can it run
19.0 GB needed of 62 GB usable — headroom for context
~62GB usable · Apple M1 Ultra · model file 18.6GB · 30B-A3B MoE
computed roofline: 800 GB/s × 0.55–0.80 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
→ Mac mini M4 (32GB) — cheapest catalog machine that runs qwen3-coder 30B-A3B MoE fully ($999)
→ every model the Apple M1 Ultra can run — full list
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