autoresearch

Coordinate two-loop autonomous AI research experiments and synthesize manuscripts.

Updated Apr 27, 2026
One-click install
npx skills add https://github.com/Tnemo65/template --skill autoresearch-tnemo65
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autoresearch
Source: https://github.com/Tnemo65/template/tree/main/.cursor/skills/00-autoresearch-skill
Command: npx skills add https://github.com/Tnemo65/template --skill autoresearch-tnemo65

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Coordinating end-to-end autonomous AI research projects is complex: researchers must manage inner-loop experiments, outer-loop synthesis, and multiple domain skills while maintaining continuity across sessions.

Core Features & Use Cases

  • Two-loop orchestration that runs rapid experiments and then synthesizes results to steer direction.
  • Routes to domain-specific skills for execution, provides continuous agent operation via heartbeats, and generates research presentations and papers.
  • Use Case: start a new research project, run multi-hypothesis experiments, and continuously progress toward a publishable manuscript.

Quick Start

Bootstrap the workspace and start the continuous autoresearch loop to begin autonomous experiments.

Frequently Asked Questions about autoresearch

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

FAQPage Schema
How do I automate end-to-end autonomous AI research workflows?

Autonomous AI research workflows are automated using a two-loop architecture that runs rapid inner-loop experiments and synthesizes outer-loop results to continuously steer project direction.

What is two-loop orchestration for autonomous research projects?

Two-loop orchestration separates autonomous research into rapid inner-loop experiments and outer-loop synthesis, allowing continuous agent operation to evaluate multiple hypotheses and steer project direction.

How do I coordinate multi-hypothesis experiments and generate a publishable manuscript?

Multi-hypothesis experiments are coordinated by routing tasks to domain-specific skills, maintaining session continuity via loop heartbeats, and synthesizing results into comprehensive research manuscripts.

Can I maintain continuous agent operation across long research sessions?

Continuous agent operation across long research sessions is maintained via loop heartbeats, which preserve workflow continuity while coordinating inner-loop experiments and outer-loop synthesis.

Does autonomous research orchestration require pre-installed domain-specific skills?

Autonomous research orchestration routes execution tasks to domain-specific skills, requiring those specialized skills to be available in the environment to process experiments and generate research presentations.

What is the best way to start a new autonomous research project from scratch?

Starting a new autonomous research project involves bootstrapping the workspace and initiating the continuous autoresearch loop to begin running experiments and progressing toward a manuscript.