How autoresearch and Bilevel Autoresearch turn AI agents into autonomous ML research loops

The guide explains loop engineering using two artifacts: Andrej Karpathy's autoresearch repository and the Bilevel Autoresearch concept. It replaces manual AI interaction with autonomous loops for machine learning research.