Actuarial science relies on losses being possible but not inevitable. The rapid scale of generative AI deployment threatens this premise by introducing systemic risks that traditional underwriting cannot price. Insurers must now shift from historical data to real-time monitoring. This transition determines whether AI liability coverage remains solvent or becomes an uninsurable risk.