THE MODEL DUEL
Live scikit-learn pipeline on Modal

Driver Anomaly Check

Enter a stat line and a fitted pipeline (a custom FormIndexEngineer transformer → StandardScaler → NearestNeighbors) scores how unusual that stat line is against every full-time driver's full 2026 season (all 28 races so far, every track), and shows the most comparable real drivers. Runs live against the deployed FastAPI / Modal endpoint — nothing here is precomputed.

Stat line