local intelligence

can it run

Can the Framework Desktop (192GB, PRO 495) run qwen3 235B-A22B MoE?

TIGHT

Yes, but close to the edge. 192GB against a 178GB working set: it runs, with little room for long context windows or other processes.

~12–16 tok/s (active-expert estimate)

weights 142GB + KV cache 0.73GB at 4k context vs ~190GB usable → full. 142.7 GB needed of 190 GB usable — headroom for context

computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 13.3GB (Q4_K_M) — bands, never points.

MoE: file is 142GB (that decides fit) but only ~22B of experts activate per token (~13.3GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

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Specs

model file142GB (GGUF Q4_K_M)
minimum memory178GB working set
this machine192GB LPDDR5X
params235B-A22B MoE
licenseapache-2.0
price$4499

Run it

model files: hugging face ↗

easy run: ollama pull qwen3:235b-a22b

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

Alternatives

ASUS ExpertCenter Pro ET900N G3 (GB300) — cheapest machine that runs it ($60000)

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

Buy

Framework ↗ · Amazon ↗

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