AI systems are transitioning toward building themselves. Jack Clark highlights a trend where models automate the research and development cycle. This shift moves beyond simple coding assistance to autonomous discovery. Practitioners should prepare for a feedback loop where model iterations accelerate independently of human intervention, drastically shortening the traditional research cycle.