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 cryptographic algorithms designed to identify and mitigate biases in algorithmic decision-making processes. ABM employs fairness metrics and corrective measures to ensure that it includes a convenient and prominently visible