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Multi-agent AI systems outperform single generalist agents by using specialized agents that focus on specific tasks. The article demonstrates building a team of AI agents using the Agno framework - a Writer agent that researches and creates Instagram captions, and an Illustrator agent that generates image prompts. The Team class coordinates these specialists, with each agent using dedicated tools like DuckDuckGo search. The approach shows how to avoid overwhelming agents with too many tools by creating focused specialists that collaborate through a coordinator.

Agentic AI 103: Building Multi-Agent Teams