
Debate-Club offers a complete debate flow: players join queues or private lobbies, topics are suggested by Gemini with veto and refresh options, and roles are assigned by coin toss. Timers, moderation, and turn control ensure fair play. Its AI judging pipeline scores each argument through structured stages and penalizes missed turns. All arguments are embedded and saved in Qdrant for cross-session memory. Users get clear results, feedback, and a PDF summary. The system mirrors agentic-AI design: topic generation, judging, and memory operate as separate agents—similar to orchestration in IBM watsonx Orchestrate. It showcases real-time collaboration between generative models, vector memory, and workflow engines.
19 Nov 2025