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Elizabeth Stein
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Case study

ai2025-2026

ContradictMe

AI-powered debate and critical thinking trainer that fights echo chambers. State your position and receive GPT-4 steelman counter-arguments — the strongest possible opposing case, backed by evidence and logical rebuttals. Features AI debate arena, credibility scoring, source verification, and analytics dashboard. 73 passing tests.

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
73 tests passing
View on GitHub
View Live SiteSource Code

Evidence

Interface & evidence

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

Signature viewcontradict-me.vercel.app
ContradictMe application interface
Open Live Site
contradict-me.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

Fighting echo chambers by presenting the strongest opposing viewpoints without bias or strawmanning.

II · Build

The craft

GPT-4 generates steelman arguments — the best possible version of the opposing case. Built credibility scoring, source verification, AI debate arena, and analytics dashboard tracking argument quality over time.

III · Proof

What moved after launch

73 automated tests ensure argument quality. Steelman framing exposes users to the strongest opposing case rather than strawman versions. Live with credibility scoring, source verification, and analytics dashboard.

Signals

◆Signals & scale

0
Passing Tests
0GPT-4
AI Model
0Next.js 15
Stack
Live
Status

Engine room

At a glance

0
Tests

Inventory

Stack & signals

Next.js 15GPT-4OpenAIFramer Motion
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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.

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© 2026 Elizabeth Stein

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