Hi, I'm Ramona, an Independent Researcher, Solutions Architect and Educator. I bring over 20 years of rigorous database engineering experience to the world of AI; my current focus is on System Integrity—applying the strict determinism of data engineering to the probabilistic nature of AI Agents. More to the point, I build instruments that measure whether database and AI agents do, and then publish the experiment alongside the result. In that way, you can reproduce it or show me where I'm wrong.