{"type": "article", "title": "Canary Agentic Autofix With Failure Classes and Reliability Gates", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/canary-agentic-autofix-with-failure-classes-and-reliability-gates", "original_source": "https://dev.to/robinzzz/canary-agentic-autofix-with-failure-classes-and-reliability-gates-id0", "published": "2026-07-16T04:00:39+00:00", "accessed": "2026-07-16", "id": "canary-agentic-autofix-with-failure-classes-and-reliability-gates"}