SuperLocalMemory V3.3: The Living Brain -- Biologically-Inspired Forgetting, Cognitive Quantization, and Multi-Channel Retrieval for Zero-LLM Agent Memory Systems

Summary

A memory system that never forgets degrades: old facts crowd out current ones and retrieval quality falls. V3.3 borrows the brain's answer — decay curves, consolidation, and quantized cognitive states — and retrieves across six independent channels fused by reranking, without a single LLM call in the hot path.

Our summary of the paper. The full abstract is on arXiv. Preprint, not peer reviewed.

Authors

• Varun Pratap Bhardwaj

Cite this paper

@misc{bhardwaj2026slmv33,
  title        = {SuperLocalMemory V3.3: The Living Brain -- Biologically-Inspired Forgetting, Cognitive Quantization, and Multi-Channel Retrieval for Zero-LLM Agent Memory Systems},
  author       = {Varun Pratap Bhardwaj},
  year         = {2026},
  eprint       = {2604.04514},
  archivePrefix= {arXiv},
  primaryClass = {cs.AI},
  url          = {https://arxiv.org/abs/2604.04514}
}