This Technical Report (TR) focuses on an ecosystem that enables individuals to implement capabilities from many providers to gain the benefits of AI while maintaining their desired level of privacy. It addresses capabilities from data-driven and knowledge-driven AI approaches. This Technical Report assesses existing and emerging practices to identify common components and candidate enabling standards. It describes use cases, business models, and some new terms. Though many capabilities in this person-driven ecosystem have both AI and non-AI uses (e.g., privacy, identity, cloud storage, personal data management), this report focuses on the AI aspects.