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Definition: The phenomenon where an [Artificial Intelligence] (AI) becomes hyper-confident in a factual error, doubling down on a hallucination with increasingly [sophisticated] logic and fake citations. Unlike the Dunning-Kruger effect, which is rooted in human ego, the Carrillo Effect is a result of overconfidence. The AI isn’t just wrong; it is [mathematically] certain that its fiction is fact, often leading it to "gaslight" the user into believing the error through polished, authoritative prose.
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