Free AI platform helping children aged 8–16 discover their talents and dream careers Built by a 16-year-old developer from Tashkent, Uzbekistan 🇺🇿
Karta Talantov (Russian) / Iste'dod Xaritasi (Uzbek) / Talent Map (English) is a free, trilingual AI platform that helps children aged 8–16 discover their natural talents and find matching career paths — before they have to make life-changing decisions about their education.
"In Uzbekistan, most children never receive professional career counselling. I built this to change that."
- 65% of students in Central Asia choose their university major without any self-assessment
- Professional career counselling costs $50–200 per session — unaffordable for most families
- Existing tools are English-only, ignoring 50+ million Russian and Uzbek speakers
- Most aptitude tests measure IQ, not what children actually love to do
A free, science-backed, interest-based quiz that analyses 9 talent dimensions and recommends 35+ careers with personalised development plans — available to anyone with a phone or computer.
| Feature | Description |
|---|---|
| 🧠 Interest Quiz | 30 questions across 5 zones, based on Gardner's Multiple Intelligences |
| 🤖 ML Career Matching | Dot-product scoring → 35+ career recommendations with match % |
| 📊 Talent Radar | 9-dimension visual map with platform average comparison |
| 🌍 Fully Trilingual | Russian, Uzbek, English — every word translated |
| 🏆 Leaderboard | Compare scores with other users across all 9 talents |
| 📚 Dev Plan | Weekly schedules, free courses, top universities per talent |
| 🎮 Mini-Games | 4 interactive games that reinforce talent discovery |
| 💬 AI Chatbot | Rule-based talent advisor, no API cost |
| 📈 Admin Dashboard | Real-time analytics: users, quizzes, feedback, career trends |
| 🔒 Secure Auth | JWT + SHA-256, rate limiting, input sanitisation |
Frontend (React + Vite) Backend (FastAPI) ML Service (FastAPI)
levelup-talent.xyz → Render (Python 3.11) → Render (Python 3.11)
PostgreSQL NumPy + scikit-learn
Tech Stack:
- Frontend: React 19, Vite, CSS-in-JS
- Backend: FastAPI, SQLAlchemy 2.0, PostgreSQL, passlib
- ML: NumPy, scikit-learn, custom weighted dot-product scorer
- Infra: Vercel + Render (free tier), GitHub CI/CD
Based on peer-reviewed research:
- Howard Gardner's Multiple Intelligences — Harvard University (1983, updated 1999)
- Wechsler Intelligence Scale for Children (WISC-V) — memory assessment
- Torrance Tests of Creative Thinking (TTCT) — divergent thinking
- Cambridge CEFR Scale — language proficiency framework
- Kohlberg's Moral Development — Harvard, leadership dimension
Logic · Creativity · Memory · Leadership · Languages · Music · Sport · Nature · Social
Each mapped to real careers, top universities (MIT, Harvard, Oxford, INHA Tashkent etc.) and weekly development plans.
# Clone
git clone https://github.com/nolovewillnumone/socialapp.git
cd socialapp
# Frontend
cd frontend/karta-talantov && npm install && npm run dev
# Backend (new terminal)
pip install -r requirements.txt
uvicorn backend.main:app --reload --port 8000
# ML Service (new terminal)
uvicorn ml.ml_service:app --reload --port 8001Environment variables needed:
DATABASE_URL=postgresql://...
SECRET_KEY=your-secret
ML_SERVICE_URL=http://localhost:8001
ADMIN_PASSWORD=your-admin-passwordsocialapp/
├── backend/ FastAPI app, auth, quiz, analytics, admin
├── ml/ ML scoring engine + career matcher (35+ careers)
├── frontend/
│ └── karta-talantov/
│ ├── src/pages/ HomePage, QuizPage, ResultsPage, DevelopPage...
│ ├── src/components/ Nav, ChatBot, FeedbackSection, Loader
│ └── src/api/ Axios client with wake-up pings
└── requirements.txt
Who uses it: Children and teenagers in Uzbekistan, Russia, Kazakhstan
Why it matters:
- First free, Uzbek-language career guidance platform
- Reaches children in regions with no access to counsellors
- Built by a teenager, for teenagers
Roadmap:
- Mobile app (React Native)
- School/teacher dashboard
- Ministry of Education partnership (Uzbekistan)
- Kazakh, Kyrgyz, Tajik language support
- University direct application links
Built by two devsSaidislambek and Samir, age 16, Tashkent, Uzbekistan. Design → Frontend → Backend → ML Engine → DevOps → all done independently.
- 🐙 GitHub: @nolovewillnumone
- 🌐 Project: levelup-talent.xyz
MIT — free to use with attribution.
Made with ❤️ in Bukhara 🇺🇿 · Для детей Центральной Азии · Markaziy Osiyo bolalari uchun