What makes these LEDs blink?
47k and 10uF determine the flashing frequency and 100 Ohm determines the current of the LEDs.

There is a small problem with it. The reverse B-E voltage of transistors  is too high due to the 9V supply voltage. With two plus diodes, this can be reduced to a safe value.