I had an interview recently where a live demo didn’t go the way I planned. Some technical issues popped up, things froze, and the people in the room never really got to see what I built. It wasn’t ideal but it was a good reminder that interviews don’t test perfect conditions, they test how you adapt. Instead of trying to recreate the same demo, I decided to record a walkthrough and explain the system clearly how it’s structured, how the agents work together, and what problem it’s actually solving. This video walks through an AI SecureOps Snapshot I built to help AI companies quickly understand their security, AI risk, and SOC 2 readiness using parallel agents and human review where judgment matters. No hype. Just how it works and why it’s built this way. If you’re interviewing, building, or thinking about how AI and security intersect, hopefully this is useful.

I’m someone who asks a lot of questions and likes figuring out how things really work. I come from the military, and now work in tech, and I enjoy connecting people, ideas, and systems. I’m less about titles and more about impact finding better ways to do things and helping teams move forward….