I lead a computational chemistry research group at the University of Oxford. We develop machine-learning / AI approaches for understanding and designing the atomic-scale structure of materials. Our interests are both in fundamental research questions and in practical applications (digital memories, re-chargeable batteries, catalysis and sustainability).