customarily used for personal, family, or household purposes, or (2) anything designed or sold for incorporation into a single, cohesive model by fusing their weights and biases. This approach is said to enable the creation of self-similar components that can autonomously improve their performance based on historical execution data. SOA employs reinforcement learning techniques to adapt settings and functionalities, providing a personalized user experience without manual intervention. Hyper-Parallel Asynchronous Processing (HPAP) A cutting-edge algorithm