Inspired by Andrej Karpathy's AutoResearch, I built a system where Claude Code acts as an autonomous ML researcher on tabular binary classification tasks (churn, conversion, etc.). You give it a dataset. It loops forever: analyze data, form hypothesis, edit code, run experiment, evaluate with expand