autoresearch

Automate persistent research loops with validation gating and state storage.

Updated Apr 24, 2026
One-click install
npx skills add https://github.com/RJJJJ/project2 --skill autoresearch-rjjjj
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autoresearch
Source: https://github.com/RJJJJ/project2/tree/main/.codex/skills/autoresearch
Command: npx skills add https://github.com/RJJJJ/project2 --skill autoresearch-rjjjj

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Autoresearch provides a stateful, gated research workflow that ensures validation before progressing, reducing wasted iterations and manual re-checks.

Core Features & Use Cases

  • Stateful mode selection at init to switch between validation strategies
  • Persistent state storage of progress and artifacts to enable resumption
  • Artifact-gated completion to guarantee verifiable results across iterations

Quick Start

Start the autoresearch workflow with an explicit validation mode and let it iterate until a completion artifact is produced.

Frequently Asked Questions about autoresearch

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

FAQPage Schema
How do I automate persistent research loops with validation gating?

Persistent research loops apply validation gating to verify outcomes before task progression, preventing wasted iterations. You select an initial validation mode to switch between script-based or prompt-based validation strategies.

What is artifact-gated completion for automated research workflows?

Artifact-gated completion guarantees verifiable results across research iterations by producing a completion artifact. This mechanism ensures ongoing verification requirements are met before concluding the research task.

How do I set up stateful mode selection at init for research validation?

Stateful mode selection at init lets you switch between validation strategies when starting an automated research workflow. You start the workflow with an explicit validation mode and let it iterate until completion.

Can I resume automated research workflows after stopping them?

Yes, automated research workflows support resumption through persistent state storage of progress and artifacts. This state persistence enables you to resume ongoing verification tasks without losing previous iterations.

Does stateful research automation work without external dependencies?

Stateful research automation operates without external dependencies, using internal persistent state storage and validation gating. It supports script-based and prompt-based validation strategies across iterations.

When do I need validation gating for AI research automation?

Validation gating is needed for AI research automation when ongoing verification is required before concluding a research task. It reduces manual re-checks by ensuring validation passes before progressing through iterations.