Stefan A Blalock: TPU vs GPU: Google just won !

TPU vs GPU: Google just won ! Google just trained Gemini 3 entirely on its own TPUs, no NVIDIA GPUs involved. After six generations, TPUs (Tensor Processing Units) now power YouTube, Pixel devices, and Google’s biggest models. The result? Gemini 3 beats GPT-5.1 in reasoning and accuracy. Are TPUs Google’s secret weapon to outscale NVIDIA and push toward AGI?

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