Google launched TPU v8, its latest custom AI accelerator designed for massive scale. The hardware focuses on energy efficiency and higher throughput for training large models. Meanwhile, Tesla is building a dedicated research fab to optimize silicon. These moves signal a race for vertical integration to lower inference costs for developers.