DevOps Blog Archive

GitOps needs cluster-side trust checks. Admission control, signed images, and provenance can stop risky manifests before production.

Kubernetes can isolate LLM infrastructure, but prompt injection, retrieval leakage, and tool misuse require application-layer AI security controls.

Production debugging should not require permanent cluster-admin. Safer workflows use scoped RBAC, temporary elevation, and audit trails.

CNCF data shows Kubernetes becoming the operating layer for AI infrastructure. See the impact on MLOps, GitOps, security, and platform teams.

CNCF Kubernetes AI conformance is moving beyond API compatibility toward practical rules for scheduling, inference, and agentic workloads.