Google's new TPU v8 chips aim to accelerate large-scale model training and inference. This hardware update arrives as Tesla builds a dedicated research fab to optimize AI silicon. These developments signal a shift toward vertical integration. Practitioners should expect faster iteration cycles and reduced compute costs for massive neural networks.