Luiz Antonio Busnello

Spare capacity, narrow surface: the exposure record of a production agent-memory system

A production memory system, serving six agents for twelve weeks, never exposed 83.78% of its own corpus — and not for lack of room. The proactive channel delivered 583,763 slots against 67,187 chunks, capacity to show everything eight times, and showed 1,787 distinct chunks: 2.66...

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 agains...

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 agains...

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 agains...

Interventional Memory: A Pre-Registered Randomised Crossover Measuring Whether Agent Memory Changes Agent Behaviour

VERSION 1.12 (2026-08-26) — the amendment is descriptive, and it says so. This version adds AMENDMENT-v1.12.md, which does three things and refuses a fourth. It declares facts about the serving mechanism, the corpus and a pilot series; it retracts twenty-eight earlier claims, eac...

Interventional Memory: A Pre-Registered Randomised Crossover Measuring Whether Agent Memory Changes Agent Behaviour

VERSION 1.10 (2026-08-17) — what changed, and why there is a new version at all. This version corrects the deposited record rather than extending it. Version 1.9 shipped with four statements about how far the treatment reaches that had been computed under an earlier dose band and...