harness-optimization

A new Nvidia research system called SoL-Pi automatically rewrites the control logic of coding agents rather than the underlying model, cutting token usage by up to 49% while keeping performance nearly intact. The approach could shift efficiency gains in AI agents from model-level tricks to harness-level engineering.