Sixteen years in the making.
2010
The Cube
A multi-dimensional cube design in VBScript. 4,826 lines. Three full iterations before the architecture converged. High-probability gameplan inference on simulation-game data. The technique worked. The substrate was the limit.
2026
The Substrate Caught Up
NFL participation data: per-play personnel groupings, jersey numbers on the field, coverage shells, time-to-throw. CFBD: college coach tendencies, rookie QB college backgrounds. The cube design translates directly. What used to be a Dictionary of dictionaries in VBScript is now a Polars DataFrame on a 146 MB Parquet store.
Now
The Engine Ships
Descriptive renders for every team. A composition function that predicts coaching-hire outcomes from college lineage and roster archetypes. A Monte Carlo game simulator on the roadmap. The 2010 design didn't need to change. The data finally arrived.