Autoresearch Loop

Wake up to better skills.

Karpathys autoresearch pattern: Give an AI agent a training setup and let it experiment autonomously overnight. You wake up to ~100 experiments and hopefully a better model.

Applied to skills: Give an agent a skill and test task, let it try variations, measure results, keep what works.

Pattern

MODIFY > TEST > MEASURE > KEEP/DISCARD > REPEAT

Commands

/autoresearch [skill] --task [test-task] - Run overnight evolution /autoresearch --generations 50 - Limit iterations /autoresearch --baseline [metric] - Track improvement