Macs that run Qwen3.8 Flash-Next 180B
At 4-bit with a 32K-token context. Speeds are estimates; see real measurements on the calculator page.
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Mac Studio M4 Max 128GB57–77 tokens/sec · tight fitfrom $499/moOrder
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Mac Studio M5 Max 128GB63–84 tokens/sec · tight fitfrom $569/mo Available Nov 10, 2026Order
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Mac Studio M5 Ultra 256GB Best value106–134 tokens/secfrom $1,199/mo Available Nov 16, 2026Order
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2× Mac Studio M5 Ultra 256GB Cluster Cluster87–106 tokens/secfrom $2,399/mo Available Nov 16, 2026Order
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Mac Studio M5 Ultra 512GB106–134 tokens/secfrom $2,499/mo Available Dec 30, 2026Order
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2× Mac Studio M5 Ultra 512GB Cluster Cluster87–106 tokens/secfrom $4,999/mo Available Dec 30, 2026Order
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4× Mac Studio M5 Ultra 512GB Cluster Cluster65–74 tokens/secfrom $9,999/mo Available Dec 30, 2026Order
Why it runs well on a Mac
Language models have to sit entirely in memory, and generating each word means reading through them again. Apple Silicon puts up to 512 GB of fast unified memory on one chip that the GPU can use directly, so a model like this fits on one quiet machine instead of a stack of graphics cards.
Qwen3.8 Flash-Next 180B is a mixture-of-experts model: of its 180 billion parameters, only about 6 billion are used for each word. It needs memory for all of them but runs at the speed of a much smaller model.