The AI industry is shifting focus from model training to inference in 2026, as large language models become widely deployed and reasoning models generate vastly more queries. Tech giants including OpenAI, Amazon, Nvidia, and Anthropic are forming unexpected hardware partnerships and acquiring specialized inference chips to meet explosive demand that differs fundamentally from training workloads.