STEMVerse AI

AI-powered STEM Learning OS that turns passive studying into interactive visualization, with AI tutor, live visualizer and Mistake DNA tracking.

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Inspiration

Students memorize formulas but never see them. I watched friends struggle with projectile motion and integration because YouTube is passive. We needed an OS where you LEARN, VISUALIZE, and MASTER — not just watch.

What it does

STEMVerse AI is an AI-powered STEM Learning OS for Math, Physics, Chemistry:

  • Interactive Visualizer: Drag sliders for angle/velocity → see projectile motion update live
  • AI Tutor: Step-by-step guidance, not direct answers
  • Mistake DNA: Auto-tags errors as Conceptual / Formula / Sign errors
  • Gamified Dashboard: XP (1,840), 14-day streak, 74% mastery, Gap Radar
  • Teacher View: See class-wide weak prerequisites instantly

Live: https://stemverse-ai.vercel.app

How we built it

  • Frontend: React + Vite + Tailwind CSS (dark neon UI)
  • State: React hooks for real-time visualizer
  • Deployment: Vercel (CI/CD from GitHub)
  • Design: Custom components for XP, streak, mastery charts
  • Architecture: Modular — Home, Visualizer, AI Tutor, Quiz, Teacher pages

Challenges we ran into

  1. Making visualizer smooth at 60fps while updating physics equations
  2. Designing Mistake DNA taxonomy that actually helps teachers
  3. Building a full OS UI in 48 hours with consistent dark theme
  4. Vercel deployment config for Vite (fixed with correct build settings)

Accomplishments we're proud of

  • Fully working interactive visualizer (not a mockup)
  • Complete gamification loop with XP and streaks
  • Deployed live link that judges can use instantly
  • Clean, professional UI that feels like a real product

What we learned

  • React performance optimization for real-time canvas
  • How to turn pedagogy (active recall) into product features
  • Vercel + GitHub workflows for hackathon speed

What's next

  • Add real AI backend (OpenAI for tutor)
  • More visualizers: vectors, calculus, electrochemistry
  • Multiplayer study rooms and leaderboards
  • Mobile app version

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