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 analyzes data. In multi-agent systems, autonomous agents collaborate to achieve shared goals, exploiting the knowledge of the combined intelligence. This