{
  "id": 18100197,
  "title": "Not one sentence on 461 of our pages was typed by a person, and the day a filler ingredient started answering the questions",
  "url": "https://urgent.news/2026/11/04/not-one-sentence-on-461-of-our-pages-was-typed-by-a-person-and-the",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-04T09:40:51.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/daniel_pertu/not-one-sentence-on-461-of-our-pages-was-typed-by-a-person-and-the-day-a-filler-ingredient-started-3di5"
  },
  "original_language": "en",
  "account": "The Munchable website generates content by using a synthetic input to call its domain logic. This input contains neutral elements that the logic is not intended to care about, but over time it learns to prioritize these elements. As a result, the generated pages contain the same answer, which is related to the filler ingredient. The author warns against relying on this method of content generation, as it can lead to unexpected consequences such as a lack of pages or incorrect answers. They recommend documenting the purpose of each part of the fixture to prevent similar issues in the future.",
  "summary": "A question page on Munchable's site has three things on it: a question as the heading, a direct answer, and the reason underneath. Here is one, Is mannitol low FODMAP? , and here is the index of all 461 of them . Nobody wrote the answers. Nobody could: the app that answers the same question on a phone is the product, and a page that restated what the app does in hand-written prose would be a…",
  "key_points": [
    "Entire Munchable website generated by synthetic input",
    "Neutral elements prioritize filler ingredient content",
    "Author warns against relying on this content generation method"
  ],
  "editors_take": "Prioritizing neutral elements in synthetic inputs risks degrading content quality and creates a dangerous reliance on automated logic that can produce repetitive or incorrect answers across entire websites.",
  "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."
}