Kubernetes ChatOps AI Agent Architecture Diagram

LLM Isolation Invariant

The LLM NEVER touches the cluster directly or holds Kubernetes credentials
The model outputs strictly structured JSON actions, never free-form shell commands
Policy layer enforces an explicit allowlist before anything can be scheduled

Human-in-the-Loop Safeguards

Mutating operations (rollout restarts, scaling) require explicit human approval in chat
Read-only inspection commands execute automatically with sensitive data redaction
Destructive operations (raw manifest apply, namespace deletion) are strictly prohibited

Auditability & Observability

Full request lifecycle, user identity, decision verdict, and output are logged to audit storage
Responses show exact kubectl commands executed alongside AI-generated summaries
Executor performance, errors, and latency are monitored in Grafana dashboards