PRECISION SIMULATION TECHNOLOGY
Precision Where
Standard Tools Fail
When industry-standard tools fail on your data, we build solutions that work. Breakthrough arithmetic. Rigorous proofs. Real results.
VLA Exact Arithmetic
Proprietary error-free accumulation. Zero floating-point drift. Bit-identical results on any hardware.
- Correlation matrices
- Monte Carlo simulation
- Digital twin stability
Mixture LDT
Novel tail risk mathematics. Standard models underestimate extreme events by 10²⁷×. We capture them correctly.
- Catastrophe modeling
- Insurance tail risk
- Wildfire prediction
I'm Kyle Clouthier — a computational physics researcher and algorithm developer from Canada. My background in computational physics and numerical methods led me to create VLA exact arithmetic. When you work with SimGen, you work directly with me.
Open to consulting, contract work, or full-time positions.
What I Do
Plain English. No jargon.
Find Hidden Errors
Your simulations accumulate tiny errors every calculation. After millions of operations, these errors become huge. I find exactly where and how much.
Fix What's Broken
I've developed algorithms that eliminate these errors entirely. Same speed as standard tools, but mathematically exact. Your results become reproducible and trustworthy.
Capture Extreme Events
Standard risk models miss rare events by astronomical margins. My mathematics correctly predicts the "impossible" scenarios that actually happen in the real world.
Who I Help
Industries where precision directly impacts the bottom line.
Quantitative Finance
Risk models, correlation matrices, Monte Carlo VaR
"Higham's algorithm failed. VLA worked in 135ms."
Insurance & Reinsurance
Catastrophe models, tail risk, regulatory capital
"Found $12.6B capital gap in standard models."
Industrial & Manufacturing
Digital twins, predictive maintenance, process simulation
"$4.2M saved via zero-drift simulation."
Climate & Emergency
Wildfire modeling, climate projections, ensemble forecasts
"Predicted 10x longer firebrand travel."
Why Work With Me?
What You Get
- Analysis report — exactly where your simulation errors are and how big they are
- Custom solution — algorithms tailored to your specific problem
- Proof it works — reproducible benchmarks against ground truth
- Integration support — help implementing in your pipeline
How I Work
- 1Discovery call — understand your problem (free, 30 min)
- 2Proof of concept — demonstrate on your data
- 3Full solution — production-ready implementation
- 4Ongoing support — I stand behind my work
Proven Results
Real problems. Real data. Published methodology.
Quantitative Finance
Correlation Matrix Fix
Industry "gold standard" failed after 50 seconds. VLA: 135ms, guaranteed result.
Read case study →Insurance / Reinsurance
Catastrophe Model Gap
Standard models said LA 2025 was "1 in 10 billion years." It happened.
Read case study →Fire Science / Emergency
Wildfire Spotting Distance
LA 2025 fires jumped 1+ mile via ember transport. Models said "impossible."
Read case study →Have a Numerical Challenge?
Free 30-minute discovery call. I'll tell you honestly if I can help.
Request Discovery Call