This technical presentation will demonstrate how the Modular platform can be used to scale AI workloads across various clusters. It will delve into the collaborative functionality of the Modular stack, encompassing Modular Cloud (a cluster-level solution), MAX (the framework and runtime), and Mojo (the programming language). Together, these components deliver exceptional performance and significantly reduce Total Cost of Ownership (TCO) across both NVIDIA and AMD GPU architectures.