i.e., to rewrite its own code, and possibly rebuild its own hardware, in order to become smarter and smarter -- then its intelligence will grow exponentially, until it becomes smart enough to easily outsmart everyone on the planet.

Recursively, not necessarily exponentially. It may exploit the low hanging fruit early and improve somewhat slower once those are gone. Same conclusion applies - the threat is that it improves rapidly, not that it improves exponentially.