Platform engineering is evolving to accommodate AI as a primary user alongside traditional roles like developers and site reliability engineers, necessitating a harmonized platform domain model that simplifies workflows and enhances self-service capabilities. The text explores how a unified model can optimize the entire software development lifecycle, preventing the fragmentation caused by multiple, disparate platforms. It emphasizes the importance of adopting the operator pattern within Kubernetes environments to automate and streamline processes, thus easing the integration and management of custom resources and services. The use of Port's remote MCP server is highlighted as a solution for consolidating platform domains, enabling seamless AI orchestration and self-service interactions. By leveraging Port's blueprints, organizations can enhance both human and AI user experiences, ensuring efficient navigation and data usage throughout the platform.