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When AI Doesn't Know What It Doesn't Know

Why transparency matters when AI systems alter information—not only for users, but for the AI itself. Artificial intelligence has a transparency problem that goes deeper than whether a model refuses to answer a question. Recently, I encountered a behavior that changed the way I think about AI safeguards entirely.

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