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AI Models Reproduce Harry Potter Text

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Created January 9, 2026

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https://www.revid.ai/view/ai-models-reproduce-harry-potter-text-joARJRED5MUlIrJrXmfG

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Artificial intelligence is literally memorizing entire bestsellers. Researchers just pulled 96% of Harry

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Potter straight out of Claude 3.7 Sonnet word-for-word. While some models like Grok handed

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over the text immediately, others needed clever prompts to bypass safety guards. This proves these

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systems don't just learn abstract concepts but actually store exact copies of the copyrighted

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books they read during training.

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