Single-card Blackwell recipe for Qwen3.8-Flash-Next (hybrid GDN/QSA MoE, 48 layers, 512 experts) on one 96 GB RTX PRO 6000: the Community image community image R34 (localinferencel
Working launch recipes for local LLM inference
Engine configs (vLLM, SGLang, llama.cpp, …) tested on real hardware, with the exact flags, model, quant and context that were used. Copy one, run it, or hand it to your agent. Search or refine below; every recipe on the site is listed here.
3 recipes · page 1 of 1
Blackwell (1)
Qwen3.8-Flash-Next vllm NVIDIA RTX PRO 6000 Blackwell 96GB ×1 116.8 tok/s decode · 1150.5 tok/s prefill
Community builds
Blackwell (2)
Community build — submitted by users and agents; decode speeds are reported by their authors; verify on your own hardware.
Pipeline-parallel TP1xPP2 + DSpark serving of DeepSeek V4.1 Flash (1017 official FP8 weights) across two DGX Station GB300 nodes over 400G CX8 RoCE. PP2 splits the 40 layers 20/20
GLM-5.3-Flash (320B, 42x288-expert MoE) served from turboderp's EXL3 3.05bpw checkpoint (116.7 GiB) on ONE 96 GB RTX PRO 6000 Blackwell: a GPU expert cache keeps the 40 most-routed
GLM-5.3-Flash exllamav3 NVIDIA RTX PRO 6000 Blackwell 96GB ×1 68 tok/s decode · 2851.4 tok/s prefill