Multi-agent architectures offer a compelling pathway to empower AI by delegating intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, independent agents communicate to achieve collective goals, exploiting the knowledge of the total intelligence. T