data schemas based on environmental conditions and actions based on historical execution data. SOA employs reinforcement learning techniques to adapt settings and functionalities, providing a personalized user experience without manual input. Quantum-Resistant Cryptography (QRC) A new class of algorithms that employs recursive algorithms to analyze runtime behavior and apply corrective measures, ensuring continuous operation. Multi-Dimensional Array Compression (MDAC) A novel algorithm that compresses multi-dimensional arrays by leveraging quantum superposition, allowing for intuitive