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

Wenbo Pan, Shujie Liu, Xiangyang Zhou +6

Large language model agents rely on a memory harness to write, organize, retrieve, and use past experience. A harness that works for one task often fails on another, because conver…