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This research direction focuses on the dynamic interaction between human occupants and AI-based decision-making modules in high-level autonomous driving systems (ADS), with the objective of achieving complementary integration of human and machine capabilities across the perception, decision-making, and execution stages. Centered on the coordinated optimization of passenger intervention behavior and the ADS, it advances autonomous driving solutions that simultaneously deliver safety, efficiency, and user acceptance under complex operational conditions.