HOW KARPATHY'S AUTORESEARCH WORKS AND WHAT YOU CAN LEARN FROM IT

Summary from the TLDR newsletter

Autoresearch shows how autonomous systems become much more useful when you reduce them to a tight harness with clear boundaries, a stable metric, reversible experiments, and good operational discipline.