arXiv: SuperLocalMemory V3.3 — Biologically-Inspired 7-Channel Cognitive Retrieval Hits 70.4% on LoCoMo Benchmark Without Any LLM

arXiv·low signal

SuperLocalMemory V3.3 (2604.04514) presents a zero-LLM agent memory system with biologically-inspired forgetting and cognitive quantization. Its 7-channel retrieval spans semantic, keyword, entity graph, temporal, spreading activation, consolidation, and Hopfield associative channels, achieving 70.4% on the LoCoMo benchmark. The 'Living Brain' design runs entirely locally with no LLM dependency — relevant for builders needing memory systems that work offline or in resource-constrained environments.