Remembering Is Not Enough: Refining Memories and Learning When to Use Them in Multi-Agent Systems.

arXiv:2610.36652v1 Announce Type: new Abstract: Memory helps LLM-based multi-agent systems reuse experience, but stored advice can be flawed or applied in the wrong situation. Team-level success or failure alone cannot reliably show whether a memory needs corr