can it run
Comfortably. 192GB 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 ~190GB usable → full. 7.7 GB needed of 190 GB usable — headroom for context
computed roofline: 256 GB/s × 0.60–0.85 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 | up to 192GB LPDDR5X (160GB GPU-assignable) |
| params | 12B |
| license | apache-2.0 |
| price | $4500 |
easy run: ollama pull mistral-nemo:12b
runs with: ollama · llama.cpp · koboldcpp · lm studio
no alternatives — every machine in the catalog can run this one.