Google released TPU v8, its latest custom AI chip designed for massive scale. This hardware iteration targets higher compute density and energy efficiency for training large models. Meanwhile, Tesla is building a dedicated research fab. These infrastructure plays signal a shift toward vertical integration to reduce reliance on external silicon vendors.