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4 AI Agents Debate a Topic 🤯 | AutoGen Round Robin Multi-Agent System (Python)

Nidhi ChouhanMay 3, 2026

This tutorial demonstrates building a round-robin multi-agent debate system using AutoGen in Python, where four AI agents with different personas engage in structured discussions on a given topic. The system showcases how to configure agents with distinct roles, implement conversation management, and orchestrate multi-agent interactions. Key concepts include agent initialization, message passing, and debate orchestration patterns that enable autonomous agent collaboration.

  • Set up multiple AI agents with distinct personas and roles (e.g., moderator, expert, skeptic, analyst) for structured debates
  • Configure agents with specific system prompts to define their debate style, expertise, and communication patterns
  • Implement round-robin conversation flow where agents take turns responding to maintain organized discussion structure
  • +5 more key points...
CoordinationMulti-Agent SystemsAgent Teams
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