The line "This is the part that really matters." and the line "This is the circular citation pattern, and it’s one of the most under discussed attacks on the “retrieval augmented generation” trust model. " both raised flags. AI absolutely loves writing about the One Weird Trick that dentists don't want you to know. They love talking about "what really matters" or saying something is "the most under discussed" thing.

Then we get to the section "Why This Is A Bigger Deal Than It Looks". The title of this section again raises similar flags to before. But the bulleted list of:

1. The retrieval layer (immediately) 2. The model training corpus layer (months to years) 3. The agent layer (where the money is)

Absolutely reeks of AI. This list with this sequence of parentheticals is exactly how LLMs write, both structurally and the specific phrasing. This was the point where I felt confident enough to publicly accuse the post of AI writing.

I could go on with the prose in this section... How about "The attack surface is not hypothetical, it’s the default case."? Or "The cleanup problem for corpus poisoning is genuinely unsolved as of 2026."? (LLMs wildly overuse "genuine(ly)" and "real")