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Models, learning systems and how to tell whether they are working. 1 article.

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  1. AI belongs in the learning loop.A first-principles sketch of how AI might support durable learning, personalised practice and better teacher insight—without becoming an answer machine.AIEducationProduct17 July 202614 min read

Related work

Case studies where these ideas were put into practice.

  1. ChefA meal-planning application prototype distilled into two conversational Agent Skills with transparent Markdown memory.CASE STUDY
  2. Communiti LabsA founder retrospective on turning fragmented community feedback into defensible evidence—and learning why meaningful product impact did not sustain the company.CASE STUDY