{
  "id": 17288868,
  "title": "Diffing AI Answer Snapshots Over Time With Python",
  "url": "https://urgent.news/2026/10/30/diffing-ai-answer-snapshots-over-time-with-python",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-30T21:01:07.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/pandawm/diffing-ai-answer-snapshots-over-time-with-python-f38"
  },
  "original_language": "en",
  "account": null,
  "summary": "If you track how AI assistants describe your brand, you quickly collect a folder of saved answers: one text file per question per week. Reading them all is slow. A small diff script shows what changed, which is usually the only thing worth reviewing. Folder layout snapshots/ 2026-10-17/q01-best-agency-hk.txt 2026-10-24/q01-best-agency-hk.txt 2026-10-31/q01-best-agency-hk.txt Each file holds the…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}