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feat(skills): add autoresearch skill for autonomous research orchestration#7911

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howardleegeek:feat/autoresearch-skill
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feat(skills): add autoresearch skill for autonomous research orchestration#7911
howardleegeek wants to merge 2 commits into
NousResearch:mainfrom
howardleegeek:feat/autoresearch-skill

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Summary

Add autoresearch skill for autonomous, continuous research with a two-loop architecture.

What's New

  • Inner Loop: Rapid experiment iteration with clear measurable outcomes
  • Outer Loop: Periodic synthesis, pattern discovery, and direction setting
  • Research Workspace Templates: State tracking, findings synthesis, decision log
  • Example Project: LoRA rank convergence study demonstrating the workflow
  • Configuration Options: Loop intervals, auto-commit, workspace settings

Use Cases

  • Literature surveys with iterative hypothesis testing
  • Benchmark optimization (e.g., "make val_loss go down")
  • Mechanistic interpretability studies
  • Hyperparameter discovery

Files Added

skills/research/autoresearch/
├── SKILL.md                           # Main skill documentation
├── templates/
│   ├── research-state.yaml            # State tracking template
│   ├── findings.md                    # Synthesis template
│   └── research-log.md                # Decision log template
└── examples/
    ├── README.md                      # Example overview
    └── lora-rank-study.md             # Example research project

Testing

  • Skill YAML frontmatter validated
  • Templates render correctly
  • Example follows autoresearch methodology
  • DESCRIPTION.md updated with skill overview

Related Skills

Integrates with: arxiv, research-paper-writing, web-search, notebooklm

Documentation

Full documentation in SKILL.md including:

  • Two-loop architecture explanation
  • Workspace structure
  • Research discipline guidelines
  • Configuration options
  • Best practices

Inspired by: Andrej Karpathy's autoresearch methodology
Compatible with: agentskills.io open standard

Howard Li added 2 commits April 11, 2026 12:28
…ation

Add a new research skill that enables continuous, self-directed research
with a two-loop architecture:

- Inner loop: Rapid experiment iteration with measurable outcomes
- Outer loop: Periodic synthesis, pattern discovery, and direction setting

Features:
- Research workspace templates (state, findings, log)
- Example project (LoRA rank study)
- Configuration options for loop intervals and auto-commit
- Integration with existing research skills (arxiv, paper-writing)

Updated research/DESCRIPTION.md to include autoresearch in the skill overview.
Add LoRA rank convergence study example demonstrating:
- Bootstrap phase with literature search
- Hypothesis formation and testing
- Inner/outer loop workflow
- Progress tracking and findings synthesis
@alt-glitch alt-glitch added type/feature New feature or request P3 Low — cosmetic, nice to have tool/skills Skills system (list, view, manage) labels Apr 28, 2026
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P3 Low — cosmetic, nice to have tool/skills Skills system (list, view, manage) type/feature New feature or request

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