Idle GPUs represent a massive waste of compute capital. Hugging Face argues that poor orchestration turns expensive hardware into dormant assets. They advocate for dynamic scheduling to maximize throughput. This shift forces engineers to prioritize resource efficiency over simple allocation to lower operational costs and accelerate model training cycles.