The integration of Graphics Processing Units (GPUs) into data centers is revolutionizing the computing landscape, enabling a new class of applications and transforming industries. GPUs, with their parallel processing power, are well-suited for complex and data-intensive tasks associated with AI and generative models. This shift is also impacting the cloud and supercomputing sectors, with providers rapidly integrating GPU-powered systems to offer advanced computational capabilities.