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SuperLocalMemory V3
Copyright (c) 2026 Varun Pratap Bhardwaj / Qualixar
https://qualixar.com | https://varunpratap.com

This product includes novel algorithms first described in peer-reviewed
publications by the author:

MATHEMATICAL FOUNDATIONS (Novel — Zero Prior Work)
===================================================

1. Fisher-Rao Information Geometry for Agent Memory Retrieval
   - Geodesic similarity metric on statistical manifolds
   - Graduated ramp from cosine to Fisher-Rao distance
   - O(d) computational complexity
   - First application to agent memory systems

2. Sheaf Cohomology for Memory Consistency Verification
   - Čech cohomology on knowledge graphs
   - H¹(G,F) ≠ 0 detects contradictions algebraically
   - First application to agent memory consistency

3. Riemannian Langevin Dynamics for Memory Lifecycle
   - Gradient flow on information-geometric manifolds
   - Provably convergent to stationary distribution
   - Self-organizing Active→Warm→Cold→Archived lifecycle
   - First application to agent memory systems

ARCHITECTURAL INNOVATIONS
=========================

4. Four-Channel Hybrid Retrieval with Weighted RRF Fusion
5. Scene Clustering via Temporal-Semantic Coherence
6. Bridge Discovery via Steiner Tree Approximation
7. Cross-Encoder Energy-Weighted Blended Reranking
8. Eleven-Step Structured Ingestion Pipeline
9. Three Operating Modes (Zero-LLM / Local-LLM / Cloud-Augmented)
10. Mathematical DNA — Coupled-Parameter Integrity Verification

PUBLICATIONS
============

- V3 Paper: "SuperLocalMemory V3: Information-Geometric Foundations for
  Zero-LLM Enterprise Agent Memory"
  Zenodo DOI: 10.5281/zenodo.19038659
  arXiv: 2603.14588 (cs.AI, cs.IR, cs.LG)

- V2 Paper: "SuperLocalMemory: Privacy-Preserving Multi-Agent Memory with
  Bayesian Trust Defense Against Memory Poisoning"
  arXiv: 2603.02240

PRIOR ART TIMESTAMPS
=====================

All algorithms are timestamped via:
1. Zenodo DOI (CERN) — permanent citable artifact
2. arXiv preprint — public timestamp
3. GitHub commit history — Microsoft-backed timestamps
4. npm registry — public package timestamps

Academic use MUST cite the relevant paper.
Commercial use MUST retain this notice and visible attribution.

Part of Qualixar — The Complete Agent Development Platform