A deployed F1 commentary system pairs a calibrated Monte Carlo race simulator (held-out Brier 0.0745) with a verifier-gated language model that publishes only state-supported claims, confirmed at two live Grands Prix.
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Pitwall: Faithful Natural-Language Race-Strategy Briefings from a Calibrated Real-Time Monte Carlo Engine
A deployed F1 commentary system pairs a calibrated Monte Carlo race simulator (held-out Brier 0.0745) with a verifier-gated language model that publishes only state-supported claims, confirmed at two live Grands Prix.