A 33% increase in GPU utilization resulted solely from changing the order of jobs in a cluster. Hugging Face researchers found that scheduling long-running tasks before shorter ones prevents resource fragmentation. This simple logic shift maximizes hardware efficiency without requiring new infrastructure. Practitioners can immediately reduce compute waste by optimizing their queue priority.