Multi-agent frameworks offer a compelling pathway to empower AI by sharing intelligence across numerous entities. This model contrasts with traditional centralized AI, where a single model interprets data. In multi-agent systems, autonomous agents interact to achieve common goals, harnessing the knowledge of the total intelligence. This fragmentati