Multi-agent systems offer a compelling pathway to empower AI by distributing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, autonomous agents interact to achieve common goals, leveraging the knowledge of the total intelligence. This dispers