Architecting intelligent systems demands a deep understanding of both the abstract foundations of AI and the applied challenges posed. This entails carefully selecting appropriate algorithms, structures, and information to create systems that can adapt from input and perform complex tasks. A key factor of this approach is ensuring the robustness a