At Université de Sherbrooke, I designed and validated an ICS/OT threat-detection recommendation system connecting real-time monitoring with MITRE ATT&CK for ICS. My Positive-Unlabeled classifier reduced false positives by 38% while preserving high recall.
I built and maintained a process-aware industrial testbed and authored 13 automated attack chains with Caldera-for-OT, covering 54 of 83 MITRE ATT&CK for ICS techniques. I also developed a causal-window Transformer that improved top-1 technique attribution accuracy from 0.71 to 0.78.
At IronHack, I lead a part-time cybersecurity bootcamp for 25 learners, delivering theory and TryHackMe labs while mentoring learners and evaluating their projects. At Correlation One, I facilitated weekly cybersecurity sessions for approximately 160 learners and led hands-on lab exercises.
As a Penetration Tester at Keystone Group, I conducted client-requested external penetration tests and built a red-teaming tool to automate Raspberry Pi network integration and IP assignment in Active Directory environments. I also competed internationally in CTFs, earning second place in MENA and seventh globally at CSAW'23 Finals.
