{
  "title": "How can AI enable real learning? Changes",
  "description": "Provenance ledger of contributions to the evolving map, derived from the same data that powers the #changes view.",
  "url": "https://www.damienrayuela.com/en/journal/how-can-ai-enable-real-learning/",
  "generatedAt": "2026-07-24T12:51:07.463Z",
  "sectionCount": 10,
  "items": [
    {
      "id": "volition-brooks.md",
      "date": "2026-07-07",
      "entryType": "founds-section",
      "attachesToSection": 4,
      "sectionHead": "When intelligence is plentiful, volition is valuable.",
      "honesty": null,
      "source": {
        "cite": "David Brooks, The Atlantic",
        "url": "https://www.theatlantic.com/ideas/2026/06/ai-open-ai-anthropic/687689/"
      },
      "bestLine": "When intelligence is plentiful, volition is valuable.",
      "promoted": true
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      "id": "never-skilling.md",
      "date": "2026-07-06",
      "entryType": "sharpens",
      "attachesToSection": 1,
      "sectionHead": "AI can improve performance and reduce learning.",
      "honesty": {
        "evidence": "conceptual",
        "novelty": "partly-on-map"
      },
      "source": {
        "cite": "Ke et al. (2026), Nature Medicine",
        "url": "https://doi.org/10.1038/s41591-026-04438-y",
        "via": "Sam Illingworth"
      },
      "bestLine": "A co-pilot is only useful if trainees first learn how to be pilots.",
      "promoted": false
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}