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    <title>LLM Applications on Cognaptus</title>
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      <title>ExaCraft and the Missing Layer of AI Education: When Examples Finally Adapt</title>
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      <description>A mechanism-first reading of ExaCraft, an AI education system that treats learner behavior—not just learner profiles—as the missing layer of personalized examples.</description>
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