THREE CORE TECHNOLOGIES
Simulation & Risk Capabilities
Exact arithmetic. Wildfire prediction. Tail-risk quantification.
Built for problems standard tools can't solve.
Three Core Technologies
Each solves a class of problems that standard tools cannot
VLA
512-bit Exact Arithmetic
Zero floating-point error on GPU. 4.4M× faster than arbitrary precision. Bit-identical across all NVIDIA architectures.
Applications:
- • Quantum simulation verification
- • CFD numerical stability
- • Financial model validation
- • Reproducible research
SimFire
Physics-ML Wildfire Prediction
Differentiable fire spread combining Rothermel/CFFDRS physics with neural encoders. Trained on 500+ real fires. No fuel maps required.
Applications:
- • Emergency response planning
- • Utility PSPS decisions
- • Insurance risk modeling
- • Prescribed burn planning
Mixture LDT
Heavy-Tailed Risk Quantification
Bimodal distribution modeling with Pareto tails. Captures extreme events that standard actuarial models underestimate by 1027×.
Applications:
- • Catastrophe bond pricing
- • Wildfire loss modeling
- • Climate risk assessment
- • Any fat-tailed distribution
What I Build For You
These are proprietary capabilities I bring to solve problems that standard tools cannot. Every engagement is customized to your domain.
Deliverables:
- Custom Simulations: Fire predictions, quantum circuits, CFD validation, financial models — delivered as working tools
- Risk Quantification: Tail-risk analysis using Mixture LDT for insurance, climate, and catastrophe modeling
- Verification & Proofs: Mathematical proofs that your simulations are correct — for papers, patents, regulatory compliance
- API Integration: Fire prediction and risk endpoints for your existing systems
VLA: 110+ Exact Operations
Every operation runs on GPU with zero accumulation error — 512-bit precision
Core Operations
Foundation tensors with 512-bit precision
Arithmetic
Zero-error arithmetic on GPU
Linear Algebra
Exact matrix operations at any scale
Exact Solvers
Solutions with ZERO residual error
Number Theory
Exact rational arithmetic for research
Transcendental
High-precision elementary functions
Quantum Gates
Exact quantum simulation primitives
Complex Numbers
Full complex arithmetic support
Neural Network
ML primitives without gradient drift
Verification
Cross-GPU reproducibility proofs
Proven Results
Verified on Kaggle with real data — not theoretical claims
Jasper 2024: 7× More Accurate
SimFire predicted 20.1% burn area (actual: 21.2%). Cell2Fire predicted 5.8% — a 6× underestimate.
Insurers 37% Undercapitalized
Mixture LDT reveals standard actuarial models miss extreme wildfire tail risk by orders of magnitude.
4.4 Million × Faster
VLA vs mpmath arbitrary precision: 183 seconds → 0.00004 seconds for 512x512 exact sum.
NumPy Gets Math Wrong
Hilbert matrix determinant: NumPy returns WRONG SIGN at n=14,15,16,17,20. VLA returns correct positive value.
500+ Real Fires Trained
SimFire trained on MTBS (USA) and NFDB (Canada) fire perimeters with ERA5 weather data.
Cross-GPU Reproducible
Same checksum on RTX 4070, Tesla T4, and any NVIDIA GPU. Bit-identical results.
Industries I Work With
Insurance & Reinsurance
Catastrophe modelers, Actuaries
Wildfire loss modeling with proper tail risk (Mixture LDT)
Technology: SimFire + Mixture LDT
Utilities
PG&E, SCE, BC Hydro
PSPS planning — when to cut power preventively
Technology: SimFire
Emergency Management
CAL FIRE, CIFFC, Fire agencies
Real-time spread predictions for evacuation
Technology: SimFire
Quantum Computing
Xanadu, D-Wave, IonQ
Verify quantum algorithms before hardware
Technology: VLA
Aerospace & CFD
NASA, Boeing, Lockheed Martin
Detect false singularities in fluid simulations
Technology: VLA
Quantitative Finance
Banks, Hedge funds, Trading firms
Exact Monte Carlo, tail risk for derivatives
Technology: VLA + Mixture LDT
How We Work Together
Consulting
Hourly expertise
I analyze your numerical problems, identify precision failures, and implement exact solutions.
Projects
Fixed-scope deliverable
Custom VLA integration for your specific use case, delivered with verification proofs.
Embedded
Ongoing partnership
Retainer for continuous support, training your team, and license access.
Let's Talk
Free 30-minute discovery call. Tell me your hardest problem — whether it's fire prediction, tail risk, or numerical precision.
Request Free Discovery CallBased in Canada. Available for remote consulting worldwide.