GPT-5.6 Sol optimizes its own infrastructure, cutting serving costs 20%

OpenAI reports GPT-5.6 Sol autonomously rewrote production GPU kernels, cutting end-to-end model-serving costs by 20% and improving token-generation efficiency by 15%+ via improved speculative decoding. The model also designed and ran hundreds of architecture experiments to optimize its own inference.