{
  "ok": true,
  "data": {
    "entry": {
      "id": "think-out-loud",
      "kind": "tip",
      "kindLabel": "Tip",
      "title": "Make it think before it answers",
      "body": "Put the reasoning before the conclusion, never after. If you ask for the answer first and the explanation second, the explanation is just a story it invents to justify a choice it already made. Order matters more than wording.",
      "tag": "prompting",
      "date": "2025 · 10 · 28",
      "publishedAt": "2025-10-28",
      "note": null,
      "insight": {
        "aha": "Explanation after an answer often explains a commitment; reasoning before an answer can still change it.",
        "tryThis": "Put scratch work, constraints, and uncertainty checks before the final answer field.",
        "watchFor": [
          "Post-hoc explanations that never revise the answer",
          "A final answer that appears before evidence is considered",
          "Reasoning sections that only paraphrase the conclusion"
        ]
      },
      "extended": [
        "Autoregressive models can only condition on what they have already written. If the answer comes first, the explanation is generated to fit a token that is already locked in. It is rationalization, not reasoning.",
        "Flip the order and the reasoning tokens become real scratch space the final answer can lean on. This is the entire mechanism behind chain-of-thought, and it is why 'answer, then explain' quietly underperforms."
      ],
      "url": "https://tips.platphormnews.com/entries/think-out-loud"
    }
  }
}