An AI-Powered, Agent-Driven Public Transportation Ecosystem for Bihar
Team Magistics
Empowering Bihar’s Mobility — Smart, Secure, Connected.
Bihar Connect is a next-generation public transportation solution designed to tackle Bihar’s most pressing urban mobility challenges.
It leverages AI, agentic assistants, RAG models, and blockchain technology to deliver an efficient, safe, transparent, and citizen-centric ecosystem — while ensuring user trust through privacy-first design and responsible, consent-based location access.
- Centralized Mobility Hub: Single platform for commuters, transport operators, and government agencies.
- Multimodal Journey Planner: Plan trips across buses, metro, autos, and e-rickshaws with real-time updates.
- Live Vehicle Tracking: Accurate ETAs through secure, permission-based location data.
- Unified Digital Ticketing: QR/NFC payments and digital wallets.
- Agentic AI Assistant: Conversational support for personalized routes, delays, fares, and policy queries (powered by RAG).
- Fleet Optimization: AI-powered route planning, demand forecasting, and predictive maintenance.
- Traffic Monitoring: AI computer vision for real-time congestion management.
- Blockchain Transparency: Smart contracts for secure, auditable PPP models and fare collections.
- SOS & Safety: Emergency alerts share live location only with explicit consent.
- Informed Consent: Users clearly understand when and why location is accessed.
- Privacy by Design: Location data is anonymized & aggregated for planning, never stored unnecessarily.
- User Control: Commuters can disable location or clear their data anytime.
- Compliance: Fully aligned with Indian DPDP Act and global best practices.
| Layer | Technology |
|---|---|
| Frontend | Flutter or React Native (Mobile), React/Angular (Web) |
| Backend | Python (FastAPI/Flask) with Microservices Architecture |
| AI/ML | TensorFlow, PyTorch, scikit-learn, LangChain (RAG) |
| Blockchain | Hyperledger Fabric or consortium blockchain |
| Database | PostgreSQL, MongoDB (hybrid) |
| Deployment | Docker, Kubernetes, CI/CD (GitHub Actions) |
| Security | End-to-end encryption, data anonymization |
# Clone the repository
git clone https://github.com/your-org/bihar-connect.git
# Navigate into the project
cd bihar-connect
# Example: Install backend dependencies
cd backend
pip install -r requirements.txt
# Run backend server
uvicorn main:app --reload
# Example: Start frontend (per your framework)
# cd frontend && npm install && npm start
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🗺 Roadmap
[x] Research & Problem Definition
[x] System Architecture Design
[ ] Mobile/Web App Development
[ ] AI/ML Model Development
[ ] Blockchain Smart Contract Setup
[ ] Beta Testing & Pilot Deployment
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🤝 Contributing
We welcome contributions!
1. Fork the repository
2. Create a feature branch (git checkout -b feature/your-feature)
3. Commit your changes
4. Push to your branch and open a Pull Request
Please follow our CODE_OF_CONDUCT.md (if applicable).
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📄 License
Distributed under the MIT License. See LICENSE for details.
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📬 Contact
Team Magistics
📧 magistics.team@email.com
Together, let’s revolutionize mobility in Bihar — Smart, Secure, Connected.
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