This seems like a particularly limited view of what a machine is. Specifically expecting it to behave deterministically.
Building on AI seems more like building on a foundation of sand, or building in a swamp. You can probably put something together, but it's going to continually sink into the bog. Better to build on a solid foundation, so you don't have to continually stop the thing from sinking, so you can build taller.