• 

  Generate Problem

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  Hint system

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  Visualization

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  Mindmap

Gemini Integration Overview

SocraticPy is powered entirely by Google Gemini 3 Flash Preview (gemini-3-flash-preview). Every AI feature runs on this model.

Core Features (All Powered by Gemini 3 Flash Preview)

1. Socratic Tutor
   Acts as a patient teacher, asking guiding questions and maintaining full conversation context.

2. Dynamic Problem Generation
   Instantly creates new DSA problems with description, test cases, and starter code based on topic & difficulty.

3. Hint System
   Delivers progressive Socratic hints (Level 1 → 5) without ever spoiling the solution.

4. Error Analysis
   Explains exactly why code fails in plain language and asks guiding questions to help students self-correct.

5. Algorithm Visualization
   Generates interactive Mermaid diagrams showing step-by-step algorithm execution.

6. Concept Mind map
   Creates beautiful visual knowledge maps connecting DSA topics and learning paths.

7. AI Mascot Companion
   Six animated characters provide encouragement, celebrate wins, and offer support during debugging.

Why Gemini 3 Flash Preview?

• Speed – Sub-second to 2-second responses enable smooth real-time interaction
  
• Code Understanding – Deeply understands Python syntax, algorithms, and student intent
  
• Strict Instruction Following – Always stays within Socratic teaching rules (never spoils solutions)
  
• Structured Output – Reliably generates valid JSON, Mermaid code, and mindmaps
  

Without Gemini 3 Flash Preview’s speed, code intelligence, and instruction-following ability, real-time Socratic learning at this quality would not be possible.

Built With

• api
• gemini-3-flash-preview
• mermaid.js
• monaco-editor
• next.js-15
• pyodide
• react
• shadcn/ui
• tailwind-css
• typescript
• vercel