The future of computing hardware is at an inflection point, driven by the rise of non-Von Neumann algorithms of which Large Language Models are a primary example. The fundamental architecture that underlies all CPUs and GPUs is strained to its breaking point when faced with these non-Von Neumann algorithms. This is driving a new wave of disruptive technology innovations in devices and architectures. We explore these exciting new ideas.