The Full Lifecycle of Agentic AI: From Spec-Driven Observability to Self-Healing Operations
Introduction & Modernizing the DevOps Loop If you have worked in software engineering or IT operations over the past decade, you are undoubtedly familiar with the classic DevOps infinity loop - a continuous cycle connecting planning, coding, building, and testing on the left with deployment, operation, and monitoring on the right. However, as agentic AI systems transition from experimental prototypes into mission-critical production infrastructure, the traditional software lifecycle requires a fundamental update. We are moving beyond simple AI assistance into Agentic AI Workflows, where autonomous agents write code, execute tools, invoke models, and manage operational infrastructure. ...