local intelligence

can it run

Can the NVIDIA Titan X (Pascal) 12GB run FLUX dev fp8?

NO

25.0 GB vs 12 GB usable — does not fit

12GB · Pascal · model file 23GB · dev fp8

~5.8–10 tok/s

computed roofline: 480.4 GB/s × 0.28–0.50 efficiency window / 23.0GB (Q4_K_M) — bands, never points.

Run FLUX dev fp8 on instead

Mac mini M5 Pro (64GB) — cheapest catalog machine that runs FLUX dev fp8 fully ($1669)

RTX 3090 (24GB, used) — upgrade path machine

every model the NVIDIA Titan X (Pascal) 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 X (Pascal) 12GB · fit = weights + 4k KV vs usable memory