local intelligence

can it run

Can the Mac mini M4 Pro (64GB) run DEEPSEEK-R1 distill 70B?

TIGHT

Yes, but close to the edge. 64GB against a 54GB working set: it runs, with little room for long context windows or other processes.

~3.5–5.1 tok/s

weights 43GB + KV cache 1.25GB at 4k context vs ~62GB usable → full. 44.2 GB needed of 62 GB usable — headroom for context

computed roofline: 273 GB/s × 0.55–0.80 efficiency window / 43.0GB (Q4_K_M) — bands, never points.

explore the full catalog84 machines indexed · live prices · what each one can run

Specs

model file43GB (GGUF Q4_K_M)
minimum memory54GB working set
this machine64GB unified
paramsdistill 70B
licensemit
price$2199

Run it

model files: hugging face ↗

easy run: ollama pull deepseek-r1:70b

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