TutorFlow is an AI-powered tutoring system that teaches through guided discovery rather than providing direct answers.

• Work Tracing: Monitors student problem-solving process
• Gap Analysis: Identifies conceptual weaknesses
• Adaptive Hints: Provides targeted guidance
• Practice Generation: Creates personalized exercises
• Reasoning Chains: Shows why answers work
• Difficulty Scaling: Adjusts complexity based on performance

• Backend: Python + AWS (Lambda, Bedrock, DynamoDB)
• Frontend: React/TypeScript
• AI Agent: Custom AWS Bedrock implementation
• Reasoning: LangGraph-inspired chains

# Backend setup
cd backend
pip install -r requirements.txt
python -m uvicorn main:app --reload

# Frontend setup
cd frontend
npm install
npm start