Agents built a custom inference engine: AMD MI350X serves GLM 5.3 FP8 37% faster than NVIDIA B200

yisongyue · x · 2026-10-28

Asari AI Labs reports its agents built a custom inference engine in just a few days that serves GLM 5.3 FP8 on AMD MI350X, 37% faster than on NVIDIA B200/B300 8-GPU nodes.

On SemiAnalysis' AgentX benchmark it achieves a p90 interactivity of 352 tokens/sec/user — even matching the best result for lower-precision FP4 models — with all outputs consistent with the stock implementation. Charts show MI350X + Asari AI Engine at 351.7 tok/s/user, well above B200·SGLang FP8 (255.8), B300 (251.9), and even GB300·Dynamo SGLang FP4 (342.5). Reposter Yisong Yue highlights big potential in this agent-built-inference-engine approach.

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