can it run
3.2 GB needed of 12 GB usable — headroom for context
12GB · RDNA2 gfx1031 · model file 2.6GB · 4B
computed roofline: 384 GB/s × 0.20–0.50 efficiency window / 2.6GB (Q4_K_M) — bands, never points. Small models (under ~4.5B) run BELOW these bands — kernel-launch overhead keeps them from saturating bandwidth (measured against community medians, 09-06).
→ Raspberry Pi 5 + AI Kit (Hailo-8L) — cheapest catalog machine that runs qwen3 4B fully ($110)
→ radeon-9070-xt — the next step up from AMD RX 6700 XT
→ every model the AMD RX 6700 XT can run — full list
→explore the full catalog84 machines indexed · live prices · what each one can run