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Closed-loop CARLA benchmark for authority-aware autonomous driving: can a model obey a human traffic director (police officer, construction flagger, ambulance) when the human directive overrides the traffic rule? Tracks A/B/C, oracle-calibrated MARSHAL-Graded score.