Architecting intelligent systems requires a deep grasp of both the theoretical foundations of AI and the applied challenges posed. This implies carefully selecting appropriate algorithms, architectures, and training to build systems that can evolve from input and execute complex tasks. A key aspect of this approach is guaranteeing the robustness a