can it run
1.8 GB needed of 8 GB usable — headroom for context
8GB · Pascal (laptop) · model file 1.4GB · 1.7B
computed roofline: 256.3 GB/s × 0.28–0.50 efficiency window / 1.4GB (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 1.7B fully ($110)
→ every model the GTX 1070 Mobile can run — full list
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