Local Boxes / compare

Comparison · capacity vs CUDA mini

AMD Ryzen AI Halo vs ASUS ROG NUC 16

Not the same job. Halo is a 128GB unified Strix Halo cube for ~70B capacity on ROCm / llama.cpp / Vulkan — not CUDA. ROG NUC 16 is a 3L laptop-RTX CUDA mini: fast while the model fits in 16GB VRAM, then the wall. You also pay a gaming tax.

HaloROG NUC 16
Street USD (Sep 2026)$3,999.99 (Micro Center list; in-store pickup only)$2,499–$3,799+
ChipRyzen AI Max+ 395Core Ultra 9 290HX+ / RTX 50 Laptop (up to 5080)
Memory128GB LPDDR5X soldered16GB GDDR7 + up to 128GB DDR5 system
Bandwidth~256 GB/s~900 GB/s class (GPU)
What it runs24B–70B class (comfortable 24B–32B; 70B possible with capacity ceiling)8B–14B class comfortable; not 70B capacity
Software stackROCm / llama.cpp / Vulkan (not CUDA)CUDA, Windows, laptop RTX
CatchSame chip as cheaper Halo minis, higher ticket; Micro Center only16GB VRAM wall; gaming tax

Who should buy Halo

You want 128GB unified capacity for 24B–70B locally, you can live without CUDA, and you will pay Micro Center list for AMD’s official Strix Halo developer box. Wrong if you need NVIDIA tooling, the cheapest Max+ 395, or a store that ships.

Full Halo page →

Who should buy ROG NUC 16

You want a compact CUDA gaming mini that also runs 8B–14B well, and you already live in the NVIDIA stack. Wrong if 70B capacity is the job.

Full ROG NUC 16 page →

They are not the same job. Halo is capacity and unified memory. ROG NUC 16 is CUDA speed while it fits in 16GB. Pick the wall you can live with.