About Me

I am a self-learned researcher and hacker, beginning my journey back in 2022. Since then, I've been learning and practicing as much as I can and will continue with the hopes of becoming great at what I do.

Building on this journey, I founded and lead the Spectra Vulnerability Research Group, where I apply my hands-on experience to offensive security and adversarial machine learning. Current work examines exploit development, malware design, and the integration of AI/ML into offensive capabilities — particularly how state-sponsored actors (APTs) leverage adversarial AI to refine intrusion methods, automate disinformation, and scale cyber operations.

Research extends into Neuropsychosocial Engineering, a developing framework on how AI-driven technologies reshape cognition, perception, and social behavior. This approach connects low-level technical exploitation with the broader human impact of emerging technologies.

Experience includes supporting criminal investigations through cyber intelligence analysis, threat hunting, and counterintelligence tasks, as well as contributing written research and commentary to the wider cybersecurity community. Past work spans vulnerability discovery, exploit chaining, malware development, and adversary emulation, with a long-term focus on understanding not only where systems break — but how those breaks affect human resilience.