llm-free

EdgeMem proposes an LLM-free method for agent memory construction and retrieval using a multi-anchor hypergraph, preserving evidence to improve performance in memory-grounded question answering.

This article presents a head-to-head comparison of a new deterministic memory tool that achieves perfect recall with zero LLM calls during retrieval against four other tools.