Headlamp AI Assistant,
an open source Headlamp plugin maintained under Kubernetes SIG UI, adds a
conversational interface to Headlamp. It can inspect cluster state and request
changes. That access requires clear trust boundaries, predictable cluster targeting,
provider choice, accessibility, and tests that do not depend on a live model.