Скачать или смотреть Misconception Surgeon | Google DeepMind - Vibe Code with Gemini 3 Pro in AI Studio (Kaggle)

🎓 Misconception Surgeon - AI-Powered Learning Companion

Built for the Google DeepMind - Gemini 3 Pro Vibe Coding Hackathon (Dec 5-12, 2025)

🔍 THE PROBLEM
Students struggle with STEM not because they lack intelligence, but because they've built misconceptions—incorrect mental models that compound over time. Traditional education identifies what's wrong but rarely explains WHY thinking broke down or HOW to fix it at the root.

✨ THE SOLUTION
Misconception Surgeon uses Gemini 3 Pro's advanced reasoning to diagnose the cognitive root cause of student errors, then provides targeted concept repair with visual aids and interactive tutoring.

🚀 KEY FEATURES

🎤 Multimodal Input
• Upload handwritten work (OCR with Gemini 2.5 Flash)
• Explain confusion via voice recording
• Type reasoning directly
• All three processed simultaneously

🧠 AI Reasoning Transparency
• View exactly how Gemini 3 Pro analyzed the problem
• Confidence scores (0-100%)
• Cognitive science principles applied
• Step-by-step diagnostic process

💬 Interactive AI Tutor
• Ask follow-up questions until you understand
• Conversational learning with context awareness
• Real-time quiz evaluation
• Adaptive explanations

📊 Progress Dashboard
• Track misconceptions fixed
• Learning streaks and achievement badges
• Recurring pattern detection
• AI-powered personalized recommendations

🎨 Visual Learning
• AI-generated concept diagrams (Gemini 2.5 Flash Image)
• Mental models (Rainbow Arrows, etc.)
• Step-by-step worked examples

📈 IMPACT
✅ Number of students helped
✅ Number of misconceptions diagnosed
✅ % improvement rate
✅ 5 STEM subjects (Math, Physics, Chemistry, Biology, CS)

🛠️ TECHNICAL STACK
• Gemini 3 Pro Preview - Advanced reasoning & diagnosis
• Gemini 2.5 Flash - OCR, recommendations, quiz evaluation
• Gemini 2.5 Flash Image - Visual diagram generation
• Built entirely in Google AI Studio
• React + TypeScript + Vite
• Full multimodality (text + image + audio)

🎯 WHY IT MATTERS
• Accessibility: Voice input helps students who struggle with typing
• Personalization: AI adapts to individual learning patterns
• Scalability: Teachers identify class-wide misconception patterns
• Measurable: Progress tracking proves effectiveness

🔗 LINKS
Try the app:

🏆 HACKATHON CATEGORY
Education: Reimagine Learning

📅 TIMELINE
Built: December 5-12, 2025
Submitted: Gemini 3 Pro Vibe Coding Hackathon

#GeminiAPI #Gemini3Pro #VibeCoding #AIEducation #EdTech #MachineLearning #GoogleAI #Hackathon #STEM #Education #AITutor #Multimodal #CognitiveScience #LearningAnalytics
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Built with ❤️ using Gemini 3 Pro's advanced reasoning and native multimodality.

Understanding WHY you're wrong is the first step to getting it right.