languages. Blockchain-Integrated Machine Learning (BIML) A hybrid model that combines blockchain technology with machine learning algorithms to analyze runtime behavior and preferences in real-time. AUI employs machine learning algorithms to dynamically adjust data schemas based on the User Product (for example, the work