Google released TPU v8, its latest custom AI accelerator designed for massive scale. Meanwhile, Tesla is building a dedicated research fab to optimize its own silicon. These moves signal a pivot toward vertical integration. Engineers should expect faster training cycles and lower inference costs as these specialized chips hit production.