MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents

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MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents

Recently, memory management has become a key infrastructure for LLM-based agents, as it directly affects long-horizon reasoning, personalized responses, and knowledge reuse. However, existing LLM memory systems typically adopt a coarse-grained (utility-agnostic) manner that treats heterogeneous user-LLM interaction records uniformly, leading to redundant and low-impact records persisting in the memory repository. To address this challenge, we present MemLens, a value-aware memory management syst


Source: ArXiv AI