MemPilot: Orchestrating On-Demand Multimodal Memory Curation for LLM Agents.

arXiv:2610.06830v1 Announce Type: cross Abstract: Memory has become integral to the LLM agent ecosystem, supporting information retention and reuse across interactions. However, most existing agent memory systems construct memory in a query-agnostic manner, wh