Why is android bad here? An android launcher can create the illusion of a single purpose device. What difference does it make? Battery life?
If you gonna have a single-purpose device - make it analog (or close to analog)!
Don't give it a perceptible boot-time and all the other flaws that come with general-purpose computing. Don't make the user have to "wake up the device", let alone have to visually confirm that it is woken-up, before they can switch to the next song.