Google is designing custom silicon specifically to optimize Gemini model performance. This move reduces reliance on Nvidia and leverages internal hardware for better inference efficiency. While AMD competes for data center share, Google's vertical integration targets lower operational costs. Engineers can expect tighter hardware-software coupling for future multimodal deployments.