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Deb8flow: Orchestrating Autonomous AI Debates with LangGraph and GPT-4o
- Deb8flow is an autonomous AI debating environment powered by LangGraph and OpenAI’s GPT-4o model, allowing AI agents to debate each other with real-time fact-checking and moderation.
- Two agents, Pro and Con, along with a Moderator, Fact Checker, and Judge, orchestrate a structured debate with LangGraph's modular design leveraging GPT-4o's capabilities.
- Deb8flow's workflow includes stages like Topic Generation, Opening, Rebuttal, Counter, Closing, and Judgment, ensuring a structured and coherent debate.
- The Fact Checker agent uses GPT-4o's web search feature for real-time fact-checking, with retries allowed for correcting factual inaccuracies.
- Prerequisites for running Deb8flow include Python 3.12+, an OpenAI API key for GPT-4o, and cloning the Deb8flow repository.
- The architecture of Deb8flow includes shared state management using a Python TypedDict, constant definitions, and LLM configuration classes for interacting with GPT-4o.
- The LangGraph workflow orchestrates the flow between agents like Topic Generator, Debaters, Fact Checker, Moderator, and Judge, ensuring proper turn-taking and logic.
- Debaters like Pro and Con have distinct classes with prompts tailored to their roles, managing opening statements, rebuttals, counters, and retries based on fact-checking results.
- The Judge evaluates rhetorical skills, clarity, logic, and persuasiveness of debaters' arguments, focusing on the effectiveness of communication rather than correctness.
- Deb8flow's Langsmith tracing tool aids in visualizing execution flow, debugging state updates, and tracking prompt and completion tokens for efficient monitoring and debugging.
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