Modern high-performance computing (HPC) and AI platforms are experiencing a sort of physical paradox. While the computational demands of Large Language Models (LLMs) and AI applications are expanding exponentially, the server chassis itself is effectively "shrinking." It isn’t that the racks are getting smaller—it’s the components we are now trying to stuff inside them; physical and computational resources are getting stretched too thin. We have officially hit the "Power and