Focus on cloud-native wireless systems: applying federated learning and probabilistic forecasting in Open RAN and IoT across terrestrial and non-terrestrial networks to optimize 6G resources. Designs decentralized identity and trust with blockchain/DLT, including post-quantum security for scalable, standards-aware deployments.