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rUv f73511a627 feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 
## New Crate: micro-hnsw-wasm v2.3.0
- Published to crates.io: https://crates.io/crates/micro-hnsw-wasm
- 11.8KB WASM binary with 58 exported functions
- Neuromorphic vector search combining HNSW + Spiking Neural Networks

### Core Features
- HNSW graph-based approximate nearest neighbor search
- Multi-distance metrics: L2, Cosine, Dot product
- GNN extensions: typed nodes, edge weights, neighbor aggregation
- Multi-core sharding: 256 cores × 32 vectors = 8K total

### Spiking Neural Network (SNN)
- LIF (Leaky Integrate-and-Fire) neurons with membrane dynamics
- STDP (Spike-Timing Dependent Plasticity) learning
- Spike propagation through graph topology
- HNSW→SNN bridge for similarity-driven neural activation

### Novel Neuromorphic Features (v2.3)
- Spike-Timing Vector Encoding (rate-to-time conversion)
- Homeostatic Plasticity (self-stabilizing thresholds)
- Oscillatory Resonance (40Hz gamma synchronization)
- Winner-Take-All Circuits (competitive selection)
- Dendritic Computation (nonlinear branch integration)
- Temporal Pattern Recognition (spike history matching)
- Combined Neuromorphic Search pipeline

### Performance Optimizations
- 5.5x faster SNN tick (2,726ns → 499ns)
- 18% faster STDP learning
- Pre-computed reciprocal constants
- Division elimination in hot paths

### Documentation & Organization
- Reorganized docs into subdirectories (gnn/, implementation/, publishing/, status/)
- Added comprehensive README with badges, SEO, citations
- Added benchmark.js and test_wasm.js test suites
- Added DEEP_REVIEW.md with performance analysis
- Added Verilog RTL for ASIC synthesis

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-12-02 03:25:39 +00:00
..
api docs: Add Cypher reference, include Tiny Dancer, fix WASM build 2025-11-26 12:54:04 +00:00
architecture feat: Phase 3 - WASM architecture with in-memory storage 2025-11-21 13:40:34 +00:00
benchmarks feat: Complete ALL Ruvector phases - production-ready vector database 2025-11-19 14:37:21 +00:00
cloud-architecture Implement global streaming optimization for 500M concurrent streams 2025-11-20 18:51:26 +00:00
development feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
getting-started Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
gnn feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
guide feat: Complete ALL Ruvector phases - production-ready vector database 2025-11-19 14:37:21 +00:00
implementation feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
integration feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
latent-space docs: Add comprehensive ruvector-attention implementation plan 2025-11-30 03:57:40 +00:00
optimization feat: Complete ALL Ruvector phases - production-ready vector database 2025-11-19 14:37:21 +00:00
project-phases Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
publishing feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
research docs: Add comprehensive GNN v2 implementation plans 2025-12-01 21:16:24 +00:00
status feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
testing Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
.gitkeep Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
BENCHMARK_COMPARISON.md feat: Add comprehensive rUvector vs Qdrant benchmark comparison 2025-11-25 01:17:37 +00:00
INDEX.md feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
README.md Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
REPO_STRUCTURE.md feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration 2025-12-02 03:25:39 +00:00
TECHNICAL_PLAN.md Reorganize repository structure 2025-11-19 20:53:37 +00:00

README.md

RuVector Documentation

Complete documentation for RuVector, the high-performance Rust vector database with global scale capabilities.

📚 Documentation Structure

Getting Started

Quick start guides and tutorials for new users:

Architecture & Design

System architecture and design documentation:

API Reference

API documentation for different platforms:

User Guides

Comprehensive user guides:

Performance & Optimization

Performance tuning and benchmarking:

Development

Contributing and development guides:

Testing

Testing documentation and reports:

Project History

Historical project phase documentation:

Implementation Summary

🚀 Quick Links

For New Users

  1. Start with Getting Started Guide
  2. Try the Basic Tutorial
  3. Review API Documentation

For Cloud Deployment

  1. Read Architecture Overview
  2. Follow Deployment Guide
  3. Apply Performance Optimizations

For Contributors

  1. Read Contributing Guidelines
  2. Review Technical Plan
  3. Check Migration Guide

For Performance Tuning

  1. Review Optimization Guide
  2. Run Benchmarks
  3. Apply Query Optimizations

📊 Documentation Status

Category Files Status
Getting Started 7 ✅ Complete
Architecture 11 ✅ Complete
API Reference 2 ✅ Complete
User Guides 4 ✅ Complete
Optimization 4 ✅ Complete
Development 3 ✅ Complete
Testing 2 ✅ Complete
Project Phases 8 📚 Historical

Total Documentation: 40+ comprehensive documents

🔗 External Resources

Last Updated: 2025-11-20 | Version: 0.1.0 | Status: Production Ready