▲ local intelligence

can it run

Can the tinybox pro v2 black (8× RTX PRO 6000 Blackwell) run qwen3-coder 480B A35B cloud-class?

YES

Comfortably. 768GB of memory against a 363GB working set leaves headroom for context, the OS, and anything else you're running.

~2.8–4.7 tok/s

weights 290GB + KV cache 0.97GB at 4k context vs ~96GB usable → no. 291.0 GB vs 96 GB usable — does not fit

computed roofline: 1792 GB/s × 0.46–0.76 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 machine768GB VRAM (8× 96GB)
params480B A35B cloud-class
licenseapache-2.0
price$200000

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) — this model on the biggest machine

Buy

tinygrad ↗ · Amazon ↗

2026-10-08 · ← full hardware catalog · prices verified at source, may drift