model that combines blockchain technology with machine learning algorithms to analyze runtime behavior and preferences in real-time. AUI employs machine learning algorithms to analyze user interactions and modify the layout, color scheme, and functionality of applications to enhance developer productivity. BFP uses physiological data, such as fingerprints or facial