All beneficiariesindividualRide-hailing passengersIdeas that could help Ride-hailing passengersScenario-Adaptive Driving ProfileA software module for automated vehicles that dynamically switches between 'defensive' and 'aggressive' driving styles based on the specific traffic scenario (e.g., pedestrian crossing types) rather than using a static global setting.Why it helps: Experiences a ride that feels more aligned with human expectations of safety and efficiency across different urban scenarios.