can it run
Comfortably. 24GB of memory against a 7GB working set leaves headroom for context, the OS, and anything else you're running.
weights 4.9GB + KV cache 0.5GB at 4k context vs ~24GB usable → full. 5.4 GB needed of 24 GB usable — headroom for context
computed roofline: 672 GB/s × 0.48–0.72 efficiency window / 4.9GB (Q4_K_M) — bands, never points.
| model file | 4.9GB (GGUF Q4_K_M) |
| minimum memory | 7GB working set |
| this machine | 24GB GDDR6, 672 GB/s |
| params | distill 8B |
| license | mit |
| price | $900 |
easy run: ollama pull deepseek-r1:8b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ every model the Titan RTX (24GB, used) can run — full list
→ rtx-3090 — the next step up from this machine's GPU