GLM-5.3-Flash NVFP4 benchmarks show no per-user speedup beyond 8 concurrent requests

TheZachMueller · x · 2026-10-02

Developer Zach Mueller benchmarked GLM-5.3-Flash NVFP4 with NVIDIA AI Perf on 4x RTX 6000 Max-Q, sweeping concurrency from 1 to 32.

Key finding: scaling beyond 8 concurrent requests yields no per-user token throughput gain while TTFT keeps rising. He published a Pareto interactivity chart as a practical guide for local deployment sizing.

Related event: GLM-5.3-Flash NVFP4 Benchmark: Gains Flat Beyond 8 Concurrency(2 posts)→

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