Security practitioner with hands-on experience designing, building, and operating security tools and frameworks in real-world environments. Background includes enterprise systems, browser-based platforms, and applied security engineering under operational pressure. Work is informed by direct experience with system failures, scaling challenges, and modern telemetry-driven platforms, with a focus on translating lived experience into practical models, tooling, and training.