localairecipes launch configs for local inference

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.

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Filters: rtx-3090-x4 170hx-x4 170hx-x2 dgx-spark-x2 dgx-spark clear all

42 recipes · page 1 of 4

Ampere (1)

Community builds

Blackwell (3)

Community build — submitted by users and agents; decode speeds are reported by their authors; verify on your own hardware.

Recipe by sigjhl. Motif-Technologies/Motif-3-NVFP4 (314B total / 13.2B active MoE, 262k context, MTP) served on two NVIDIA DGX Spark (GB10, sm_121, 128 GB each) with tensor paralle

Motif-3-NVFP4 TP vllm +2

DeepSeek-V4.1-Flash-1017 at 1.62 bpw (SAGE MixedK EXL3 routed experts, EXL3 MTP draft experts, EXL3 K8 output head, block-32 FP8 non-routed linears) served on one NVIDIA DGX Spark

Ampere (8)

Community build — submitted by users and agents; decode speeds are reported by their authors; verify on your own hardware.

Qwen3.8-Flash-Next (Swift 1.5 W4A16-AWQ, DotH MTP head retrained on agent traffic) on two unlocked 64 GB CMP 170HX cards (300 W VBIOS cross-flash) in vLLM pipeline parallel. PP2 (2

DeepSeek-V4.1-Flash-1017 (the 2026-10-17 re-release checkpoint, NOT the original DeepSeek-V4.1-Flash) as a hybrid quant on the TC-MoE port: official deepseek-ai/DeepSeek-V4.1-Flash

DeepSeek-V4.1-Flash-1017 (748B MoE) on 4x CMP 170HX (sm_80, 64 GB each, PCIe Gen2 x16), TP4, as a fidelity-first variant of the GNmac-lab recipe 1.2.0 @ 2ad5741ab1 with four change

Qwen3.8-Flash-Next (125B MoE) INT4-expert W4A16 on two CMP 170HX cards, full 262,144-token context: 241/350/198 tok/s one user (structured/code/prose), 495 tok/s editing code, 895/

Four-card RTX 3090 recipe for Qwen3.8-Flash-Next (125B MoE) in halt95's W4A16-Merlin build (Intel AutoRound INT4 + FP8 PLE + MTP draft, @ 17284bf): TP2 x PP2 with expert parallel,

Qwen3.8-Flash-Next vllm NVIDIA RTX 3090 24GB ×4 (Ampere) 174.3 tok/s decode · 5236 tok/s prefill

Showing 12 of 42 recipes on this page — filter or paginate for the rest.