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 ...

We don’t really need most of the components on top of the chip (especially the status LED on the SCK line ... That one is a full Arduino, but the circuit board has no substrate.