local intelligence

can it run

Can the CPU-only (DDR5-5600 dual-channel) run gemma3 4B?

FULL

3.8 GB needed of 14 GB usable — headroom for context

~14GB usable · CPU (DDR5) · model file 3.3GB · 4B

~12–19 tok/s

computed roofline: 89.6 GB/s × 0.45–0.70 efficiency window / 3.3GB (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).

Run gemma3 4B on instead

Raspberry Pi 5 + AI Kit (Hailo-8L) — cheapest catalog machine that runs gemma3 4B fully ($110)

every model the CPU-only (DDR5-5600 dual-channel) can run — full list

explore the full catalog84 machines indexed · live prices · what each one can run
2026-09-17 · ← all models on the CPU-only (DDR5-5600 dual-channel) · fit = weights + 4k KV vs usable memory