Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous entities. This paradigm contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, decentralized agents interact to achieve common goals, click here harnessing the wisdom of the total intelligence