Multi-agent architectures offer a compelling pathway to democratize AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, independent agents communicate to achieve shared goals, exploiting the wisdom of the combined intelligen