Automotive-ENV: simulated cockpit benchmarkMixed-media concept setting with unchanged original AAOS captures and editable labels. Requested task illustrates passenger seat heat and front/rear defrost. Post-episode deterministic checks use final state and task trace; no example verdict is asserted. Automotive-ENV SIMULATED COCKPIT BENCHMARK 420 TASKS TASK Passenger seat heat: maximum. Front and rear defrost: on. Rear defrost Agent Act Observe Home Seat heat Front defrost After episode Deterministic checks Final state + task trace AI-GENERATED CONCEPT SETTING ORIGINAL AAOS CAPTURES