Kristoffer Bernhem

Learning on the Job: Continual Learning from Deployment Feedback for Frozen-Weights Agents

Valentin Tablan, Scott Taylor, Kristoffer Bernhem

AI agents encounter learning opportunities in every episode they run, and discard nearly all of them: the underlying models are frozen at deployment, so an agent that resolves a difficult request today starts from zero when it recurs tomorrow. Yet ordinary operation already produ…Read more