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Best home rig for Qwen3.6 35B-A3B

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Real, measured generation speeds for Qwen3.6 35B-A3B on home hardware, fastest first. Different quants/engines aren't directly comparable.

BuildQuantEnginetok/sCost
RTX 5090: 2026 models (llamabench community)llama-bench tg128 (quant per result)llama.cpp258source
4x RTX 3090 lab: Qwen3.6 on vLLM vs llama.cppAWQ-INT4 + MTP-3 (TP=2)vLLM225-231source
4x RTX 3090 lab: Qwen3.6 on vLLM vs llama.cppAWQ-INT4 (TP=2)vLLM149source
RTX 3090: 2026 models (llamabench community)llama-bench tg128 (quant per result)llama.cpp146-153source
Single RTX 3090: Qwen3.6 35B-A3B (Giles Thomas)Q4 GGUF, all layers on GPU, ~90K ctxllama.cpp CUDA139.6source
4x RTX 3090 lab: Qwen3.6 on vLLM vs llama.cppIQ4_XS (1 GPU)llama.cpp115-133source
HP OmniBook Ultra 16 (RTX Spark N1X, 128GB) laptop: local AI benchmarksOllama default, 64K context, Codex CLI coding agentOllama89.5$6,230 (≈€5,559)source
Strix Halo (Radeon 8060S, 96 GB): 2026 models (llamabench community)llama-bench tg128 (quant per result)llama.cpp50.2-62.4source
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FAQ

How much VRAM does Qwen3.6 35B-A3B need?

The weights are about 21.7 GB at Q4_K_M (35.51B params × 4.89 bits ÷ 8, before context/KV cache). Add memory for context (KV cache) and the runtime. The smallest-memory setup with a measured result here, fully in memory, is RTX 3090 (24 GB) at 146-153 tok/s.

What is the fastest measured hardware for Qwen3.6 35B-A3B?

RTX 5090: 258 tok/s generation (llama.cpp, llama-bench tg128 (quant per result)), from https://llamabench.ai/browse/rtx5090.

Which GPUs have measured results for Qwen3.6 35B-A3B?

2x RTX 3090, RTX 3090, RTX 5090, RTX Spark N1X.

Can it run on… 2x RTX 3090 · RTX 3090 · RTX 5090 · RTX Spark N1X

Related: what GPU do you need for 2026 models · all builds