EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents
arXiv:2605.13941v1 Announce Type: new
Abstract: Long-term memory is essential for LLM agents that operate across multiple sessions, yet existing memory systems treat retrieval infrastructure as fixed: stored content evolves while scoring functions, fu…