> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.vellum.ai/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.vellum.ai/_mcp/server.

# LLMs Debating Each Other

> Explore an innovative approach where multiple language models engage in structured debates, demonstrating complex reasoning, argument construction, and dynamic interaction between AI agents.

Concepts: Multi-Agent Interaction, Chat History, Reasoning Chains, Dynamic Responses, Argument Analysis

This example showcases an innovative approach to multi-agent interactions where language models engage in structured debates. Watch as AI agents construct arguments, respond to counterpoints, and demonstrate complex reasoning capabilities while maintaining a coherent discussion flow. This workflow demonstrates advanced techniques in prompt engineering and agent interaction design.