autoresearch

Karpathy's autonomous research loop, released March 2026: give an agent one editable file, a frozen evaluator, and a scalar metric, and it runs a keep-or-revert experiment loop overnight, keeping only changes that beat the best result. The pattern has spread to prompt optimization, kernel tuning, and build-time reduction.