Google now uses its custom TPU hardware to power Gemini models. This move reduces reliance on Nvidia's dominant GPU ecosystem. While AMD attempts to capture market share with its MI300 series, Google's vertical integration lowers inference costs. Hardware practitioners should monitor how this shift affects cloud pricing and model accessibility.