EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

EvolveMem introduces a self-evolving memory architecture for LLM agents that allows both stored knowledge and retrieval mechanisms to co-evolve. It optimizes its configuration autonomously using an LLM-powered diagnosis module, leading to a closed-loop AutoResearch process.