Case study
The AI FrontierStanceStream
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), Redis Vector-powered semantic caching, multi-source fact-checking, and business intelligence dashboard with ROI tracking.
Exploring the boundaries of artificial intelligence
- Role
- Creator
- Year
- 2024
- Status
- Live
- Stack
- AI, Redis, WebSocket, GPT-4, React 19, Express.js
Evidence
Interface
Story · how this shipped
The brief
Coordinating multiple AI agents in real-time with persistent memory and coherent debate dynamics while showcasing all Redis data model capabilities.
The build
Express.js + WebSocket server for real-time concurrent debates. GPT-4 agents with emotional states and coalition tracking. Redis Vector-powered semantic caching. Multi-source fact-checking with cross-validation. Business Intelligence dashboard tracks ROI and cost savings. React 19 + Vite frontend with 4-mode navigation.
What shipped
Production-ready Redis AI Challenge entry. Semantic caching layer cuts repeat LLM cost. BI dashboard quantifies ROI in real-time. 47+ Lucide React icons across fully responsive UI.
Signals
Scale & impact
Inventory
Stack & signals
Let's talk
Tell me what you're building
If you need someone who can own UI, systems, and AI integration without losing the plot, I'm listening. Contract, advisory, or full-time: we'll find the right shape.