{
  "ok": true,
  "data": {
    "entry": {
      "id": "explain-inspect-repair-loop",
      "kind": "method",
      "kindLabel": "Method",
      "title": "Run the explain, inspect, repair loop",
      "body": "A strong AI walkthrough has three beats: explain the mechanism, inspect a live or concrete artifact, then repair a failure. Readers remember the loop because every abstract idea earns a visible consequence.",
      "tag": "field",
      "date": "2026 · 06 · 29",
      "publishedAt": "2026-06-29",
      "note": null,
      "insight": {
        "aha": "Readers remember a concept when they see the mechanism, inspect evidence, and repair a failure themselves.",
        "tryThis": "Frame one topic with three beats: explain the mechanism, inspect a concrete artifact, then repair the broken part.",
        "watchFor": [
          "Slides that explain without giving readers an artifact to inspect",
          "Live demos with no repair step",
          "Repairs that happen silently in the guide's head"
        ]
      },
      "extended": [
        "Explaining a concept gives readers vocabulary. Inspecting an artifact gives them evidence. Repairing a failure gives them agency.",
        "For prompt reliability, the artifact might be a bad answer. For tool safety, it might be a dry-run plan. For verification, it might be a citation that points near the claim but not under it.",
        "The loop should end with an AHA checkpoint: what changed in how the reader sees the model, not just what command they copied."
      ],
      "url": "https://tips.platphormnews.com/entries/explain-inspect-repair-loop"
    }
  }
}