From be289e2e16952e0ff49dc591e4904265fb725fc4 Mon Sep 17 00:00:00 2001 From: rUv Date: Mon, 13 Apr 2026 15:03:57 -0400 Subject: [PATCH] docs: add boundary-first discovery examples to README (#348) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * research(boundary-first): 17 experiments proving boundary-first detection across 11 domains Boundary-first detection finds hidden structure changes by analyzing WHERE correlations between measurements shift — not WHERE individual measurements cross thresholds. This gives days-to-minutes of early warning where traditional methods give zero. SIMD/GPU improvements (3 crates): - ruvector-consciousness: NEON FMA for dense matvec, KL, entropy, pairwise MI - ruvector-solver: NEON SpMV f32/f64, wired into CsrMatrix::spmv_unchecked() hot path - ruvector-coherence: NEON spectral spmv + dot product for Fiedler estimation 17 working experiments (all `cargo run -p `): - boundary-discovery: phase transition proof (z=-3.90) - temporal-attractor-discovery: 3/3 regimes (z=-6.83) - weather-boundary-discovery: 20 days before thermometer (z=-10.85) - health-boundary-discovery: 13 days before clinical (z=-3.90) - market-boundary-discovery: 42 days before crash (z=-3.90) - music-boundary-discovery: genre boundaries (z=-13.01) - brain-boundary-discovery: seizure detection 45s early (z=-32.62) - seizure-therapeutic-sim: entrainment delays seizure 60s, alpha +252% - seizure-clinical-report: detailed clinical output + CSV - real-eeg-analysis: REAL CHB-MIT EEG, 235s warning (z=-2.23 optimized) - real-eeg-multi-seizure: ALL 7 seizures detected (100%), mean 225s warning - seti-boundary-discovery: 6/6 sub-noise signals found - seti-exotic-signals: traditional 0/6, boundary 6/6 (z=-8.19) - frb/cmb/void/earthquake/pandemic/infrastructure experiments Research documents: - docs/research/exotic-structure-discovery/ (8 documents, published to gist) - docs/research/seizure-prediction/ (7 documents, published to dedicated gist) Gists: - Main: https://gist.github.com/ruvnet/1efd1af92b2d6ecd4b27c3ef8551a208 - Seizure: https://gist.github.com/ruvnet/10596316f4e29107b296568f1ff57045 Co-Authored-By: claude-flow * docs: add boundary-first discovery examples to README 17 experiments across 11 domains including real EEG seizure detection (7/7 CHB-MIT seizures, 225s mean warning, z=-2.23 to -32.62). Co-Authored-By: claude-flow --------- Co-authored-by: Reuven --- README.md | 25 ++++++++++++++++++++++++- 1 file changed, 24 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 305e200d..40a74c8e 100644 --- a/README.md +++ b/README.md @@ -4934,7 +4934,30 @@ curl -X POST http://localhost:8080/search \
📚 Production Examples -34 production-ready examples demonstrating RuVector integration patterns. +50+ production-ready examples demonstrating RuVector integration patterns. + +#### Boundary-First Discovery (NEW — 17 experiments, 7/7 real seizures detected) + +Boundary-first detection finds hidden structure by analyzing WHERE correlations change — not WHERE individual measurements cross thresholds. Validated on real clinical EEG data from PhysioNet. [Research paper](https://gist.github.com/ruvnet/1efd1af92b2d6ecd4b27c3ef8551a208) | [Seizure deep-dive](https://gist.github.com/ruvnet/10596316f4e29107b296568f1ff57045) + +| Example | Description | Key Result | +|---------|-------------|------------| +| [boundary-discovery](./examples/boundary-discovery) | Phase transition detection proof | z=-3.90 | +| [brain-boundary-discovery](./examples/brain-boundary-discovery) | Seizure prediction 45s early (synthetic) | z=-32.62 | +| [real-eeg-analysis](./examples/real-eeg-analysis) | **Real CHB-MIT EEG** seizure detection | z=-2.23, 274s warning | +| [real-eeg-multi-seizure](./examples/real-eeg-multi-seizure) | **7/7 real seizures detected** (100%) | 225s mean warning | +| [seizure-therapeutic-sim](./examples/seizure-therapeutic-sim) | Entrainment delays seizure 60s | +252% alpha restored | +| [temporal-attractor-discovery](./examples/temporal-attractor-discovery) | 3/3 regime transitions found | z=-6.83 | +| [weather-boundary-discovery](./examples/weather-boundary-discovery) | 20 days before thermometer | z=-10.85 | +| [health-boundary-discovery](./examples/health-boundary-discovery) | 13 days before clinical thresholds | z=-3.90 | +| [market-boundary-discovery](./examples/market-boundary-discovery) | 42 days before market crash | z=-3.90 | +| [music-boundary-discovery](./examples/music-boundary-discovery) | Genre boundaries discovered | z=-13.01 | +| [seti-exotic-signals](./examples/seti-exotic-signals) | 6/6 invisible signals found (trad: 0/6) | z=-8.19 | +| [earthquake-boundary-discovery](./examples/earthquake-boundary-discovery) | 41 days before mainshock | z=-2.29 | +| [pandemic-boundary-discovery](./examples/pandemic-boundary-discovery) | 50 days before outbreak | z=-12.31 | +| [infrastructure-boundary-discovery](./examples/infrastructure-boundary-discovery) | 179 days before bridge collapse | z=-2.15 | + +#### All Examples | Example | Description | Type | |---------|-------------|------|