can it run
170.9 GB vs 12 GB usable — does not fit
12GB · Pascal · model file 168.9GB · 552B+196B Engram MoE
computed roofline: 547.6 GB/s × 0.28–0.50 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
→ RTX 3090 (24GB, used) — upgrade path machine
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