OpenAI reached its 10 gigawatt compute capacity target in the United States years ahead of schedule. This massive power scale supports the training of next-generation models. The acceleration suggests a faster deployment cycle for frontier AI. Practitioners should expect more frequent, larger model updates as OpenAI secures this infrastructure.