It rests on the hypothesis that the AI is not only dangerously intelligent but able to self-improve to levels where it can more-or-less direct an entire civilization's worth of material infrastructure towards its own goals. At that point, it would have an easy time getting a space program going, mining resources from the rest of its solar system, and eventually, achieving interstellar existence (via the sheer patience to cross interstellar distances at sublight speeds).