AI systems now automate the cycle of research and development. Jack Clark highlights a shift toward models that design, test, and refine their own architectures. This loop reduces human intervention in the discovery process. Practitioners should expect faster iteration cycles and a transition from manual prompt engineering to autonomous system optimization.