Ordering GPU jobs wins 33 utilization points on identical hardware
A constraint-aware GPU allocator beat a FIFO scheduler by up to 33 percentage points in utilization on identical hardware, with priority-weighted output up 105%. Nothing changed but the order of allocation decisions, proving scheduling, not capacity, is the real GPU bottleneck.