Same Cluster, 33 Points More Utilization: What Changed Was the Order

Dharma-AI built a constraint-aware GPU allocator and benchmarked it against FIFO scheduling. On identical hardware running identical workloads, utilization jumped as much as 33 points. All that changed was order.