan.

Frequently Asked Questions about research-refine-pipeline

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

FAQPage Schema

How do I automate end-to-end refinement and experiment planning for a research proposal?▼

Automating end-to-end refinement and experiment planning for a research proposal requires a pipeline that chains method refinement and validation planning. This skill executes phase-based triage, refinement, and gate checks to transform vague directions into a coherent final proposal and detailed roadmap.

What is the best way to turn a vague research direction into a concrete experiment plan?▼

Turning a vague research direction into a concrete experiment plan involves applying structured method refinement and validation planning. This pipeline processes your initial idea through triage and refinement phases to output a structured final proposal and a detailed experiment plan.

How does phase-based execution work when refining a research proposal?▼

Phase-based execution for refining a research proposal works by chaining triage, refinement, gate checks, and integration steps. This mechanism ensures a stable thesis is maintained throughout the workflow before generating the final structured deliverables.

Can I generate a detailed validation roadmap without manually structuring the experiment plan?▼

Generating a detailed validation roadmap without manual structuring is possible by running an automated workflow. The pipeline chains method refinement with validation planning to produce structured outputs like EXPERIMENT_PLAN.md and a PIPELINE_SUMMARY automatically.

Does this research pipeline produce reproducible outputs for handoff?▼

This research pipeline produces reproducible outputs designed specifically for handoff. It generates structured files including FINAL_PROPOSAL.md, EXPERIMENT_PLAN.md, and a PIPELINE_SUMMARY to ensure the refined proposal and validation roadmap are fully documented.

When do I need an automated pipeline for research method refinement instead of manual planning?▼

You need an automated pipeline for research method refinement when transforming a vague direction into a concrete final proposal and detailed roadmap. It ensures outputs remain anchored to the core problem and include a complete experiment plan for validation.