How Much of a Harness Does a Strong Agent Need for Autonomous ML Engineering?

Researchers have released a new paper exploring the balance between autonomy and human oversight in machine learning engineering agents. The study examines how these systems navigate long-horizon tasks, addressing limitations in current large language model capabilities and evaluating the necessary constraints required to maintain performance on complex engineering cycles.