Apple's M6 Mac mini and competing mini PCs from Asus, Lenovo, and Acer are racing to become the primary devices for running AI models locally, with prices ranging from $900 to $3,700. These compact computers feature specialized AI accelerators and aim to challenge Apple's dominance, though clustering multiple machines may be necessary for meaningful on-device AI performance.