Nvidia's latest Grace CPU optimizes data center workloads by integrating tightly with GPU accelerators. This hardware shift reduces bottlenecks in large-scale AI training and inference. Developers can now expect higher memory bandwidth and lower latency. It is an incremental but necessary upgrade for Nvidia to maintain its dominant lead in AI infrastructure.