As AI becomes a larger part of data center workloads, it's critical to rethink traditional infrastructure designs. This whitepaper offers insights into the growing power consumption of AI, the thermal demands of high-performance GPUs, and the network requirements of large AI clusters. Learn how to address challenges like rack density, cooling solutions, and power distribution, and see what future data centers will need to support both training and inference workloads—ideal for data center managers preparing for the rise of AI and edge computing.