The Loop That Improves Almost Anything

Earlier this year Andrej Karpathy published a little thing called autoresearch , and it has been rattling around in my head ever since. It was a few hundred lines of Python that let an AI agent improve a machine learning model on its own, overnight, while he slept. The agent…