OpenAI reached its 10 gigawatt AI compute capacity target in the United States years ahead of schedule. This massive power scale supports the training of increasingly large models. The achievement accelerates the company's infrastructure timeline. Practitioners can expect faster iteration cycles as compute constraints ease for the next generation of frontier models.