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Case study

ai2024

StanceStream

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

Field notes

Role

Creator

Read order

Evidence first, then constraint → build → proof. Use the chapter rail to jump sections; orbit to adjacent work from the bottom of the case study.

The AI Frontier·✦I-Class Giant
●LIVE★FEATURED
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View Live SiteSource Code

Evidence

Interface & evidence

A real surface area—not a mock. Scroll the story below for constraint, build, and outcome.

Signature viewstancestream.vercel.app
StanceStream application interface
Open Live Site
stancestream.vercel.app

Story arc

How this shipped

Exploring the boundaries of artificial intelligenceThree beats: what pressed against the work, how the stack answered, and what changed once it was live.

I · Constraint

The brief

Coordinating multiple AI agents in real-time with persistent memory and coherent debate dynamics while showcasing all Redis data model capabilities.

II · Build

The craft

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.

III · Proof

What moved after launch

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

◆Signals & scale

0
AI Agents
0
Redis Models
Redis AI
Challenge

Inventory

Stack & signals

AIRedisWebSocketGPT-4React 19Express.js
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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.

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