Multi-agent frameworks offer a compelling pathway to empower AI by delegating intelligence across numerous entities. This model contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, decentralized agents interact to achieve shared goals, exploiting the wisdom of the aggregate intelligence. This dis