Federal agencies are racing to adopt generative AI, but success hinges on robust, scalable infrastructure. This article outlines the significant power, storage, and compute demands of AI workloads and how existing systems fall short. It highlights strategies for modernization—like leveraging partnerships with Dell Technologies, NVIDIA, and GAI—to deliver GPU-optimized solutions, from edge devices to full-scale deployments, ensuring agencies can implement AI effectively and sustainably.