g5g vs g6 for LLM Serving: the Same Code, and 3.7x the Throughput

<p>FP8 gave us a clean 1.5x on Qwen3-8B serving throughput on an RTX PRO 6000 Blackwell (1,725 to 2,597 tok/s at concurrency 32, vLLM). The uncomfortable question is always the

<p>This article provides a step by step deployment guide for Gemma 4 E2B onto the two cheapest<br /> whole GPU CUDA instances AWS sells, and compares what they cost to run. A

<p>On sm_120 and sm_121, a model that will not serve often fails in one cell: one runtime version, one MoE or GEMM backend, one quantization, one topology. Change a single axis

<!-- SC_OFF --><div class="md"><p>Hey everyone, I've been working on getting Multi-Token Prediction (MTP) working with quantized GGUFs for Qwen3-27B and the results are pretty