This project develops an end-to-end framework that safeguards data privacy from collection to networking while enhancing RIC’s ability to manage dynamically evolving network resources efficiently. This holistic approach supports scalable AI deployments in emerging 6G networks, offering robust protections for user and industrial data throughout AIoT system lifecycles, and pushing forward intelligent network automation aligned with open RAN principles.