Designing the next wave of intelligent systems with Human-centered AI

Studying how automation shares control, communicates intent, and rebuilds trust when attention shifts or conditions change.

Multimodal monitoring, affect recognition, and wellbeing protocols that respect privacy while elevating comfort and safety.

Formal methods, simulation, and human-in-the-loop evaluation to validate algorithms before they reach public roads.