Google released TPU v8, its latest custom accelerator designed for massive model training. The hardware focuses on increasing compute density and energy efficiency. Tesla simultaneously launched a dedicated research fab to iterate on AI silicon. These moves signal a race for vertical integration to lower the soaring cost of inference.