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Agentic Serving on ShareGPT (vLLM, 32 concurrent sessions)

0.86P50 TTFT (Warm Rounds, r2-3) RatioUltraQuant
0.8170.83850.860.8815Jun 18, 2026

Evaluation results

MethodLinks
UltraQuantModel=MiniMax-M2.5, Tensor Parallelism (TP)=2, Hardware=AMD MI355X, Baseline comparison=FP8 KV2026.060.863.472.31.63