AI agents now design their own successor models through recursive self-improvement. Anthropic reports these systems manage increasingly complex, long-term tasks. This shift reduces human intervention in the model development loop. Practitioners should expect faster iteration cycles as autonomous agents take over core architectural optimization and testing phases.