local intelligence

can it run

Can the Mac mini M4 Pro (64GB) run gpt-oss 120B MoE?

STRETCH

Only with compromises. 64GB is below the 82GB working set — expect a lower quant, offloading, or heavy swap. Possible, not pleasant.

~15–22 tok/s (active-expert estimate)

weights 65GB + KV cache 0.28GB at 4k context vs ~62GB usable → tight. 65.3 of 62 GB usable — barely over; real with q8 KV cache (halves KV) or shorter context

computed roofline: 273 GB/s × 0.55–0.80 efficiency window / 9.8GB (Q4_K_M) — bands, never points.

MoE: file is 65GB (that decides fit) but only ~18B of experts activate per token (~9.8GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

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Specs

model file65GB (GGUF Q4_K_M)
minimum memory82GB working set
this machine64GB unified
params120B MoE
licenseapache-2.0
price$2199

Run it

model files: hugging face ↗

easy run: ollama pull gpt-oss:120b

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

Alternatives

NIMO AI Mini PC (128GB) — cheapest machine that runs it ($1999)

ASUS ExpertCenter Pro ET900N G3 (GB300) — this model on the biggest machine

Buy

Apple ↗ · Amazon ↗

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