You could put the Arduino in deep sleep, if you wanted to and that LED will still blink. With a little work, you could probably adapt this idea to any number of circuits out of the 555 playbook ...

What’s the 7493 driven by? You guessed it: the venerable 555 Timer. And so it is that the 555 timer runs The Most Important Device In The Universe.