My background is built on deep, hands-on experience securing both Windows and Linux environments and hunting down web application vulnerabilities at scale. I've investigated a large volume of real-world security incidents, giving me a practical, battle-tested understanding of how attacks actually unfold in production environments not just in theory. Recently, my focus has shifted toward securing the AI agents being deployed across our environment, as organizations rush to adopt AI faster than their security models can keep up. I also teach cybersecurity at Roi Academy, training the next generation of analysts.