Work
Systems we have modeled.
The practice behind the firm has shipped models that production operations depended on.
Industrial forecasting at export scale.
For one of the largest U.S. LNG exporters: production forecasting across roughly twenty liquefaction trains, with forecast error under half a percent — accuracy that informed planning across the operation.
Simulation before it had a name.
At a federally funded research center: process simulation of nuclear fuel reprocessing — a working digital twin of an industrial process, built years before "digital twin" was a category.
Demonstrations
Proof you can audit.
Client work stays confidential, so demonstrations never ask for trust. When we show what a method can do, it runs on open data or a fully disclosed synthetic system — with the complete pipeline, walk-forward splits, and the naive baselines in the same table. If a result cannot be rerun, we do not show it.
Lineage
Where the craft comes from.
The practice behind the firm spans a doctorate in system dynamics — the discipline of modeling feedback in real systems — and fifteen-plus years of building data pipelines, forecasting models, and simulations in production.