Architecting intelligent systems demands a deep grasp of both the abstract foundations of AI and the practical challenges involved. This implies carefully determining appropriate algorithms, frameworks, and training to build systems that can adapt from input and perform complex tasks. A key aspect of this methodology is securing the robustness and