can it run
Comfortably. 192GB of memory against a 10GB working set leaves headroom for context, the OS, and anything else you're running.
weights 8GB + KV cache 3.12GB at 4k context vs ~190GB usable → full. 11.1 GB needed of 190 GB usable — headroom for context
computed roofline: 256 GB/s × 0.60–0.85 efficiency window / 8.0GB (Q4_K_M) — bands, never points.
| model file | 8.0GB (GGUF Q4_K_M) |
| minimum memory | 10GB working set |
| this machine | 192GB unified (160GB VRAM partition) |
| params | 13B |
| license | apache-2.0 |
| price | $5000 |
easy run: ollama pull llava:13b
runs with: ollama · llama.cpp · koboldcpp · lm studio
no alternatives — every machine in the catalog can run this one.