{
  "id": 19651504,
  "title": "Getting Reliable Structured Outputs from LLMs: Validation, Retries and Constrained Decoding",
  "url": "https://urgent.news/2026/11/12/getting-reliable-structured-outputs-from-llms-validation-retries-and",
  "topic": "ai",
  "section": "AI",
  "published": "2026-11-12T11:00:00.000Z",
  "source": {
    "name": "Machine Learning Mastery",
    "slug": "machine-learning-mastery",
    "url": "https://machinelearningmastery.com/getting-reliable-structured-outputs-from-llms-validation-retries-and-constrained-decoding/"
  },
  "original_language": "en",
  "account": null,
  "summary": "The fixture suite turns the sentences above into fourteen test cases, from a missing required key and a code fence around the JSON to a fabricated quote, a refusal and exhaustion with no fourth call.",
  "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."
}