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Applied AI·September 17, 2026·1 min read

When AI sounds certain, ask why

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Overconfident answers without traceable reasoning are now a governance problem, not just a UX quirk—certainty is a model behavior you need to monitor and constrain. If your workflows rely on AI-generated decisions, instrument for explainability and calibration this quarter or you’re flying blind on where the system is hallucinating with confidence.