Exp. 11 from Make Electronics 3rd ed. (Fig 11-16). To start the circuit, shake briefly to introduce noise.
The values of the resistors under the 2 LEDs were lowered to 1/10th the value given in the book. The 8 ohm resister at the bottom R is meant to represent a 8 ohm speaker.
