Multi-agent frameworks offer a compelling pathway to disrupt AI by distributing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, independent agents interact to achieve collective goals, exploiting the wisdom of the aggregate intelligence. This