can it run
Comfortably. 16GB of memory against a 11GB working set leaves headroom for context, the OS, and anything else you're running.
weights 8.1GB + KV cache 1.5GB at 4k context vs ~16GB usable → full. 9.6 GB needed of 16 GB usable — headroom for context
computed roofline: 644.6 GB/s × 0.55–0.82 efficiency window / 8.1GB (Q4_K_M) — bands, never points.
| model file | 8.1GB (GGUF Q4_K_M) |
| minimum memory | 11GB working set |
| this machine | 16GB GDDR6 |
| params | 12B |
| license | gemma |
| price | $749 |
easy run: ollama pull gemma3:12b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ ASUS ExpertCenter Pro ET900N G3 (GB300) — this model on the biggest machine
→ every model the Radeon RX 9070 XT (16GB) can run — full list
→ Radeon AI PRO R9700 (32GB) — upgrade path machine
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