{
  "apiVersion": "v1",
  "passage": {
    "id": "notion-polish-feedback-coordinated-software-factories-2026",
    "text": "This is how it works today internally at Notion. Almost all of our polish and large feedback like this is actually coordinated through our software factories, both in terms of writing to the right teams and also having coding agents take the first step.",
    "context": "Sachs is showing an example of internal product feedback at Notion that she says a colleague agreed she could post.",
    "speaker": "Sarah Sachs",
    "speakerId": "sarah-sachs",
    "speakerUrl": "https://the-ai-record.com/people/sarah-sachs",
    "speakerLevel": "leader",
    "role": "Leads engineering teams for AI, Notion",
    "voice": "person",
    "organization": "Notion",
    "organizationId": "notion",
    "organizationUrl": "https://the-ai-record.com/organizations/notion",
    "aiVendor": true,
    "work": {
      "title": "Notion's Token Town",
      "type": "talk",
      "date": "2026-07-23",
      "publisher": "AI Engineer (YouTube)",
      "locator": "22:12",
      "url": "https://www.youtube.com/watch?v=-I5W5QVAT8E"
    },
    "grade": "B",
    "gradeMeaning": "The organization's own post, paper or talk.",
    "verification": {
      "status": "verified",
      "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
      "reviewedOn": "2026-11-04"
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    "topics": [
      "coding-agents",
      "internal-tools"
    ],
    "functions": [
      "engineering",
      "product"
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    "figures": [],
    "url": "https://the-ai-record.com/passages/notion-polish-feedback-coordinated-software-factories-2026",
    "json": "https://the-ai-record.com/api/v1/passages/notion-polish-feedback-coordinated-software-factories-2026.json"
  },
  "notice": [
    "Every passage is reproduced word for word from the cited source.",
    "Check the verification status: \"reported\" means not yet confirmed by an independent second reader.",
    "Organizations flagged aiVendor sell AI tools or services and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}