ruvector/docs
Claude e6b4fc79dd
feat(turbo4): RaBitQ-style length renormalization from verified SOTA research
Deep-research pass over primary sources (TurboQuant arXiv:2504.19874,
Qdrant 1.18 quantization docs/blog, RaBitQ SIGMOD 2024 + extended RaBitQ
arXiv:2409.09913, RaBitQ rebuttal arXiv:2604.19528) — findings recorded in
ADR-296 "Refinements from verified research":

- Lloyd-Max reconstructions are systematically short (||r|| = a*sqrt(S) <
  a*sqrt(D)), biasing inner-product estimates — the bias TurboQuant fixes
  with QJL and Qdrant fixes with RaBitQ renormalization. All three scoring
  tiers now scale the level dot by sqrt(D/S) per encoded side and use exact
  norms a^2*D — zero storage cost since a, S, D are already in the blob.
- New estimator-bias gate: mean signed relative L2 error across pairs must
  stay under 1%.
- Kernel roadmap (maddubs/VPDPBUSD with u8-biased level table) and the
  RaBitQ-cascade reinforcement documented for ADR-297 phases C/G.
- Stabilize adaptive-policy test: allow the hnsw_rs graph-construction
  nondeterminism noise band when comparing separately built indexes.

Co-Authored-By: claude-flow <ruv@ruv.net>
Claude-Session: https://claude.ai/code/session_01XFWB9PKwsZYk5FbjBRY6mk
2026-08-06 02:34:03 +00:00
..
adr feat(turbo4): RaBitQ-style length renormalization from verified SOTA research 2026-08-06 02:34:03 +00:00
analysis fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
api fix: SONA zero-vector bug, RVF wasm persistence, metadata safety, doc gaps (#708) 2026-07-17 13:34:16 -04:00
architecture feat: ADR-280/281/282 — durable RVF metadata, role-aware embeddings, nightly research quality gate (#774) 2026-08-03 14:13:37 -03:00
benchmarks fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
cloud-architecture fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
cnn feat(demo): add Self-Learning tab with 6 interactive training demos 2026-03-11 19:31:23 -04:00
code-reviews docs: reorganize into subfolders 2026-01-21 23:43:50 -05:00
dag docs(dag): add comprehensive Neural DAG Learning implementation plan 2025-12-29 22:15:55 +00:00
decisions feat(benchmark): SOTA benchmark suite — 5 runners, 11 SOTA claims, Darwin/MetaHarness integration (ADR-265/266/267) (#596) 2026-06-21 22:53:56 -04:00
development feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
evidence feat(sonic_ct): acoustic digital human workbench — Rust/WASM USCT + R3F UI (#595) 2026-06-22 09:54:22 -04:00
examples fix(security): eliminate Rust and npm dependency advisories (#739) 2026-07-28 00:07:41 -04:00
gnn fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
guides fix: SONA zero-vector bug, RVF wasm persistence, metadata safety, doc gaps (#708) 2026-07-17 13:34:16 -04:00
hailo feat(ruvector-hailo): NPU embedding backend + multi-Pi cluster (ADRs 167-170) (#413) 2026-05-04 08:30:40 -04:00
hnsw fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
hooks feat(cli): Implement full hooks system in Rust CLI 2025-12-27 01:08:36 +00:00
implementation fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
integration fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
nervous-system docs: reorganize into subfolders 2026-01-21 23:43:50 -05:00
optimization fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
plans BET 5 (SepRAG #534): PQ/IVFADC within-list pruning vs tuned IVF nprobe — scale-gated WIN (ADR-206) (#542) 2026-06-17 22:48:32 -04:00
postgres fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
project-phases Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
publishing fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
releases feat: ADR-280/281/282 — durable RVF metadata, role-aware embeddings, nightly research quality gate (#774) 2026-08-03 14:13:37 -03:00
research feat: rvForge — one canonical RVF to signed platform installers (ADRs 283-293) (#790) 2026-08-04 08:13:26 -03:00
reviews perf(ruvllm): optimize MoE routing with buffer reuse and optional metrics 2026-03-12 23:27:00 -04:00
ruvllm docs: reorganize into subfolders 2026-01-21 23:43:50 -05:00
rvagent feat(rvagent): Hermes-class harness architecture — research, ADRs 273-279, harness repair + review fixes (#752) 2026-08-02 12:39:59 -03:00
rvforge docs(rvforge): host the illustrated walkthrough on GitHub Pages (#799) 2026-08-05 10:39:44 -03:00
sdk docs(sdk): add deep planning review for ruvector Python SDK 2026-04-25 20:28:54 -04:00
security feat(rvAgent): Complete DeepAgents Rust Conversion (ADR-093 → ADR-103) (#262) 2026-03-16 09:52:32 -04:00
sonic-ct feat(sonic_ct): acoustic digital human workbench — Rust/WASM USCT + R3F UI (#595) 2026-06-22 09:54:22 -04:00
sparse-inference feat: Add PowerInfer-style sparse inference engine with precision lanes (#106) 2026-01-04 23:40:31 -05:00
sql feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
testing Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
training fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
.gitkeep Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
.nojekyll fix: add .nojekyll to disable Jekyll processing 2026-03-11 17:53:19 -04:00
agi-container.md feat(rvAgent): Complete DeepAgents Rust Conversion (ADR-093 → ADR-103) (#262) 2026-03-16 09:52:32 -04:00
C2-shell-execution-hardening.md feat(rvAgent): Complete DeepAgents Rust Conversion (ADR-093 → ADR-103) (#262) 2026-03-16 09:52:32 -04:00
C8_RESULT_VALIDATION_IMPLEMENTATION.md feat(rvAgent): Complete DeepAgents Rust Conversion (ADR-093 → ADR-103) (#262) 2026-03-16 09:52:32 -04:00
consciousness-api.md feat(consciousness): SOTA IIT Φ, causal emergence, quantum collapse crate (ADR-131) 2026-03-31 16:36:25 -04:00
IMPLEMENTATION-C5.md feat(rvAgent): Complete DeepAgents Rust Conversion (ADR-093 → ADR-103) (#262) 2026-03-16 09:52:32 -04:00
index.html refactor: move CNN demo to docs/cnn/ for shorter URL 2026-03-11 17:52:13 -04:00
INDEX.md fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
METAHARNESS-ARCHITECTURE-SUMMARY.md feat(benchmark): SOTA benchmark suite — 5 runners, 11 SOTA claims, Darwin/MetaHarness integration (ADR-265/266/267) (#596) 2026-06-21 22:53:56 -04:00
metaharness-implementation-plan.md feat(benchmark): SOTA benchmark suite — 5 runners, 11 SOTA claims, Darwin/MetaHarness integration (ADR-265/266/267) (#596) 2026-06-21 22:53:56 -04:00
moe-routing-optimization-analysis.md perf(ruvllm): optimize MoE routing with buffer reuse and optional metrics 2026-03-12 23:27:00 -04:00
README.md fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
REPO_STRUCTURE.md fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
research-openfang.md Add OpenFang project research document 2026-02-26 14:14:58 +00:00

RuVector Documentation

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

📚 Documentation Structure

docs/
├── adr/                    # Architecture Decision Records
├── analysis/               # Research & analysis docs
├── api/                    # API references (Rust, Node.js, Cypher)
├── architecture/           # System design docs
├── benchmarks/             # Performance benchmarks & results
├── cloud-architecture/     # Cloud deployment guides
├── code-reviews/           # Code review documentation
├── dag/                    # DAG implementation
├── development/            # Developer guides
├── examples/               # SQL examples
├── gnn/                    # GNN/Graph implementation
├── guides/                 # User guides & tutorials
├── hnsw/                   # HNSW index documentation
├── hooks/                  # Hooks system documentation
├── implementation/         # Implementation details & summaries
├── integration/            # Integration guides
├── nervous-system/         # Nervous system architecture
├── optimization/           # Performance optimization guides
├── plans/                  # Implementation plans
├── postgres/               # PostgreSQL extension docs
├── project-phases/         # Development phases
├── publishing/             # NPM publishing guides
├── research/               # Research documentation
├── ruvllm/                 # RuVLLM documentation
├── security/               # Security audits & reports
├── sparse-inference/       # Sparse inference docs
├── sql/                    # SQL examples
├── testing/                # Testing documentation
└── training/               # Training & LoRA docs

Getting Started

Architecture & Design

API Reference

Performance & Benchmarks

Security

Implementation

Specialized Topics

Development

Research

  • research/ - Research documentation
    • cognitive-frontier/ - Cognitive frontier research
    • gnn-v2/ - GNN v2 research
    • latent-space/ - HNSW & attention research
    • mincut/ - MinCut algorithm research

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 Architecture Decisions
  3. Check Migration Guide

For Performance Tuning

  1. Review Optimization Guide
  2. Run Benchmarks
  3. Check Analysis

📊 Documentation Status

Category Directory Status
Getting Started guides/ Complete
Architecture architecture/, adr/ Complete
API Reference api/ Complete
Performance benchmarks/, optimization/, analysis/ Complete
Security security/ Complete
Implementation implementation/, integration/ Complete
Development development/, testing/ Complete
Research research/ 📚 Ongoing

Total Documentation: 460+ documents across 60+ directories


🔗 External Resources


Last Updated: 2026-02-26 | Version: 2.0.4 (core) / 0.1.100 (npm) | Status: Production Ready