> The approach of generating something and then looking for hallucinations is just stupid. To validate the output I have to be an expert.
No. You only need to check for sources, and then verify these sources exist and they support the claims.
It's the very definition of "fact".
In some cases, all you need to do is check if a URL that was cited does exist.