Sentinel

The Problem

Urban crises cascade. A heat wave overloads the power grid → traffic lights fail → hospitals lose AC → emergency services gridlock → 200,000 people affected in 30 minutes.

SENTINEL predicts these chains and intervenes at the earliest point.

How It Works

Five autonomous AI agents coordinate in real-time:

Quick Start

# Backend
cd sentinel
python -m venv venv && source venv/bin/activate
pip install -r requirements.txt
cp .env.example .env
python -m uvicorn src.api.main:app --reload --port 8000

# Frontend (new terminal)
cd frontend-3d
npm install && npm run dev

Open http://localhost:5174

Data Sources

All APIs are free tier. Zero deployment cost.

Tech Stack

• Frontend: React, TypeScript, deck.gl, Framer Motion
• Backend: Python, FastAPI
• AI: Groq (Llama 3.3 70B), LangGraph
• Data: NetworkX, Singapore Government APIs

Built With

• css
• html
• javascript
• python
• typescript