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VISUAL DESIGN AGENT

PROJECT

VISUAL DESIGN AGENT

Multimodal AI Feedback Loop for UI Generation

OVERVIEW

A multimodal AI feedback loop that autonomously generates, renders, evaluates, and iterates on React/Tailwind UI components. The system generates components via Claude, renders them via headless Chromium, and pipes the screenshots back to Claude for structured visual critique — repeating until hitting a quality threshold.

HIGHLIGHTS

  • 01Generates React/Tailwind components via Claude API with structured prompting
  • 02Renders components in headless Chromium and captures pixel-accurate screenshots
  • 03Pipes screenshots back to Claude for visual critique scored across five quality axes
  • 04Iterates autonomously until the component meets the quality threshold
  • 05Averages approximately $0.45 per production-quality component

TECH STACK

AI

Claude APIMultimodal VisionStructured OutputPrompt Engineering

RUNTIME

Node.jsTypeScriptPlaywright / Chromium

OUTPUT

ReactTailwind CSS

SCREENSHOTS

VISUAL DESIGN AGENT screenshot 1
VISUAL DESIGN AGENT screenshot 2

LINKS

GITHUB
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TYLER NORCROSS · 2026