In 1, 2 and 3, any progress stops because no one is making new means of production, so we must stop population from growing. No? Who’s building the factories or whatever those means of production are?
In the hypothetical where humans can no longer be employed because of AI, it is necessarily the case that AI must be able do any job at least as well as the best human for that job. That includes building factories, doing research.