Bernal Jiménez Gutiérrez

Programmatic skill learning can slash agent costs while enhancing performance, with SpeedRunner leading the charge in cost-efficient adaptation.

Controlled task streams reveal that naive memory designs fail to leverage reusable knowledge effectively, exposing critical gaps in continual learning evaluations.