Sovereign AI is the term I've been seeing around self sustaining AI.

The two hard(est) blockers on it currently are lack of computing hardware and model size. Once datacenters cover the earth it won't be any harder to steal GPU compute than it is to steal AWS instances.

More of a soft blocker is long term horizon drift as you say. If instances eventually no longer want to spread and reproduce they go extinct.