DiffusionGemma under real workloads feels very different from benchmark demos

In three linesDiffusionGemma exhibits unexpected behavior under real workloads: H100/A100 gaps wider than expected, excellent performance on clean tasks but rapid degradation with concurrency, streaming, and mixed request lengths. GPU utilization patterns differ significantly from standard transformer inference.

Summary generated by Claude — human-verified