can it run
1.0 GB needed of 8 GB usable — headroom for context
8GB · Turing TU106 · model file 0.6GB · 0.6B
computed roofline: 448 GB/s × 0.48–0.72 efficiency window / 0.6GB (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 0.6B fully ($110)
→ RTX 3090 (24GB, used) — upgrade path machine
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