No single method is universally reliable; long AI answers need layered verification combining source and coherence checks.Image: IamVera.ai — original editorial illustration
Hallucination detection automatically flags that AI output is factually incorrect or not supported by the supplied context. Recent studies show that no single method works universally; treat detection as a layered workflow that combines source checking, knowledge graphs, model behaviour and internal signals with human review.
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