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Physics-informed F1 lap simulation. Six coupled ODEs integrated along arc length: velocity, slip angle, ERS state of charge, fuel mass, tyre temperature, and tyre wear. Gaussian thermal grip window, spatial aero mode filter, and regen/deploy gate logic. No ML. No proprietary data. One Python file runs the full lap.