I'm Gina, a systems, security and development specialist working across TypeScript and Python. I build and improve real applications — a connected data platform, a public product I inherited and extended, a commercial website heading into production — and I treat AI as an engineering practice: context, constraints, review and verification. Security is part of how I build, not something added afterwards.