From raw interaction to reusable knowledge: Rethinking memory for AI agents

It seems counterintuitive: giving AI agents memory can make them less effective. As interaction logs accumulate, they grow large, fill with irrelevant content, and become increasingly difficult to use. memory means that agents must search through larger volumes of past interactions to find information relevant to the current task. Without structure, these records mix