Live quantum simulations, recorded demonstrations, annotated research outputs, and curated case studies for institutional review. All content is classified for McKinsey, CERN, NASA, and Bain briefings.
Six recorded demonstrations covering every major algorithm and platform module. Produced for institutional briefings — full versions require NDA signature.
18:42End-to-end walkthrough of our Variational Quantum Eigensolver pipeline on IBM Sherbrooke. Shows molecular Hamiltonian construction, ansatz selection, and convergence to ground state energy for four candidate iridium-replacement materials.
22:11Live demonstration of GridOS dispatching a 10MW electrolyser fleet against a variable wind generation profile. QAOA circuit depth benchmarked against classical MPC baseline — 34% improvement in LCOH demonstrated in real time.
14:08The Digital Twin engine processing sensor telemetry via QNN inference. Demonstrates a stack membrane degradation event predicted 41 days ahead of actual failure — validated against historic NEPTUNE-001 data from ITM Power's Lingen facility.
16:33Automated processing of Planet Labs daily imagery over South African and Zimbabwean PGM mining operations. Quantum kernel classifier detects shipping volume anomalies 8–12 weeks before they impact spot markets.
11:20Head-to-head benchmark: Quantum Kernel SVM vs. classical RBF-SVM on a 5,200-sample electrolyser fault dataset. Quantum model achieves 97.3% recall at 10% training data versus classical model requiring 60% for equivalent performance.
19:05Live generation of a probabilistic risk report for a 200MW offshore hydrogen project. Quantum amplitude estimation provides quadratic speedup over classical Monte Carlo. Output accepted as bankability supplement by institutional lender in pilot.
Four embedded simulation interfaces — each visualising live-computed outputs from our quantum algorithm stack. Hover to interact. All data is representative; live QPU feeds require authenticated API key.
Peer-reviewed publications, arXiv preprints, technical white papers, and institutional reports. All full-text access requires NDA. Abstract and methodology sections are openly available.
We demonstrate a Variational Quantum Eigensolver (VQE) pipeline achieving chemical accuracy (1 kcal/mol) for transition-metal-oxide catalyst candidates on a 1024-qubit superconducting processor. Our results show computational acceleration of 4.2× over density functional theory (DFT) for molecules containing 30+ heavy atoms, establishing a clear pathway to PGM-free PEM electrolysis at industrial scale. Four candidate materials are identified for immediate laboratory validation.
18 downloadable resources across four categories: PDFs (reports, papers), Jupyter Notebooks (algorithm implementations), datasets, and source code. NDA required for restricted items.
| Resource | Type | Description | Access | Size | Download |
|---|---|---|---|---|---|
| VQE Catalyst Pipeline — Full Codebase | CODE | Complete Qiskit implementation of our VQE pipeline including Hamiltonian construction, UCCSD ansatz, and noise mitigation modules. | NDA Required | 18.4 MB | |
| QAOA GridOS — Reference Implementation | CODE | PennyLane + Qiskit hybrid implementation of the QAOA dispatch algorithm. Includes SCADA interface adapters and REST API wrapper. | NDA Required | 12.1 MB | |
| VQE Tutorial — H₂ Molecule Energy (Qiskit) | NB | Self-contained Jupyter notebook demonstrating VQE for the hydrogen molecule. Runnable on IBM Quantum free tier. No NDA required. | Open | 2.3 MB | |
| QAOA MaxCut Routing — Tutorial Notebook | NB | Introduction to QAOA via the MaxCut problem, extended to hydrogen logistics routing. Includes benchmarking against classical greedy heuristics. | Open | 1.8 MB | |
| NEPTUNE-001 Operational Dataset (18 months) | DS | 4.2GB anonymised multi-sensor dataset from ITM Power NEPTUNE-001 electrolyser. 128 channels at 1Hz. Labelled fault events. Parquet + CSV formats. | NDA Required | 4.2 GB | |
| QMC Project Finance — Practitioner White Paper | 28-page practitioner guide on applying Quantum Monte Carlo to hydrogen project finance. Open abstract; full text available on NDA. | Abstract Free | 3.1 MB | ||
| QAOA vs Classical MPC — Benchmark Report | 34-page technical report with full experimental methodology, hardware specifications, and statistical significance analysis of GridOS benchmark results. | NDA Required | 5.8 MB | ||
| QML Anomaly Detection — IEEE QCE 2024 Paper | 8-page conference paper. Published open-access. Full methodology for quantum kernel SVM applied to industrial fault classification. | Open Access | 0.9 MB | ||
| Digital Twin Architecture — Technical Specification | System architecture document covering QNN integration, Kalman filter fusion, IoT data pipeline, and API specifications for the Quantum Digital Twin Engine. | NDA Required | 4.4 MB | ||
| Post-Quantum Cryptography — Security Briefing | 12-page briefing on NIST PQC standards implementation for industrial control systems. Covers CRYSTALS-Kyber, CRYSTALS-Dilithium, and QKD integration strategy. | Abstract Free | 2.2 MB | ||
| Satellite Supply Chain Monitor — Tutorial Notebook | NB | Jupyter notebook demonstrating Google Earth Engine + quantum kernel classifier pipeline for satellite imagery classification. Uses openly available Sentinel-2 data. | Open | 3.6 MB | |
| Series A Grant Prospectus — Pitch Deck | 10-slide investor pitch deck. Full financial model, market sizing, and team credentials. Full version requires NDA; summary deck open. | Summary Open | 6.1 MB |
Six applied case studies where our quantum algorithms have produced measurable outcomes — validated results from pilot deployments, retrospective analyses, and controlled simulations.
VQE simulation of 24 transition-metal-oxide catalyst candidates for PEM electrolysis. Four candidates identified with stability within 0.08 eV of iridium oxide baseline. One candidate advancing to physical synthesis. Estimated material cost reduction: 78%.
30-day live pilot of GridOS QAOA dispatch on ITM Power's Lingen hydrogen facility. Electrolyser operated against real-time RWE wind generation profile. LCOH reduced from €5.12/kg to €3.41/kg. Ancillary service revenue: €48,000 in pilot month.
Retrospective validation of QNN predictive maintenance model on 18 months of NEPTUNE-001 data. Model correctly predicted 9 of 10 critical stack events with average lead time of 38 days. Single false negative: minor membrane micro-crack (sub-critical). 0 false positives.
QMC risk report generated for a 200MW green hydrogen-to-ammonia project. 10,000 Monte Carlo scenarios computed via quantum amplitude estimation on Azure Quantum. Report submitted to lead lender. WACC accepted at 6.8% vs. initial demand of 9.1%. Financing cost saving: $14M over project life.
Retrospective application of our satellite quantum kernel classifier to 2023 Rustenburg PGM mining disruption. Model trained on 2022 baseline. Event detected in satellite imagery 10 weeks before spot market price impact. Live deployment would have enabled pre-emptive hedging worth ~$2.3M for a typical electrolyser manufacturer.
6-week pilot of Quantum Key Distribution for SCADA communications across a hydrogen grid control system. Zero key compromise events. Latency overhead: 1.8ms (acceptable for grid timescales). Post-quantum cryptography layer (CRYSTALS-Kyber) implemented simultaneously. Infrastructure operator is advancing to full deployment.
Chronological research programme milestones, institutional presentations, and planned future exhibition dates.
Post-doctoral research programme established at the interface of quantum computing and industrial electrochemistry. First IBM Quantum access granted. Initial VQE benchmarks conducted on 7-qubit ibm_nairobi processor.
Satellite intelligence layer operational with Planet Labs daily feed. First retrospective supply chain analysis conducted on 2022 Rustenburg data. Quantum kernel classifier trained and validated against 18 months of archival imagery.
18-month operational dataset from ITM Power's NEPTUNE-001 electrolyser at Lingen facility. QNN predictive maintenance model trained and retrospectively validated — 90% recall at 38-day average lead time on critical fault events.
Conference paper "Quantum Kernel Methods for Industrial Anomaly Detection" accepted at IEEE Quantum Computing and Engineering 2024. First peer-reviewed publication from the programme. Open-access published September 2024.
First live deployment of GridOS QAOA dispatch on a 10MW electrolyser. 34% LCOH reduction and €48,000 ancillary service revenue documented. QMC risk report accepted by institutional lender for Yara 200MW project. QKD pilot initiated with grid operator.
Flagship preprint "Quantum Advantage in Green Hydrogen Production" submitted to arXiv and Nature Energy. Demonstrates 4.2× acceleration over DFT for 30+ heavy atom systems. Four PGM-free catalyst candidates identified for physical synthesis.
Scheduled institutional briefings for grant panel review. Presentations to McKinsey Global Institute, CERN Knowledge Transfer group, NASA JPL Quantum Initiative, and Bain Capital's deep-tech portfolio team. Series A roadshow initiation.
Target close of $50M Series A. Deployment across QPU compute time reservation, team expansion (8 senior hires), and three anchor commercial pilot programmes. GridOS commercial launch and Materials API beta release.