can it run
Comfortably. 16GB of memory against a 9GB working set leaves headroom for context, the OS, and anything else you're running.
weights 7.1GB + KV cache 0.62GB at 4k context vs ~16GB usable → full. 7.7 GB needed of 16 GB usable — headroom for context
computed roofline: 896 GB/s × 0.60–0.80 efficiency window / 7.1GB (Q4_K_M) — bands, never points.
| model file | 7.1GB (GGUF Q4_K_M) |
| minimum memory | 9GB working set |
| this machine | 16GB GDDR7, 896 GB/s |
| params | 12B |
| license | apache-2.0 |
| price | $900 |
easy run: ollama pull mistral-nemo:12b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ every model the RTX 5070 Ti (16GB) can run — full list
→ rtx-5080 — the next step up from this machine's GPU
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