I explore how hacking, automation, and AI intersect to shape the future of cybersecurity. My work focuses on building offensive security tools that uncover weaknesses, simulate attacks, and help defenders see what they’re missing.

Most of my projects start with curiosity. I like figuring out how an attack works and how to automate it. I use Python and AI-assisted development to turn those ideas into working tools that make testing faster and smarter.

This site is where I share that process. I post my experiments, the lessons I learn, and the tools that come from breaking things to understand them better.