Program that compiles into itself
CoffeeScript to JavaScript, 2 bytes

a;


Try it


a is compiled into a;. You may try it here.
; is compiled into nothing. You may try it here.




Without ban "programs where all the commands compile into themselves", js2js would be a much better choice, IMO.