Crisis Intelligence & Response Orchestrator
Python 
FastAPI 
Vertex AI 
Flutter System Overview
CIRO transforms urban emergency management across the capital by making real-time, high-stakes decisions to minimize response latency. It is protected by a multi-layered authentication portal to ensure operational security for authorized personnel.
The 3-Tier Architecture Pipeline
The system operates on a highly structured multi-agent workflow deployed on Google Cloud Run, driving real-time intelligence directly to the tactical map.
Captures WhatsApp & Twilio signals. Performs initial NLP-based triage to classify unstructured Roman Urdu and English data.
The central intelligence hub. Analyzes crisis severity and historical precedents using Gemini models via the Google Antigravity SDK.
Automatically executes the final command, allocating resources, calculating Folium routing protocols, and updating live feeds.
Automated Emergency Communication
When a crisis is confirmed, specialized sub-agents autonomously draft and orchestrate multi-channel outreach. This includes platform-specific Twitter posts for public awareness, emergency SMS alerts for field responders, and professional emails for administration.