local intelligence

can it run

Can the Mac mini M4 Pro (64GB) run qwen3-coder 480B A35B cloud-class?

NO

No. 64GB of memory can't hold the 363GB working set this model needs. A smaller quant or a bigger machine is required.

~0.52–0.75 tok/s

weights 290GB + KV cache 0.97GB at 4k context vs ~62GB usable → no. 291.0 GB vs 62 GB usable — does not fit

computed roofline: 273 GB/s × 0.55–0.80 efficiency window / 290.0GB (Q4_K_M) — bands, never points.

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Specs

model file290GB (GGUF Q4_K_M)
minimum memory363GB working set
this machine64GB unified
params480B A35B cloud-class
licenseapache-2.0
price$2199

Run it

model files: hugging face ↗

easy run: ollama pull qwen3-coder:480b

runs with: ollama · llama.cpp · koboldcpp · lm studio

Alternatives

ASUS ExpertCenter Pro ET900N G3 (GB300) — cheapest machine that runs it ($60000)

Buy

Apple ↗ · Amazon ↗

2026-09-17 · ← full hardware catalog · prices verified at source, may drift