StanceStream
Overview
Enterprise-grade AI policy debate platform built for the Redis AI Challenge 2025. GPT-4 agents with persistent personalities, emotional states, and coalition analysis. All 4 Redis data models (JSON/Streams/TimeSeries/Vector), semantic caching with 85% hit rates, multi-source fact-checking, and business intelligence dashboard with ROI tracking.
Challenge
Coordinating multiple AI agents in real-time with persistent memory and coherent debate dynamics while showcasing all Redis data model capabilities.
Solution
Express.js + WebSocket server for real-time concurrent debates. GPT-4 agents with emotional states and coalition tracking. Redis Vector-powered semantic caching (85% hit rate). Advanced multi-source fact-checking with cross-validation. Business Intelligence dashboard tracks ROI and cost savings. React 19 + Vite frontend with 4-mode navigation.
Impact
Production-ready Redis AI Challenge entry. 85% semantic cache hit rate cuts LLM costs dramatically. BI dashboard quantifies ROI in real-time. 47+ Lucide React icons across fully responsive UI.
