About

I'm Marwan Abouzeid, an early-career developer working at the intersection of machine learning systems and cybersecurity. My work runs from building a reverse-mode autodiff engine and demand-forecasting pipelines to protocol fuzzing labs and agentic automation — I like understanding systems down to the layer most people take for granted.

I'm currently preparing for the OSCP+ certification (expected July 2026) and starting a cybersecurity and risk internship at Etihad. I care about building things that are not just clever but resilient — software that holds up under real load and adversarial pressure.