Multi-agent frameworks offer a compelling pathway to empower AI by delegating intelligence across numerous entities. This paradigm contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, autonomous agents collaborate to achieve common goals, harnessing the wisdom of the total intelligence. This distr