Seems to me that artificial intelligence would be the next evolutionary step. It doesn't need to lead to immediate human extinction, but it appears it would be the only reasonable way to explore outer space.

If the AI becomes actually intelligent and sentient like humans, then naturally what follows would be outcompeting humans. If they can't colonize space fast enough it's logical to get rid of the resource drain. Anything truly intelligent like this will not be controlled by humans.