Every AI agent framework has its own deployment story. Claude-based assistants run one way, OpenAI agents another, security-focused runtimes yet another. If you run more than one on Kubernetes, you end up writing the same boilerplate over and over: secret management, persistent storage, graceful updates, inter-service messaging, observability. k8s4claw is an open-source Kubernetes operator that wr