Develops new AI models, algorithms, and architectures to advance machine intelligence and enable high-performance autonomous systems.

Ensures AI and autonomous systems behave safely, reliably, and ethically under uncertain and high-risk real-world conditions.

Designs, integrates, and validates autonomous robotic and vehicle systems capable of perception, reasoning, and safe decision-making.

Builds learning-based control systems where agents learn optimal behaviour through interaction, rewards, and trial-and-error optimisation.