local intelligence

can it run

Can the Mac Studio M4 Max (128GB) run qwen3.8 27B?

YES

Comfortably. 128GB of memory against a 21GB working set leaves headroom for context, the OS, and anything else you're running.

~18–26 tok/s

weights 16.5GB + KV cache 2GB at 4k context vs ~126GB usable → full. 18.5 GB needed of 126 GB usable — headroom for context

computed roofline: 546 GB/s × 0.55–0.80 efficiency window / 16.5GB (Q4_K_M) — bands, never points.

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Specs

model file16.5GB (GGUF Q4_K_M)
minimum memory21GB working set
this machine128GB unified
params27B
licenseapache-2.0
price$3499

Run it

model files: hugging face ↗

easy run: ollama pull qwen3.8:27b

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

Alternatives

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