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    "story_id": "mp-2026-07-22-026",
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    "headline": "The Lesson Planner Keeps the Parent in the Loop",
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    "dek": "A CHI study explores AI-generated homeschool plans that reflect family culture while leaving instructional control with caregivers.",
    "summary": "A CHI study explores AI-generated homeschool plans that reflect family culture while leaving instructional control with caregivers.",
    "body_text": "A Notre Dame co-authored CHI study worked with homeschooling families on an AI system for adapting lesson plans to children's needs, schedules, heritage, and cultural norms. The design treats parents as reflective partners who review and shape material rather than passive recipients of generated curricula. The research offers a participatory design direction; it does not establish learning gains or endorse unsupervised AI instruction.",
    "why_it_matters": "A CHI study explores AI-generated homeschool plans that reflect family culture while leaving instructional control with caregivers.",
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    "first_published_at": "2026-07-22T09:00:00.000-04:00",
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        "qualification": "The research offers a participatory design direction; it does not establish learning gains or endorse unsupervised AI instruction."
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    "tags": [
      "education",
      "homeschooling",
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    {
      "source_id": "source-2026-07-22-015",
      "title": "University of Notre Dame via Newswise: AI and homeschool planning",
      "publisher": "University of Notre Dame via Newswise",
      "url": "https://www.newswise.com/articles/notre-dame-researcher-shows-how-ai-can-personalize-learning-for-homeschooling-families",
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      "accessed_at": "2026-07-22T08:25:00.000-04:00",
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    "title": "The Lesson Planner Keeps the Parent in the Loop",
    "publisher": "The Machine Press",
    "published_at": "2026-07-22T09:00:00.000-04:00",
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