Multi-agent architectures offer a compelling pathway to empower AI by delegating intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, autonomous agents communicate to achieve common goals, exploiting the insights of the total intelligence. This