This episode explores the ambitious application of AI to revolutionize drug discovery, featuring Max Jaderberg, Chief AI Officer of Isomorphic Labs. Against the backdrop of AlphaFold 3's breakthrough in modeling molecular structures and interactions, the conversation delves into the limitations of traditional drug design approaches. More significantly, Jaderberg highlights the need for generalizable AI models, akin to having "half a dozen AlphaFolds," to address the vast complexity of drug design, encompassing factors beyond simple protein-molecule interactions. For instance, the discussion emphasizes the role of generative models and AI agents in navigating the immense space of potential drug molecules (10^60 possibilities), a challenge likened to the complexity of the game Go. The interview also touches upon Isomorphic Labs' partnerships with pharmaceutical giants like Novartis and Eli Lilly, showcasing the practical application of their AI-driven drug design engine. Ultimately, the episode paints a picture of a future where AI not only accelerates drug discovery but also pushes the boundaries of human understanding in biology and chemistry, potentially leading to a "GPT-3 moment" in the field, marked by AI-generated designs surpassing human intuition.