Validation

Does the simulator reproduce real races? We re-ran every Grand Prix (2018–2026) through the Monte Carlo engine and measured it against the real results. Each car starts from its real grid slot with its race pace; the sim plays out tyre degradation, stochastic Safety Cars, track position and DNFs. It does not use qualifying times — so this is a consistency check that the dynamics reproduce reality, not a from-cold forecast (pace comes from the race itself).

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