Marium Kumail Raza

National-Scale AI Orchestrator: Designed and built CIRO, an autonomous crisis response
orchestrator for Pakistan utilizing a custom 7-agent multi-agent architecture.
• Resource Optimization: Implemented Knapsack-based constrained resource optimization to
prevent double-booking of municipal assets during concurrent crises.
• Full-Stack Development: Engineered the entire system from a FastAPI backend to a React
Native mobile client and React web dashboard with real-time WebSocket updates.
• Resilience Engineering: Built a chaos engineering validation framework that successfully
tested 30 concurrent simulated crises, ensuring high system reliability.

• Business Intelligence:Designed and developed comprehensive Power BI dashboards and
analytics reports, transforming raw data into actionable business narratives.
• AI Applications: Built AI-powered chatbots and interactive data visualization web apps using
Python, Streamlit, and SQL.
• Data Systems Management: Architected structured data systems integrating SQL databases,
Excel, and cloud infrastructure.

• Data-Driven Strategy: Developed and implemented data-driven content strategies for diverse
educational and technical clients.
• AI Content Generation: Leveraged advanced prompt engineering to generate AI-assisted
technical content and learning resources.
• Cloud Analytics: Applied Google Cloud technologies to enhance data analysis capabilities and
publish technical insights.