Luiz Antonio Busnello

nox-mem: Pain-Weighted Hybrid Memory for LLM Agents

An open-source memory layer for LLM agents, measured against five other systems on public benchmarks, in single-file SQLite stores you can host yourself. The paper reports the G3→G10d ablation trajectory, one pre-specified cross-system comparison, and the findings that cut against its own headline. What changed in v1.0...