Agent Workflow Memory

Token-matched, agent memory modules lose to simply giving the actor more steps

A preprint from ServiceNow AI Research and university co-authors reports that a plain web agent with a longer horizon matches or beats AWM, ASI and ReasoningBank, often on fewer tokens.