In this session, we will provide a clear explanation of the infrastructure requirements for an era where AI becomes the core driver of corporate growth, as well as the transformations in data centers driven by the growing demand for GPUs. We will address the limitations of GPU-centric architectures that are becoming evident with the advancement of generative AI and machine learning, explore the evolution of GPU architectures, and highlight the latest trends in power, cooling, and high-density configurations. Furthermore, we will present an optimized AI infrastructure model that combines on-premises and cloud environments, core and edge data centers leveraging urban data centers, and demonstrate the value delivered by TIS INTEC Group—from GPU platform selection to design, construction, and operation.