can it run
Only with compromises. 8GB is below the 10GB working set — expect a lower quant, offloading, or heavy swap. Possible, not pleasant.
weights 8GB + KV cache 3.12GB at 4k context vs ~6GB usable → no. 11.1 GB vs 6 GB usable — does not fit
computed roofline: 68 GB/s × 0.25–0.65 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 | 8GB unified |
| params | 13B |
| license | apache-2.0 |
| price | $499 |
easy run: ollama pull llava:13b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ Tesla P100 (16GB, used) — cheapest machine that runs it ($135)
→ every model the Jetson Orin Nano Super dev kit can run — full list