Architecting intelligent systems requires a deep grasp of both the conceptual foundations of AI and the real-world challenges involved. This implies carefully determining appropriate algorithms, architectures, and datasets to build systems that can evolve from information and execute complex tasks. A key factor of this methodology is guaranteeing