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hermes-agent/skills/research/autoresearch/examples/README.md
Howard Li c77175b7f7 docs(autoresearch): add example research project and README 
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
2026-04-11 12:28:50 -07:00

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Autoresearch Examples

This directory contains example research projects using the autoresearch methodology.

Available Examples

lora-rank-study.md

Question: Does LoRA rank affect convergence speed on small datasets?

Type: Benchmark optimization, hyperparameter study

Skills Used:

  • arxiv — Literature search
  • mlops — Model training
  • tensorboard — Experiment tracking

Key Takeaway: Higher rank improves convergence speed up to a point (r=16), then diminishing returns.

Creating Your Own Research

  1. Start with /autoresearch "your question"
  2. Follow the two-loop architecture
  3. Commit protocols before running
  4. Generate progress reports with /research-report

Tips from Examples

  • Start small: First experiment should complete in <30 minutes
  • Define metrics upfront: Know what you're measuring before you start
  • Document surprises: Negative results are progress too
  • Show your work: Progress reports help humans follow along