They sometimes start improving again. In the context of your comment, look how the cost/kg to LEO has suddenly dropped radically. This was mostly due to institutional change that allowed previous non-technological barriers to improvement to be bypassed.

Even if AI stops merely at solving Erdos problems (merely...), metabolizing it would take decades.