▲ local intelligence

can it run

Can the Surface Laptop Ultra (24GB) run qwen3 30B-A3B MoE?

TIGHT

Yes, but close to the edge. 24GB against a 24GB working set: it runs, with little room for long context windows or other processes.

~37–95 tok/s (active-expert estimate)

weights 18.6GB + KV cache 0.38GB at 4k context vs ~22GB usable → tight. 19.0 of 22 GB usable — keep context modest

computed roofline: 273 GB/s × 0.25–0.65 efficiency window / 1.9GB (Q4_K_M) — bands, never points.

MoE: file is 18.6GB (that decides fit) but only ~3B of experts activate per token (~1.9GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

→explore the full catalog97 machines indexed · live prices · what each one can run

Specs

model file18.6GB (GGUF Q4_K_M)
minimum memory24GB working set
this machine24GB unified LPDDR5X (18-core CPU / 5,120-core GPU base config)
params30B-A3B MoE
licenseapache-2.0
price$2599.99

Run it

model files: hugging face ↗

easy run: ollama pull qwen3:30b-a3b

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

Alternatives

→ Mac mini M5 Pro (64GB) — cheapest machine that runs it ($1669)

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

→ rtx-5090 — the next step up from this machine's GPU

Buy

Microsoft (direct) ↗

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