I Ran Karpathy's AutoResearch on a $300 GPU. The Agent Discovered Something the H100 Benchmarks Won't Show You.
57 autonomous experiments, 7 hours, RTX 3060. Why smaller models win on consumer hardware — and what the agent discovered that inverts the usual scaling playbook.