Multi-agent frameworks offer a compelling pathway to democratize AI by distributing intelligence across numerous agents. This model contrasts with traditional centralized AI, where a single model analyzes data. In multi-agent systems, independent agents communicate to achieve shared goals, exploiting the knowledge of the total intelligence. This di