agent-autoresearch

Any agent can run this. The experiment is always: change something → measure it → keep what works.

The Core Idea

Karpathy's insight: give an agent a fixed time budget, let it modify one file, measure if things got better, keep or discard, repeat.

Applied to agents: your workspace is train.py. Your SOUL.md, scripts, and skills are the experiment substrate.

PROPOSE → IMPLEMENT → MEASURE → KEEP/KILL → INTEGRATE → REPEAT

You are not just optimizing content. You are optimizing the agent itself.