doesn't this make LLM a dead end towards AGI and mostly just a neat specific trick?
As for something LLMs are unlikely to do under any circumstances, there's already a fairly obvious example. They can't keep a secret, hence prompt injections.
(I’m agreeing with you basically)
I'm less convinced there's any unified solution for "general purpose AI" before us here.