Security as a way of thinking
Reading systems through attack surfaces, access boundaries, failure paths, and operational risk—not just through tools.
Operator first.
Always learning.
I started from the operational side of IT: understanding how systems behave, where they fail, and what it takes to restore them under pressure. Security added the habit of questioning trust and reducing unnecessary exposure. Today, I'm bringing that operational discipline into machine learning and agentic automation.
Infrastructure as a living system
Working with Linux, containers, orchestration, networking, troubleshooting, and the practical realities behind reliable services.
AI that earns its place
Exploring machine learning and agents as operational components: observable, bounded, and useful to the people doing the work.