Addressing complex tasks presents a unique challenge in the realm of artificial intelligence. Traditional approaches often fall short when confronted with intricate, multifaceted problems requiring adaptable solutions. This is where AI agent architectures emerge as a powerful paradigm. These architectures leverage sophisticated design principles to