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research-pipeline

Orchestrate autonomous research workflows from idea discovery to submission-ready papers.

Updated Mar 17, 2026
Search Tags:#automation#research#pipeline#experiments#submission#auto-review#idea-discovery
One-click install
npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill research-pipeline-loujc
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: research-pipeline
Source: https://github.com/loujc/Auto-claude-code-research-in-sleep-manual/tree/main/skills/research-pipeline
Command: npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill research-pipeline-loujc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automatically orchestrates the full research lifecycle, turning scattered ideas into a structured, submission-ready paper with minimal manual intervention.

Core Features & Use Cases

  • End-to-end orchestration of idea discovery, implementation, experiments, and autonomous review.
  • Configurable gates (AUTO_PROCEED, ARXIV_DOWNLOAD, HUMAN_CHECKPOINT) to tailor automation levels.
  • Generates comprehensive outputs (IDEA_REPORT, AUTO_REVIEW.md) and final summaries for submission.

Quick Start

Run the pipeline with a topic to initiate the autonomous research flow.

Frequently Asked Questions about research-pipeline

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

FAQPage Schema
How do I automate the research pipeline from idea discovery to a submission-ready paper?▼

An autonomous research pipeline automates the full lifecycle from idea discovery to submission-ready papers. It orchestrates implementation, experiments, and auto-review loops with minimal manual intervention, generating comprehensive final reports.

What is the end-to-end autonomous research workflow process?▼

The end-to-end autonomous research workflow covers idea discovery, implementation, experiments, auto-review loops, and final reporting. It scales across topics and teams to turn scattered ideas into structured outputs.

How do I configure human checkpoints in an automated research workflow?▼

You configure human checkpoints using the HUMAN_CHECKPOINT gate to control automation levels. The pipeline also supports AUTO_PROCEED and ARXIV_DOWNLOAD gates to tailor execution and intervention requirements.

Can I run parallelized experiments and auto-review loops across multiple research topics?▼

Yes, the autonomous research pipeline supports parallelized execution and scales across topics and teams. It satisfies configurable gates to manage parallel experiments and auto-review loops effectively.

What outputs does an automated research pipeline generate for paper submission?▼

The pipeline generates comprehensive outputs including IDEA_REPORT, AUTO_REVIEW.md, and final summaries. These structured documents are produced during the auto-review loops for submission readiness.

When should I use an autonomous research pipeline instead of manual experimentation?▼

Use an autonomous research pipeline when you need to turn scattered ideas into structured, submission-ready papers with minimal manual intervention. It is ideal when you require scalable, parallelized execution across multiple topics.

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