Stories about AI-generated fabrications in the professional world have become part of the background hum of life since generative AI hit the mainstream three years ago. Invented quotes, fake figures, and citations that lead to non-existent research have shown up in academic publications, legal briefs, government reports, and media articles. We can often understand these events as technical failures: the AI hallucinated, someone forgot to fact-check, and an embarrassing but honest mistake became a national news story. But in some cases, they represent the tip of a much bigger iceberg—the visible portion of a much more insidious phenomenon that predates AI but that will be supercharged by it. Because in some industries, the question of whether a statement is true or false doesn’t matter much

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