can it run
No. 24GB of memory can't hold the 84GB working set this model needs. A smaller quant or a bigger machine is required.
weights 67GB + KV cache 0.75GB at 4k context vs ~22GB usable → no. 67.8 GB vs 22 GB usable — does not fit
computed roofline: 273 GB/s × 0.25–0.65 efficiency window / 67.0GB (Q4_K_M) — bands, never points.
| model file | 67GB (GGUF Q4_K_M) |
| minimum memory | 84GB working set |
| this machine | 24GB unified LPDDR5X (18-core CPU / 5,120-core GPU base config) |
| params | Scout 109B A17B |
| license | llama4 (gated on HF) |
| price | $2599.99 |
easy run: ollama pull llama4:scout
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ NIMO AI Mini PC (128GB) — cheapest machine that runs it ($1999)
→ rtx-5090 — the next step up from this machine's GPU