The system that tells you when to pit — and knows it might be wrong.

A crew chief makes forty or more split-second decisions per race. Pit timing. Fuel strategy. Tire management. Caution responses. The AI Crew Chief is a real-time decision-support system that processes telemetry, historical track data, competitor positions, and fuel/tire models to surface the optimal decision at each decision point.

The human crew chief is in command. The AI does not make the call — it surfaces the information in a format that allows the human to make the call faster and with more complete data. The override architecture was the first thing we built. That's not a limitation — that's the design.

What the system doesn't do: It does not predict tire failures. It does not account for incidents it hasn't seen. It does not override the crew chief. When the model is uncertain, it says so.