Toward Trustworthy Personal AI: A Sovereign Agentic Web Architecture Using Solid, Federated Learning, and Personal Knowledge Graphs. - Fernando Spadea; Lorenzo Carta; Abhirup Dasgupta; Md. Saikat Islam Khan Bappy; Oshani Seneviratne (TAAPAAI@ESWC, 2026)