Can a mini-PC run a 31-billion-parameter model? Gemma-4-31B on AMD Strix Halo — and the memory-bandwidth wall

EVO-X2 The GMKtec EVO-X2 — AMD Ryzen AI Max+ 395 “Strix Halo”, Radeon 8060S iGPU, 128 GB unified memory. Image: GMKtec. A palm-sized box, a dense 31-billion-parameter language model, and one stubborn law of physics. We benchmarked Gemma-4-31B-it on the GMKtec…







