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

A study finds that complex multi-agent frameworks offer no performance benefit over simpler coding agents with direct environment access in autonomous machine learning engineering, highlighting the model backbone as key. Extensive tests show that elaborate harnesses add little value for current benchmarks.