Google released TPU v8, its latest custom AI accelerator designed for massive scale. The hardware optimizes training efficiency for next-generation LLMs. Meanwhile, Tesla is building a dedicated research fab to accelerate silicon development. These moves signal a race for vertical integration to reduce reliance on third-party chip suppliers and lower inference costs.