M${}^{\star }$: Every Task Deserves Its Own Memory Harness

Wenbo Pan, Shujie Liu, Xiangyang Zhou +4

Large language model agents rely on specialized memory systems to accumulate and reuse knowledge during extended interactions. Recent architectures typically adopt a fixed memory d…