ruvector/examples
ruvnet 07cbb8d8ca feat(connectome-fly): Part-3 exotic-application scaffolding — embodiment + lesion + audit
Ships the public ABIs + productized wrappers that move three of
Connectome OS's exotic applications (README Part 3) one concrete
step closer to feasible. Each is scaffolding, not a full
implementation — the production pieces (MuJoCo bridge, mouse
connectome, real FlyWire data) genuinely can't ship from this
branch — but each gives external code the typed surface to build
against today.

Three new top-level modules:

1. src/embodiment.rs — BodySimulator trait + 2 implementations
   (247 LOC incl. tests)

   The slot where a physics body sits between the connectome's
   motor outputs and sensory inputs. Defines the per-tick ABI
   (, , ) that Phase-3 MuJoCo + NeuroMechFly
   will drop into. Ships two impls:
     - StubBody — deterministic open-loop drive over an existing
       Stimulus schedule. Preserves AC-1. This is what the
       Tier-1 demo runs with.
     - MujocoBody — Phase-3 panic-stub. Constructs without
       panicking (so downstream code can Box<dyn BodySimulator>
       against it today); panics on step/reset with an
       actionable diagnostic pointing at ADR-154 §13 and
       04-embodiment.md.

   Unblocks application #10 — 'embodied fly navigation in VR'.
   The remaining Phase-3 work is the cxx bridge + NeuroMechFly
   MJCF ingest; the wiring is now waiting, not un-designed.

2. src/lesion.rs — LesionStudy + CandidateCut + LesionReport
   (374 LOC incl. tests)

   Productization of AC-5 σ-separation. Outside code can now
   answer 'which edges are load-bearing for behaviour X?'
   without copy-pasting the test internals. Paired-trial loop,
   σ distance against a nominated reference cut, deterministic
   across repeat runs. Includes boundary_edges() / interior_edges()
   helpers so callers can build cuts from a FunctionalPartition
   without re-deriving the traversal.

   Unblocks application #11 — 'in-silico circuit-lesion studies'.
   Also powers the audit module (next).

3. src/audit.rs — StructuralAudit + StructuralAuditReport
   (235 LOC incl. tests)

   One-call orchestrator that runs every analysis primitive
   (Fiedler coherence, structural mincut, functional mincut,
   SDPA motif retrieval, AC-5-shaped causal perturbation) and
   returns a single report a reviewer can read top-to-bottom.
   Auto-generates boundary-vs-interior candidate cuts when the
   caller doesn't supply explicit ones. Same determinism
   contract as every underlying primitive.

   Unblocks application #13 — 'connectome-grounded AI safety
   auditing'. The framing is 'safety auditing'; the deliverable
   is a reproducible report, not a safety guarantee.

Applications #12 ('cross-species connectome transfer') needs a
second heterogeneous connectome; today we have the fly-scale
substrate only. Deferred until Tier-2 mouse data lands.

Application #14 ('substrate for structural-intelligence research
papers') was already open — it's the meta-application, no
scaffolding needed.

Lib.rs re-exports the new public types so downstream consumers
can
directly.

Measurements:
  10/10 new unit tests pass on :
    embodiment: 5 tests (trait object-safe, stub determinism +
                windowing, mujoco stub construct-ok +
                step-panics-with-diagnostic)
    lesion:     3 tests (report shape, boundary/interior disjoint,
                deterministic across repeats)
    audit:      2 tests (populates every field, deterministic)

  All 73 prior tests still pass; no API regression.

  Total new LOC: 856 (247 + 374 + 235) src + tests; all files
  under the 500-line ADR-154 §3.2 file budget.

Positioning rubric held. Scaffolding is scaffolding — not new
scientific claims. Every module docstring links back to the
Connectome-OS README Part 3 application it unblocks.

Co-Authored-By: claude-flow <ruv@ruv.net>
2026-04-22 17:33:44 -04:00
..
agentic-jujutsu feat: Add comprehensive agentic-jujutsu integration examples and tests 2025-11-22 03:12:31 +00:00
apify Add WebAssembly binary and TypeScript definitions for rvlite 2025-12-25 19:50:53 +00:00
app-clip feat(app-clip): add Swift App Clip skeleton for RVQS QR seed decoding 2026-02-15 18:34:13 +00:00
benchmarks fix: apply cargo fmt across workspace and fix CI issues 2026-02-21 20:56:38 +00:00
boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
brain-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
climate-consciousness feat(examples): gene, climate, ecosystem, quantum consciousness explorers 2026-03-31 22:01:55 +00:00
cmb-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
cmb-consciousness feat(examples): cosmic consciousness suite — CMB sky map, cross-freq, emergence sweep, GW background 2026-03-31 21:37:35 +00:00
connectome-fly feat(connectome-fly): Part-3 exotic-application scaffolding — embodiment + lesion + audit 2026-04-22 17:33:44 -04:00
data feat: 10 exotic frontier discovery datasets — 233 entries across 10 domains 2026-03-16 23:21:01 -04:00
decompiler-dashboard fix(decompiler): statement-boundary splitting — 14/14 modules now parse (was 2/17) 2026-04-03 11:50:34 +00:00
delta-behavior feat(delta-behavior): Complete Δ-behavior implementation with WASM 2026-01-28 04:18:34 +00:00
dna Merge remote-tracking branch 'origin/main' into claude/exo-ai-capability-review-LjcVx 2026-02-27 16:27:34 +00:00
docs docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
dragnes feat(sse): decouple SSE to mcp.pi.ruv.io proxy + Claude Code source research 2026-04-02 23:39:56 +00:00
earthquake-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
ecosystem-consciousness feat(examples): gene, climate, ecosystem, quantum consciousness explorers 2026-03-31 22:01:55 +00:00
edge feat(quality): ADR-144 monorepo quality analysis — Phase 1 critical fixes (#336) 2026-04-06 21:19:13 -04:00
edge-full/pkg feat(edge-full): add unified WASM package with all modules 2025-12-31 20:59:29 +00:00
edge-net fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
exo-ai-2025 chore: publish EXO-AI crates v0.1.1 with bug fixes and READMEs 2026-02-27 16:26:40 +00:00
frb-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
gene-consciousness feat(examples): gene, climate, ecosystem, quantum consciousness explorers 2026-03-31 22:01:55 +00:00
google-cloud style: apply cargo fmt formatting 2026-03-12 20:57:18 -04:00
graph docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
gw-consciousness feat(examples): cosmic consciousness suite — CMB sky map, cross-freq, emergence sweep, GW background 2026-03-31 21:37:35 +00:00
health-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
infrastructure-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
market-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
meta-cognition-spiking-neural-network feat(gnn-v2): Comprehensive GNN v2 implementation with cognitive substrate (#43) 2025-12-02 11:26:10 -05:00
mincut fix(ci): Fix formatting and workflow permission issues 2025-12-26 22:11:57 +00:00
music-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
neural-trader docs(neural-trader): comprehensive README with features, benchmarks, use cases 2025-12-31 18:03:56 +00:00
nodejs docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
onnx-embeddings fix: resolve 5 P0 critical issues + 2 pre-existing compile errors 2026-03-06 14:03:42 +00:00
onnx-embeddings-wasm docs(onnx-wasm): comprehensive README update for v0.1.2 2025-12-31 05:10:36 +00:00
OSpipe fix: migrate attention/dag/tiny-dancer to workspace versioning and fix all dep version specs 2026-02-23 13:29:46 +00:00
pandemic-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
prime-radiant fix: publish-readiness for 6 solver crates + npm package 2026-02-20 19:02:50 +00:00
pwa-loader feat(pwa-loader): add in-browser RVF seed decoder PWA 2026-02-15 18:38:10 +00:00
quantum-consciousness feat(examples): gene, climate, ecosystem, quantum consciousness explorers 2026-03-31 22:01:55 +00:00
real-eeg-analysis research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
real-eeg-multi-seizure research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
refrag-pipeline fix(ci): Fix formatting and workflow permission issues 2025-12-26 22:11:57 +00:00
robotics style: apply cargo fmt formatting 2026-03-12 20:57:18 -04:00
rust feat(postgres): Add HNSW index and embedding functions support (#62) 2025-12-09 11:14:52 -05:00
ruvLLM fix(security): harden intelligence providers — type-safe enums, input validation, file size limits 2026-02-21 18:29:33 +00:00
rvf feat: deep discovery analyses + brain MCP training integration 2026-03-16 23:14:43 -04:00
rvf-desktop feat(rvf): add Causal Atlas dashboard, solver fixes, and desktop app 2026-02-20 18:01:09 +00:00
rvf-kernel-optimized fix: format all files, add EXO crate READMEs, convert path deps to version deps 2026-02-27 16:21:14 +00:00
scipix fix: resolve compilation errors across workspace 2026-03-16 23:15:25 -04:00
seizure-clinical-report research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
seizure-therapeutic-sim research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
seti-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
seti-exotic-signals research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
spiking-network feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
subpolynomial-time fix(ci): Fix formatting and workflow permission issues 2025-12-26 22:11:57 +00:00
temporal-attractor-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
train-discoveries feat: 691 discoveries, 50 cross-domain correlations via per-node PPR 2026-03-16 23:17:00 -04:00
ultra-low-latency-sim feat(examples): Add ultra-low-latency meta-simulation engine (#53) 2025-12-04 18:00:21 -05:00
verified-applications fix: format all files, add EXO crate READMEs, convert path deps to version deps 2026-02-27 16:21:14 +00:00
vibecast-7sense docs(mincut): Add ADR/DDC for Anytime-Valid Coherence Gate (#115) 2026-01-17 14:36:52 -05:00
void-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
vwm-viewer feat: add package.json for rvdna example with WASM bindings and build scripts 2026-02-12 15:32:55 +00:00
wasm/ios feat(training): RuvLTRA v2.4 Ecosystem Edition - 100% routing accuracy (#123) 2026-01-20 20:08:30 -05:00
wasm-react docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
wasm-vanilla docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
weather-boundary-discovery research(boundary-first): 17 experiments proving boundary-first detection across 11 domains (#347) 2026-04-13 12:01:47 -04:00
bounded_instance_demo.rs feat(mincut): Add subpolynomial-time dynamic minimum cut system (#74) 2025-12-23 07:53:32 -05:00
README.md docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
security_hardened.rvf feat(security): Security Hardened RVF v3.0 — 30 capabilities verified 2026-02-21 17:39:58 +00:00

RuVector Examples

Comprehensive examples demonstrating RuVector's capabilities across multiple platforms and use cases.

Directory Structure

examples/
├── rust/                 # Rust SDK examples
├── nodejs/               # Node.js SDK examples
├── graph/                # Graph database features
├── wasm-react/           # React + WebAssembly integration
├── wasm-vanilla/         # Vanilla JS + WebAssembly
├── agentic-jujutsu/      # AI agent version control
├── exo-ai-2025/          # Advanced cognitive substrate
├── refrag-pipeline/      # Document processing pipeline
└── docs/                 # Additional documentation

Quick Start by Platform

Rust

cd rust
cargo run --example basic_usage
cargo run --example advanced_features
cargo run --example agenticdb_demo

Node.js

cd nodejs
npm install
node basic_usage.js
node semantic_search.js

WebAssembly (React)

cd wasm-react
npm install
npm run dev

WebAssembly (Vanilla)

cd wasm-vanilla
# Open index.html in browser

Example Categories

Category Directory Description
Core API rust/basic_usage.rs Vector DB fundamentals
Batch Ops rust/batch_operations.rs High-throughput ingestion
RAG Pipeline rust/rag_pipeline.rs Retrieval-Augmented Generation
Advanced rust/advanced_features.rs Hypergraphs, neural hashing
AgenticDB rust/agenticdb_demo.rs AI agent memory system
GNN rust/gnn_example.rs Graph Neural Networks
Graph graph/ Cypher queries, clustering
Node.js nodejs/ JavaScript integration
WASM React wasm-react/ Modern React apps
WASM Vanilla wasm-vanilla/ Browser without framework
Agentic Jujutsu agentic-jujutsu/ Multi-agent version control
EXO-AI 2025 exo-ai-2025/ Cognitive substrate research
Refrag refrag-pipeline/ Document fragmentation

Feature Highlights

Vector Database Core

  • High-performance similarity search
  • Multiple distance metrics (Cosine, Euclidean, Dot Product)
  • Metadata filtering
  • Batch operations

Advanced Features

  • Hypergraph Index: Multi-entity relationships
  • Temporal Hypergraph: Time-aware relationships
  • Causal Memory: Cause-effect chains
  • Learned Index: ML-optimized indexing
  • Neural Hash: Locality-sensitive hashing
  • Topological Analysis: Persistent homology

AgenticDB

  • Reflexion episodes (self-critique)
  • Skill library (consolidated patterns)
  • Causal memory (hypergraph relationships)
  • Learning sessions (RL training data)
  • Vector embeddings (core storage)

EXO-AI Cognitive Substrate

  • exo-core: IIT consciousness, thermodynamics
  • exo-temporal: Causal memory coordination
  • exo-hypergraph: Topological structures
  • exo-manifold: Continuous deformation
  • exo-exotic: 10 cutting-edge experiments
  • exo-wasm: Browser deployment
  • exo-federation: Distributed consensus
  • exo-node: Native bindings
  • exo-backend-classical: Classical compute

Running Benchmarks

# Rust benchmarks
cargo bench --example advanced_features

# Refrag pipeline benchmarks
cd refrag-pipeline
cargo bench

# EXO-AI benchmarks
cd exo-ai-2025
cargo bench

License

MIT OR Apache-2.0