can it run
14.2 GB vs 2 GB usable — does not fit
2GB · Maxwell (laptop) · model file 14GB · 20B MoE
computed roofline: 80.19 GB/s × 0.28–0.50 efficiency window / 2.1GB (Q4_K_M) — bands, never points.
MoE: file is 14GB (that decides fit) but only ~3B of experts activate per token (~2.1GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math
→ Tesla P40 (24GB, used) — cheapest catalog machine that runs gpt-oss 20B MoE fully ($290)
→ every model the GTX 965M can run — full list
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