Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous components. This paradigm contrasts with traditional centralized AI, where a single model interprets data. In multi-agent systems, autonomous agents communicate to achieve shared goals, exploiting the insights of the total intelligence. This