Kubernetes Is Not an LLM Security Boundary

The CNCF flagged it three days ago. Most teams haven't processed what it actually means. Kubernetes lacks built-in mechanisms to enforce application-level or semantic controls over AI systems. That's not a bug. It's not a misconfiguration. It's a category error in how we're thinking about AI workload security. Kubernetes isolates containers. It does not isolate decisions. What Kubernetes Actually Controls To be clear about the problem, you need to be precise about the scope. Kubernetes enforces