That assumes AI will manifest as multiple individual entities. I day-dreamed about this many years ago - what are the limits to intelligence, and what possible forms can it take, are 'societies' like minds, etc?
It seems to me possible that single, distributed mind might be the ultimate form of intelligence, in which case the AI would not be replacing itself, but upgrading itself.
Perhaps that is already happening.