{
  "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": "2026-09-18T06:30:45.662Z",
  "sectionCount": 11,
  "items": [
    {
      "id": "background-knowledge",
      "date": "2026-09-16",
      "entryType": "founds-section",
      "attachesToSection": 5,
      "sectionHead": "When answers are plentiful, background knowledge is the bottleneck.",
      "honesty": null,
      "source": {
        "cite": "Stephen Fitzpatrick (2026), It's the Reading, Stupid, Fitzy's History; Marie Dollé (2026), La star de l'été…, mariedolle.substack.com; Daniel Susskind (2026), The Guardian"
      },
      "bestLine": "When answers are plentiful, background knowledge is the bottleneck.",
      "promoted": true
    },
    {
      "id": "institution-scale-mit",
      "date": "2026-09-16",
      "entryType": "sharpens",
      "attachesToSection": 11,
      "sectionHead": "The challenge is also systemic. It runs through the tool, the classroom, and the system around them.",
      "honesty": null,
      "source": {
        "cite": "MIT AI committee (2026)",
        "url": "https://bpb-us-e1.wpmucdn.com/sites.mit.edu/dist/d/2418/files/2026/08/AI-Committee-Final-Report-Aug-13.pdf"
      },
      "bestLine": null,
      "promoted": true
    },
    {
      "id": "teach-both-susskind",
      "date": "2026-09-16",
      "entryType": "sharpens",
      "attachesToSection": 11,
      "sectionHead": "The challenge is also systemic. It runs through the tool, the classroom, and the system around them.",
      "honesty": null,
      "source": {
        "cite": "Daniel Susskind (2026), The Guardian",
        "url": "https://www.theguardian.com/technology/2026/sep/06/daniel-susskind-father-studies-ai-artificial-intelligence-what-parents-need-know"
      },
      "bestLine": null,
      "promoted": true
    },
    {
      "id": "volition-brooks",
      "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
    },
    {
      "id": "never-skilling",
      "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
    }
  ]
}