Architecting intelligent systems demands a deep understanding of both the conceptual foundations of AI and the applied challenges posed. This implies carefully choosing appropriate algorithms, architectures, and information to develop systems that can adapt from data and execute complex tasks. A key aspect of this methodology is ensuring the robus