Stuart discusses the timeline for superintelligent AGI, suggesting it may not arrive soon due to fundamental gaps in our current algorithms. He emphasizes that existing deep learning systems lack the ability to accumulate knowledge like humans do, as they struggle to apply learned concepts to new problems. By integrating a more flexible approach to learning, we could enhance our understanding and development of AI.