Idle GPUs represent a massive waste of compute and capital. Hugging Face argues that poor resource management creates artificial shortages while hardware sits dormant. They propose tighter orchestration to maximize throughput. This shift forces engineers to prioritize dynamic allocation over static reservations to lower training costs and accelerate model iteration cycles.