local intelligence

can it run

Can the NVIDIA Titan V 12GB run GLM-5.3-Flash (Ox Alpha)?

NO

166.0 GB vs 12 GB usable — does not fit

12GB · Volta · model file 164GB · 320B-A18B MoE

~33–54 tok/s (active-expert estimate)

computed roofline: 652.8 GB/s × 0.46–0.76 efficiency window / 9.2GB (Q4_K_M) — bands, never points.

MoE: file is 164GB (that decides fit) but only ~18B of experts activate per token (~9.2GB streamed) — band below is the active-expert estimate, optimistic; community MoE rows run several× the naive bandwidth math

Run GLM-5.3-Flash (Ox Alpha) on instead

ASUS ExpertCenter Pro ET900N G3 (GB300) — cheapest catalog machine that runs GLM-5.3-Flash (Ox Alpha) fully ($60000)

tesla-v100-32gb — the next step up from NVIDIA Titan V 12GB

every model the NVIDIA Titan V 12GB can run — full list

explore the full catalog90 machines indexed · live prices · what each one can run
2026-09-24 · ← all models on the NVIDIA Titan V 12GB · fit = weights + 4k KV vs usable memory