Architecting intelligent systems necessitates a deep understanding of both the theoretical foundations of AI and the applied challenges posed. This implies carefully selecting appropriate algorithms, architectures, and information to develop systems that can adapt from input and execute complex tasks. A key element of this methodology is ensuring