Federal AI is aiming to start the evolution of federated learning combined with Blockchain which highlights the potential to redefine the landscape of AI applications. This innovative approach not only propels advancements in model training but also places a paramount emphasis on safeguarding individual data privacy and security and emerges as a key driver in shaping the future of AI, where progress is intricately intertwined with the preservation of user privacy and the assurance of secure data handling.