Eventually they will indeed run out of people willing to do lower level jobs in the factories, then economic growth can move somewhere else. Bangladesh, Africa, Philippines perhaps?
Then we observe these countries whose population subset is actually able to move to a different, richer location (such as Maghreb countries) and we see apparent lack of serious economic growth, industry development and general instability.
Makes one question all of your assumptions.