Skills/10
ML & Simulation
Learning systems, from scratch.
The work
Training small models, building GPTs from first principles, and running evolution and optimization simulations. Understanding the internals makes me better at using the big models.
What I deliver
- Custom models where an API isn't the right tool
- Simulations and optimization experiments
- Forecasting and scoring models
Tools
PyTorchnumpyPython3D simulation
Proof
7 projects.
Local vs Frontier Model Benchmark
Pre-registered tests of open-weight models vs Claude on adviser documents
AlpacaJev
A paper-trading bot built to measure how good a typed-judgment model is
Onyx Leopard
Open-source business simulation with AI CEO agents and real economics
WellWatch
Three-layer AI monitor for Permian produced-water chemistry and injection wells
Self-Improving Market Bot
Karpathy-style autoresearch loop for a quant strategy, gated by CPCV
Pedicle Screw Trajectory Model
Dual-view CT regression model with Core ML export for on-device use
Evolution Principles Simulation
Business-as-organism sim: NK landscapes, Lotka-Volterra, replicator dynamics