Calls the next broadcast-worthy moment 20–60 seconds before it happens.
A real-time attention engine for multi-class endurance racing. From timing, GPS and telemetry it forecasts battles, inter-class traffic conflicts and pit-cycle convergences, and measures its own accuracy on every prediction.
Why multi-class endurance
Four classes, up to 60 cars, races that run from 6 to 24 hours, constant traffic between classes. A broadcast can show one battle at a time; the decisive moments are spread across the whole field.
One engine, two faces
Producer copilot
Tells a broadcast director where to look 30 seconds from now: developing battles, inter-class conflicts, a leader entering traffic.
Fan catch-up
Answers "what happened to car #57 while I was away" and "what is about to come together for it", from the same structured race events.
Evaluation first
Every prediction is logged as a decision episode: world state, confidence, model version, outcome. After each race the log yields precision, recall, lead time and false alerts per hour, wrong calls included.