I built Aegis, a Flood

I built Aegis, a Flood Prediction and Disaster Assistance System. It forecasts floods in Pakistan's river systems and helps people as water rises.

It's a PWA, so it works on a phone with nothing to install.

The goal was simple: when someone is scared and the water is coming up, the web app should show them what matters, fast. That's why the whole frontend is built around a map, and why sign-in is kept short.

For the forecasting, I trained GRU and ED-LSTM models, and the backend runs on FastAPI with Firebase.

There's also AegisAssist, a bilingual chatbot. Answers stream in as they're written, and a RAG pipeline makes it answer from real sources instead of guessing.

What do you think? 👇