I design intelligent systems and interrogate complex ones.
MSc in Artificial Intelligence.
Security researcher. Systems builder. Relentless optimizer.
I build production AI, audit infrastructure, and engineer platforms where failure is not theoretical, it’s expected and planned for.
- Applied AI & large-scale ML systems
- Adversarial AI & model security
- Cybersecurity research & offensive testing
- Backend architecture & cloud infrastructure
- Data engineering & analytics pipelines
- Automation systems that remove human friction
Recent focus includes Custom language based AI guardrails, cyber range platforms, anomaly detection, and defence research.
Complex systems don’t fail randomly. They fail predictably if you understand them well enough.
My work is about finding those edges before they find you.
It’s not over until you win.
