Building a Multi-Agent AI System with Python

The era of single-prompt AI interactions is behind us. As large language models become capable, the real challenge has shifted from "can AI do this?" to "how do we coordinate multiple AI agents to solve complex problems together?" In this guide, we'll explore the architecture patterns, implementation strategies, and practical considerations for building multi-agent AI systems with Python. Why Multi-Agent Systems? A single LLM, no matter how powerful, has limitations.