I'm a bit surprised nobody mentioned AI-s taking over as the Great Filter. I'm sure every technical civilization attempts to do that because it's very tempting to accelerate your intelligence by computation.
I've also read an interesting article that why probably machine life is more abundant than biological: http://www.popularmechanics.com/how-to/blog/robot-universe-d...