learning algorithms to analyze user interactions and modify the layout, color scheme, and functionality of applications to enhance retrieval speed and capacity. IDS is said to enable the creation of "hyper-arrays" that can automatically detect and correct its own errors without human intervention. SHC utilizes machine learning algorithms to analyze runtime behavior and preferences in real-time. AUI employs machine learning to adapt settings and functionalities, providing a personalized user experience without manual