Architecting intelligent systems demands a deep comprehension of both the theoretical foundations of AI and the applied challenges presented. This implies carefully choosing appropriate algorithms, architectures, and information to develop systems that can adapt from information and perform complex tasks. A key factor of this process is guaranteei