HardwareAI at the EdgeLocal LLM Microsoft's Surface Laptop Ultra: Local 120B Models, If You Have the Budget Microsoft's new Surface Laptop Ultra promises to run 120B parameter models locally, but the real cost is in the maxed-out memory configuration and untested sandboxing.