This session examines the future of compute architectures beyond traditional GPUs to support artificial general intelligence (AGI). It will explore emerging hardware paradigms, energy considerations, memory hierarchies, and scalability challenges. Attendees will gain insight into what compute substrates AGI might require and how current infrastructure must evolve to meet them.