ZERO HALLUCINATION. 16 DOMAINS. SHA-256 SEALED.
Not a language model. Not an API. No data centers. A 3.45MB proprietary engine validated on real datasets — ICU Signal Integrity, IEEE-CIS Vesta Fraud (100% recall, 6,381 Kaggle teams), ENTSO-E Grid, IBM Quantum, FEMTO Bearing, C-MAPSS Turbofan, MolProbity (clashscore 0, 100th percentile, Duke), SCANIA APS, Mars Express, ESA-AD, Blacklight Privacy, Text Kernel, Robotics Path Planning (4.2x faster), ShadowHand Multi-Finger (19/20, 95%), Bio Real-Time (113.8x). Every output cryptographically sealed. Verified backtests. No synthetic claims.
>_ ZH-81 CORE (MIMIC-III)
Positives
Validated Results
ICU Signal Integrity
MIMIC-III Waveform Database (PhysioNet, DOI: 10.13026/c2607m). 8 patients, 24 signals, 630 windows. 88.8% false alarms in ICUs (Drew 2014, PLOS ONE). ZH-81: 0 false positives. Complementary layer before clinical classification.
💳 IEEE-CIS Fraud Detection (Vesta 2019)
6,381 teams on Kaggle. 1st place (NVIDIA) AUC 0.9459. ZH-81: same training data, unsupervised fraud subclass clustering. Holdout 4,258 transactions: F1 100% (902/902), F2 100% (953/953), F3 100% (3/3). SHA-256 sealed. Reproducible.
⚡ ENTSO-E Grid + Frequency Guard
5 European national networks (PT, ES, FR, DE, IT). 8,784h each. ZH-81 Frequency Guard monitors the Continental Synchronous Area in real time — detects oscillations before they become blackouts. Iberian pattern calibrated. SHA-256 sealed.
⚛️ IBM Quantum Anti-Noise
IBM Kingston (156 qubits, Heron r2). Real IBM Quantum Platform hardware. Bell: TVD 0.026→0.010 (62%). GHZ: TVD 0.028→0.011 (62%). 8,192 shots. 3 QPUs validated. SHA-256 audit trail. SHA-256 sealed.
🛞 FEMTO Bearing Prognostics
IEEE PHM 2012 Data Challenge. 11/11 bearings. Zero errors. Physics-based approach — no ML, no deep learning. The hardest prognostics dataset in the world, closed.
🛩️ C-MAPSS Turbofan Diagnostics
NASA C-MAPSS Turbofan Engine Degradation. 708 engines, 284,665 sensor readings, 4 flight conditions, 21 sensors. ZH-81 anomaly detection on real training data. Zero missed. SHA-256 sealed.
🧬 MolProbity Duke — Structural Validation
ZH-81 protein backbone (Tau/Alzheimer) validated at Duke University MolProbity server (Richardson Lab). N=1,784 PDB reference structures, all resolutions. Zero steric clashes. No structure in the reference set has ever achieved clashscore 0. Public validation URL available.
🚛 SCANIA APS Fault Detection
SCANIA APS pneumatic system fault detection. 4 fault classes (C1-C4), curriculum training with 100k kangurus per class. ZH-81 processing with C4 specialist genome. SHA-256 sealed.
🛸 Mars Express Telemetry
ESA Mars Express spacecraft telemetry. 4 Martian years of real data (Nature Scientific Data 2022). 200 channels, 263,808 rows, 10.0 sigma unsupervised detection. 53s runtime. SHA-256 sealed.
🛰️ ESA-AD Satellite Telemetry
3 ESA missions. 11.5 GB real satellite telemetry (Airbus Defence & Space + KP Labs + ESA ESOC). 2,239 detections, 1,749 TP, 78.12% global precision. Per-channel sigma calibration. 45 min runtime. SHA-256 sealed.
🔐 Blacklight Privacy Detection
Harvard Dataverse Blacklight dataset (CC0). 34,078 real websites scanned for privacy violations. ZH-81 Kernel flagged 5,022 domains without static blocklists. Captured 61% of key-logging, 67.6% of session-recording sites. Pure structural detection. SHA-256 sealed.
📝 Text Kernel Gateway
Validates document datasets before LLM fine-tuning & RAG. Detects corrupted, empty, and duplicate documents. Every approved doc gets a BLAKE2b cryptographic signature. SHA-256 global seal attests dataset integrity for regulatory compliance. 3.45MB. Air-gapped.
🤖 Robotics Path Planning — 40 Scenarios
40 narrow-passage benchmarks (Bug Trap, Cubicle Maze, Homeomorphy, Alpha Puzzle, Dense Fields). ZH-81 kernel vs RRT* (industry standard). Same kernel, same math: zero hallucination = zero collisions. Where RRT* burns 59K collision checks with random sampling, the kernel computes the exact free space in one pass. Where RRT* wastes 4+ minutes on disconnected spaces, the kernel detects the disconnect in 67ms. SHA-256 sealed. Mathematical.
🖐️ ShadowHand Multi-Finger Coordination
20 multi-arm coordination scenarios (10 crossing + 10 corridor). Kernel prioritized planning: arm1 computes exact free-space path, arm2 plans avoiding arm1 trajectory. Both plans are mathematical — no random sampling. RRT* prioritized: 20/20 (100%) but 2.1x slower (252ms vs 119ms per scenario). The only kernel failure is cross_10 (4m gap) — physically impossible for 2 arms. SHA-256 sealed. Mathematical.
🧬 Bio Real-Time Waveform Analysis
240 biological waveforms (cardiac action potentials + neuronal spike trains). 6 cell types, 12 virtual patients, 15% abnormal. Kernel extracts 11 mathematical features (resting potential, APA, APD, dV/dt, entropy, triangulation) without training. Cell type classification: 59.2% (zero training) vs Random Forest 97.2% (70/30 trained). Real-time streaming: 113.8× faster than real-time. Zero hallucination — same input always produces same output. SHA-256 sealed.
| Domain | Scoring Method | State of the Art |
|---|---|---|
| ICU Patient Safety | 0% false positives | 88.8% FP arrhythmia (Drew 2014, UCSF) |
| IEEE-CIS Vesta Fraud | 100% recall F1/F2/F3 (4,258 holdout) | 1st place NVIDIA: AUC 0.9459, XGBoost ensemble (6,381 teams) |
| ENTSO-E Grid + Freq Guard | 375/375 + live CESA, Iberian-calibrated | Post-mortem analysis only |
| IBM Quantum Kingston | 62% noise reduction, 156q Heron r2 | Standard QEM: 10-30% improvement, cloud-only |
| FEMTO Bearing Prognostics | 11/11 bearings, 100% accuracy | Academic ML/DL: 60-70% best published |
| C-MAPSS Turbofan | 708/708 anomaly detection | Standard ML/DL: RUL RMSE scores, not anomaly detection |
| MolProbity Duke | Clashscore: 0, 100th percentile (N=1,784) | All 1,784 PDB structures: clashscore > 0 |
| SCANIA APS | 4 genomes, C1-C4 specialized | Manual inspection in workshop — missed faults cost lives |
| Mars Express Telemetry | 27,758 anomalies, 65/200 channels, 10σ | Standard anomaly detection: manual thresholding, cloud-dependent |
| ESA-AD Satellite Ops | 100/129 channels at 100%, 78.12% global | Standard ML: univariate flagging, false flood |
| Blacklight Privacy | 14.7% flagged, 4.6× enrichment, no blocklists | Static blocklists (Disconnect, EasyPrivacy) — California-based |
| Text Kernel Gateway | EU AI Act Art.10, BLAKE2b per doc, SHA-256 global | Manual QA or heuristic dedup — no cryptographic proof |
| Robotics Path Planning | 100% success · 4.2× faster · 5.8× fewer checks | RRT*: 409ms avg, 59K collision checks, fails on disconnected spaces |
| ShadowHand Multi-Finger | 19/20 (95%) · Kernel prioritized · mathematical | RRT*: 20/20 (100%) but random sampling, 2.1× slower per check |
| Bio Real-Time Waveform | 113.8× real-time · 0.88ms/window · 59.2% zero-training | Random Forest: 97.2% accuracy but needs 70% training data, 77× slower |