Essays

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  Why AI Struggles to Teach

  Good teaching often means withholding the answer. AI models are built to give it. Why most AI misses the thing that makes learning stick.

  2026-07-11 · education, technology

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  The Full Loop: From Learning to Proof of Capability

  The technology works. Adoption is near universal. So why can't ed-tech prove anyone is actually learning? A case for owning the full loop of capability.

  2026-06-17 · education, technology