Autonomous AI systems are now designing and building their own iterations. Jack Clark highlights a shift toward self-improving loops where models automate the research cycle. This transition removes human bottlenecks from the development pipeline. Practitioners must now prepare for an accelerated release cadence as the gap between discovery and deployment shrinks.