InfoQ - Quality - News https://www.infoq.com InfoQ Quality News feed Google Open Sources Ambient Quality Agent (AQuA) to Diagnose Production AI Agent Failures https://www.infoq.com/news/2026/11/google-ambient-agent-prod/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Quality-news <img src="https://res.infoq.com/news/2026/11/google-ambient-agent-prod/en/headerimage/generatedHeaderImage-1792894383462.jpg"/><p>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.</p> <i>By Leela Kumili</i> Agentic AI Architecture Quality Monitoring AI Architecture Google Observability Architecture & Design Development AI, ML & Data Engineering news Fri, 13 Nov 2026 13:53:00 GMT https://www.infoq.com/news/2026/11/google-ambient-agent-prod/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Quality-news Leela Kumili 2026-11-13T13:53:00Z /news/2026/11/google-ambient-agent-prod/en