AI systems are transitioning from static tools to autonomous researchers. Jack Clark highlights a shift where models now automate the discovery and implementation of new capabilities. This recursive loop accelerates development cycles. Practitioners must now prepare for a landscape where the pace of model improvement is driven by the models themselves rather than human engineers.