> The reality is all these machines are basically PCs now

You could make the opposite argument back in the day. Arcade hardware was what home PCs, and consoles, tried to emulate. The truth is, these still use specialized hardware even if they end up targeting embedded Linux or embedded Windows (or a combination of the two). They are also incredibly efficient with their use of hardware