Google's custom TPU chips represent a rare credible competitor to Nvidia in AI accelerator hardware, giving Google a vertically integrated advantage in the AI stack.

DeepSeek's models currently lag flagship models like GPT-5, Sonnet 4.5, and Gemini 3, and US export controls on advanced chips create a structural barrier to catching up, though g…