Automated, Autonomous, Agentic: What the Three Levels of Kubernetes Operations Actually Mean

Automation, autonomy, and agentic operations are not interchangeable. This post breaks down the four levels of Kubernetes operations, what each level can decide, and how the trust boundary shifts as systems take on more responsibility. It also covers the guardrails, rollback mechanisms, and decision evidence needed for safe autonomous operations.