OpenAI: GPT-5.6 Sol cut serving costs 20% by optimizing itself

OpenAI reports GPT-5.6 Sol reduced end-to-end model-serving costs by 20% and improved token-generation efficiency by 15%+ by autonomously rewriting production GPU kernels and improving speculative decoding. Sol also ran hundreds of architecture experiments to improve its own decoding model.