From Cloud to HPC: The Reality of Running Code on a $200M Supercomputer

The shift from flexible cloud environments to High-Performance Computing (HPC) reveals fundamental differences in infrastructure management and performance optimization. Understanding these architectural constraints is becoming essential for developers as large-scale AI research pushes beyond the limits of traditional cloud services.