Autonomous systems are now beginning to conduct their own research. Jack Clark highlights a shift where AI manages the iterative cycle of hypothesis and testing. This trend moves beyond simple coding assistants toward full-stack discovery. Practitioners must now prepare for a world where the speed of scientific iteration is limited by compute, not human cognition.