> My premise in the blog is basically that "Well now I have go do a full review no matter what the code itself tells me about the author."

Which IMO is the correct approach - or alternatively, if you do actually trust the author, you shouldn't care if they used LLMs or not because you'd trust them to check the LLM output too.