AI systems now begin building their own successors. Jack Clark highlights a shift toward autonomous research loops where models propose, test, and refine their own architectures. This trend accelerates development cycles beyond human speed. Practitioners must now manage agentic workflows that iterate on code and theory without constant manual oversight.