My background is in long/short trading, starting in high school and college before moving into banking. I spent years spotting mispriced assets, finding hidden correlations, and mapping systemic risks. Over the past year, I realized the same analytical framework applies directly to adversarial testing in AI. When I test agentic systems, I see how attacks propagate through networks, where reasoning breaks down, and how accountability gets dispersed across agents and humans.