Architecting intelligent systems demands a deep understanding of both the theoretical foundations of AI and the applied challenges presented. This involves carefully choosing appropriate algorithms, frameworks, and training to build systems that can adapt from data and execute complex tasks. A key factor of this methodology is guaranteeing the rel