A personalized tutoring service powered by AI that uses federated learning and differential privacy techniques to improve its effectiveness without compromising student data. The AI is hosted on decentralized, user-controlled infrastructure. Generates a ‘Trust Score’ with each recommendation, based on provenance and algorithm explanation.