{
  "slug": "foundations",
  "kind": "school",
  "title": "HOW DOES AI WORK",
  "blurb": "How the machine actually works.",
  "seeds": [
    {"n": 1, "status": "live", "title": "Large Language Models explained briefly", "youtube_id": "LPZh9BOjkQs"},
    {"n": 2, "status": "empty", "title": null, "youtube_id": null},
    {"n": 3, "status": "empty", "title": null, "youtube_id": null},
    {"n": 4, "status": "empty", "title": null, "youtube_id": null},
    {"n": 5, "status": "empty", "title": null, "youtube_id": null},
    {"n": 6, "status": "empty", "title": null, "youtube_id": null},
    {"n": 7, "status": "empty", "title": null, "youtube_id": null},
    {"n": 8, "status": "empty", "title": null, "youtube_id": null},
    {"n": 9, "status": "empty", "title": null, "youtube_id": null},
    {"n": 10, "status": "empty", "title": null, "youtube_id": null}
  ],
  "rules": [
    "Never invent video titles or URLs. Empty until HITL accept.",
    "Video of the day is one of the ten seeds, featured today.",
    "CEP maintains this record. SemkhorPrime routes David ideas. DAG renders later."
  ],
  "shelf": [
    {"title": "Transformers, the tech behind LLMs", "blurb": "The next 3Blue1Brown film. How that next-word machine is built.", "url": "https://www.youtube.com/watch?v=wjZofJX0v4M", "kind": "video"},
    {"title": "Transformers, written", "blurb": "The chapter page for that film.", "url": "https://www.3blue1brown.com/lessons/gpt/", "kind": "site"},
    {"title": "Attention in transformers, step-by-step", "blurb": "The follow-up film on the looking-around step this lesson names.", "url": "https://www.youtube.com/watch?v=eMlx5fFNoYc", "kind": "video"},
    {"title": "Attention Is All You Need", "blurb": "The 2017 paper this lesson points to. Vaswani and others.", "url": "https://arxiv.org/abs/1706.03762", "kind": "paper"}
  ]
}