{
  "ok": true,
  "data": {
    "entry": {
      "id": "human-approval-queue",
      "kind": "method",
      "kindLabel": "Method",
      "title": "Keep glossary publishing human-approved",
      "body": "AI can propose a definition, but shared language deserves review. Treat Dictionary publishing like a small release: draft, inspect, approve, publish, and leave provenance behind.",
      "tag": "governance",
      "date": "2026 · 06 · 27",
      "publishedAt": "2026-06-27",
      "note": null,
      "insight": {
        "aha": "A bad shared definition compounds because future lessons and workflows inherit it.",
        "tryThis": "Stage candidate glossary definitions as drafts, require human approval, and include source or scope notes before publishing.",
        "watchFor": [
          "Model-written definitions treated as approved knowledge",
          "No provenance for why a definition changed",
          "Technically correct definitions that miss the classroom audience"
        ]
      },
      "extended": [
        "The risk is subtle. A bad definition does not only misstate one answer; it trains future readers to reason with the wrong frame.",
        "A human approval queue catches invented authority, missing caveats, audience mismatch, and definitions that are technically correct but useless in practice.",
        "The pipeline is still fast. Notes can stage the learner language, AI can draft the candidate, Dictionary can expose the reviewed term, and the notebook can link the term back into lessons."
      ],
      "url": "https://tips.platphormnews.com/entries/human-approval-queue"
    }
  }
}