AI systems are transitioning toward building themselves. This shift moves beyond simple coding assistance toward autonomous research and development cycles. Jack Clark highlights that this automation accelerates the iteration loop for new architectures. Practitioners must now prepare for a development pace driven by machine-led discovery rather than human manual labor.