Architecting intelligent systems requires a deep understanding of both the theoretical foundations of AI and the applied challenges presented. This implies carefully choosing appropriate algorithms, architectures, and datasets to create systems that can adapt from input and perform complex tasks. A key aspect of this process is securing the stabil