10 gigawatts of compute capacity now power OpenAI operations within the United States. The company reached this infrastructure milestone years ahead of its original schedule. This massive energy scale supports the training of next-generation frontier models. Practitioners should expect faster iteration cycles as the firm leverages this expanded hardware footprint to scale intelligence.