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AI features are right most of the time and wrong some of the time, often without obvious signs. This guide covers the main UX patterns for uncertainty (sources, abstention, clarifying questions, drafts, targeted flags, consistency checks, fallbacks), why raw confidence scores rarely help, and how to match design intensity to error cost.
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