Run Qwen3.8 Flash-Next 180B on a Dedicated Mac

Qwen3.8 Flash-Next 180B needs about 104 GB of memory at 4-bit. It runs on our Mac Studio M5 Ultra 256GB at about 106–134 tokens per second, from $1,199/mo.

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.

  • Mac Studio M4 Max 128GB
    57–77 tokens/sec · tight fit
    from $499/mo
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  • Mac Studio M5 Max 128GB
    63–84 tokens/sec · tight fit
    from $569/mo Available Nov 10, 2026
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  • Mac Studio M5 Ultra 256GB Best value
    106–134 tokens/sec
    from $1,199/mo Available Nov 16, 2026
    Order
  • 2× Mac Studio M5 Ultra 256GB Cluster Cluster
    87–106 tokens/sec
    from $2,399/mo Available Nov 16, 2026
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  • Mac Studio M5 Ultra 512GB
    106–134 tokens/sec
    from $2,499/mo Available Dec 30, 2026
    Order
  • 2× Mac Studio M5 Ultra 512GB Cluster Cluster
    87–106 tokens/sec
    from $4,999/mo Available Dec 30, 2026
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  • 4× Mac Studio M5 Ultra 512GB Cluster Cluster
    65–74 tokens/sec
    from $9,999/mo Available Dec 30, 2026
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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.

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