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Notes on AI Adoption

Original research and perspectives on AI readiness, organizational capacity building, and responsible implementation in education and enterprise.

AI Isn't a Tool Problem. It's a Skill Problem.

Every tech tool that achieved mass adoption in education had a one-sentence purpose. AI doesn't. Here's what that means for institutions — and why the investment model needs to change.

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