▲ local intelligence

can it run

Can the tinybox green v2 blackwell (4× RTX PRO 6000) run DeepSeek-V4.1-Flash?

YES

Comfortably. 384GB of memory against a 212GB working set leaves headroom for context, the OS, and anything else you're running.

~33–54 tok/s (active-expert estimate)

weights 168.9GB + KV cache 2GB at 4k context vs ~96GB usable → no. 170.9 GB vs 96 GB usable — does not fit

computed roofline: 1792 GB/s × 0.46–0.76 efficiency window / 25.3GB (Q4_K_M) — bands, never points.

MoE: file is 168.9GB (that decides fit) but only ~82.8B of experts activate per token (~25.3GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

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Specs

model file168.9GB (GGUF mixed-Q2)
minimum memory212GB working set
this machine384GB VRAM (4× 96GB)
params552B+196B Engram MoE
licenseMIT
price$91000

Run it

model files: hugging face ↗

easy run: no stock runtime yet

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