I am a security-focused computing student with hands-on work across university systems, especially identity flows, student-service platforms, and legacy web applications.
The public version should emphasize classes of findings and reporting discipline rather than raw exploit detail. That makes the page stronger and safer at the same time.
Current direction: web pentesting, agent offense and defense, vulnerability research, traditional visual algorithms such as KCF, introductory open-source research, and turning private reports into clean public case studies.
My work spans hands-on vulnerability research and research on the reliability and security of LLM agents operating through real environments.