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#constraint-aware allocator

1 story tagged constraint-aware allocator.

Slope chart comparing GPU utilization under FIFO versus a constraint-aware allocator across seven benchmark scenarios. Training-heavy improved most, from 53.6% to 87.0%, a 33-point gain. Scale test stayed flat at 44.9%. Uniform priority rose from 76.8% to 87.5%.

GPU scheduling order recovers 33 points without new hardware

Constraint-aware GPU scheduling lifted utilization 33 points and doubled priority-weighted output over FIFO, at 15ms per decision on 64-GPU clusters.

Lars Cornelissen · Aug 18, 2026