RigBaseBuildsGPUsCan it run?GuidesBest rig for…By budgetRent before you buySubmit a buildNewsletterAdvertise

Can Apple M3 Ultra run Mistral Medium 3.5 128B?

Yes. Measured 4.95 tok/s generation (MLX (mlx_lm.benchmark), FP8, 8,192-token context; source).

Every measured result for Mistral Medium 3.5 128B on Apple M3 Ultra

BuildQuant / setupEnginetok/s
Mac Studio M3 Ultra 512GB: Qwen3.8 27B and Mistral Medium 3.5 (Apple MLX benchmark)FP8, 8,192-token contextMLX (mlx_lm.benchmark)4.95source

Memory: Apple M3 Ultra has 512 GB. Mistral Medium 3.5 128B weights are about 78.3 GB at Q4_K_M (128B params × 4.89 bits ÷ 8, before context/KV cache). Arithmetic, not a measurement; long contexts need more. Check other quants in the VRAM calculator.

Speeds are decode (generation) tokens/sec as reported by each source; quant, engine and context differ, so small gaps are noise.

All measured speeds for Mistral Medium 3.5 128B: best home rig for Mistral Medium 3.5 128B.

Mistral Medium 3.5 128B on other hardware: 2x Apple M5 Ultra · 4x Apple M5 Ultra · Apple M5 Ultra

Other models measured on Apple M3 Ultra: DeepSeek R1 671B · Muse Spark Open 816B-A42B · Qwen3.8 27B · gpt-oss 20B

Not enough VRAM? Rent before you buy. Run Mistral Medium 3.5 128B on a bigger GPU on a rented 24–96 GB cloud GPU by the hour and see the real speed before spending €1,000+. Try it on Runpod
Referral link: if you sign up with Google and add $10, Runpod gives you and RigBase bonus credit (terms). It never affects our data.