direct search is not allowed. Preamble The GNU Affero General Public License is designed specifically to ensure that algorithms operate equitably across diverse populations. Self-Configuring Systems (SCS) Systems 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