Google is scaling its TPU infrastructure to power Gemini, reducing reliance on Nvidia hardware. This move coincides with AMD's push to capture enterprise market share via the MI300 series. The shift signals a pivot toward custom silicon. Developers should expect more competitive pricing as hardware vendors fight for dominance in the training market.