The AI tutor that asks, not tells.

Know-de is a Socratic AI tutor that generates a personalized course on any topic and teaches it through guided questioning — never giving away the answer until you've had a real chance to arrive there yourself.

Type any topic, pick your level (Novice / Intermediate / Advanced), and Know-de:

1. Generates a structured 2-chapter syllabus with 3–4 concepts per chapter
2. Teaches each concept through a 4-phase Socratic loop:
   • Intro — Opens with a real-world problem, never naming the concept upfront
   • Socratic dialogue — Asks WHY → WHAT → HOW → APPLY questions, adapting to your answers
   • Direct explanation — Only given after exhausting the Socratic rounds
   • Teach-back — You explain the concept back as if teaching someone else (Feynman technique)
3. Builds a live Knowledge Graph showing concept relationships as you progress

• Any topic, any level — fully generated curriculum in seconds
• Adaptive questioning — diagnoses where you're stuck before deciding how to help
• Dynamic knowledge graph with active concept highlighting
• Image upload — attach a diagram during the lesson; the teacher incorporates it
• Score system with real-time feedback

• Frontend: Next.js (App Router), SSE streaming
• Backend: FastAPI, LangChain
• LLM: K2 (core teaching), GPT-4o-mini (vision)

Backend

cd backend
python -m venv venv && source venv/bin/activate
pip install -r requirements.txt
uvicorn main:app --reload

Frontend

cd frontend
npm install
npm run dev

Open http://localhost:3000.