The Natural Language Processing and Conversational AI Laboratory studies the training and inference of the foundation models that underpin generative AI, and develops optimised training for multimodal agents and technology for commercial use in vertical domains. In reasoning it teaches AI to acquire chains of reasoning for solving problems, so that it produces trustworthy responses and actions, and studies large AI training and inference that supports decisions at an expert level.