{
  "id": 19821520,
  "title": "Google Open Sources Ambient Quality Agent (AQuA) to Diagnose Production AI Agent Failures",
  "url": "https://urgent.news/2026/11/13/google-open-sources-ambient-quality-agent-aqua-to-diagnose-production",
  "topic": "ai",
  "section": "AI",
  "published": "2026-11-13T13:53:00.000Z",
  "source": {
    "name": "InfoQ",
    "slug": "infoq",
    "url": "https://www.infoq.com/news/2026/11/google-ambient-agent-prod/"
  },
  "original_language": "en",
  "account": null,
  "summary": "Google has open-sourced AQuA, a reference implementation that analyzes production AI agent sessions, verifies recurring failure patterns, and investigates root causes against deployed source snapshots. In a 32-session replay, developers reduced seat selection bypasses from 15 sessions to two and dietary preference omissions from seven to zero after prompt changes. By Leela Kumili",
  "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."
}