Can Agent Memory Systems Track Evolving State?

Xinyi Fan, Miri Liu, Ruozhen Yang +2

As LLM-based agents are deployed for longer and higher-stakes tasks, their memory systems continue to have crucial gaps. While existing memory benchmarks focus largely on recall-sh…