OpenAI reached its 10 gigawatt compute capacity target in the United States years ahead of schedule. This massive power scale supports the training of larger, more complex models. The achievement accelerates the company's infrastructure timeline. Practitioners should expect faster iteration cycles for next-generation frontier models as compute bottlenecks ease.