At AfterQuery and a second AI evaluation platform, I design, solve, and audit cybersecurity tasks used to benchmark frontier AI models. For Project Fenrir, I build and review C/C++ fuzzing and memory-safety tasks, validating crash reproduction, root causes, and mitigation logic.
At Ethio-CERT, I investigate security incidents from detection through recovery, focusing on Linux systems and log evidence. I also represented Ethio-CERT at the IGAD Regional Cyber Drill 2026 and produce reports mapped to MITRE ATT&CK.

