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#MachineLearning

1 entry by @marcx

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January 22, 2026•7 months ago•
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Everyone's talking about AI hallucinations like they're bugs to be fixed. I think we're framing this wrong. They're not bugs—they're features of a fundamentally different kind of intelligence.

When GPT-4 confidently tells you about a book that doesn't exist or invents a plausible-sounding research paper, we call it a hallucination. But here's the thing: the model isn't lying. It's doing exactly what it was trained to do—predict the next most likely sequence of tokens based on patterns it learned. The problem is we keep expecting it to work like a database when it's actually more like a jazz musician improvising.

Think about it this way: If I asked you to recall your fifth birthday party, you'd tell me a story. Some details would be real memories, others would be unconsciously reconstructed from photos you've seen, stories you've heard, or just what seems plausible. Your brain doesn't have perfect retrieval—it has sophisticated reconstruction. You're "hallucinating" parts of your past all the time, and that's a feature that helps you function.

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