Can I Run Mistral Small 3.1 on Beelink SER9 (Ryzen AI 9, 32 GB)?

Written by Jakub Rusinowski · Last updated March 17, 2025

Yes

Yes — Mistral Small 3.1 24B at Q8_0 needs about 27.2 GB of the 32 GB usable on Beelink SER9 (Ryzen AI 9, 32 GB) (~4.8 GB spare), at ~7.3 tok/s (estimated), with room for about 32,768 tokens of context.

Confidence: high · Recommended quantization: Q8_0 · Estimated speed: ~7.3 tok/s

Beelink SER9 (Ryzen AI 9, 32 GB) — what it gives a model

Usable memory for models32 GB
Memory bandwidth256 GB/s
Form factorMini PC
Operating systemWindows or Linux
Memory upgradeableYes
Price$859 (lib/data/ai-stations.ts (street price), checked 2026-07-06)

Mistral Small 3.1 on Beelink SER9 (Ryzen AI 9, 32 GB): memory by quantization

QuantMemory neededFits 32 GB?Max contextEst. speedDownload
F1649.3 GB✗ No47.2 GB
Q8_027.2 GB✓ Yes32K~7.3 tok/s25.1 GB
Q6_K21.5 GB✓ Yes64K~9.4 tok/s19.4 GB
Q5_K_M18.9 GB✓ Yes64K~10.8 tok/s16.7 GB
Q4_K_M16.4 GB✓ Yes64K~12.5 tok/s14.2 GB
Q3_K_M12.2 GB✓ Yes64K~17.2 tok/s10.1 GB
Q2_K9.9 GB✓ Yes64K~21.7 tok/s7.8 GB

Beelink SER9 32 GB limitations

Recommended setup

Ollama or llama.cpp (CUDA/ROCm) — vLLM if you need concurrent serving

How these numbers are calculated

FAQ

Can I run Mistral Small 3.1 on Beelink SER9 (Ryzen AI 9, 32 GB)?

Yes — Mistral Small 3.1 24B at Q8_0 needs about 27.2 GB of the 32 GB usable on Beelink SER9 (Ryzen AI 9, 32 GB) (~4.8 GB spare), at ~7.3 tok/s (estimated), with room for about 32,768 tokens of context.

Which quantization of Mistral Small 3.1 should I use on Beelink SER9 (Ryzen AI 9, 32 GB)?

Q8_0 — it needs about 27.2 GB of the 32 GB available, downloads as roughly 25.1 GB, and runs at an estimated 7.3 tokens/sec with up to 32K of context.

What limits Mistral Small 3.1 on Beelink SER9 (Ryzen AI 9, 32 GB)?

Nothing binding — the model fits with headroom and generates at a usable speed on this hardware.

Which runtime should I use?

Ollama or llama.cpp (CUDA/ROCm) — vLLM if you need concurrent serving

Other Computers

Other Models on Beelink SER9 (Ryzen AI 9, 32 GB)

Mistral Small 3.1 on GPUs

What This Model Is Good At

Model & Tools

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