I work across consulting and academia as AI Engineering Lead at EDT&Partners, Lecturer at the American University of Beirut, and Expert Contributor at O’Reilly.
What I do
I usually work with teams once the vague excitement phase is over and the real questions begin: what is worth building, what will fail in production, how should the system be evaluated, and what would a sound implementation plan look like. That work often includes technical scoping, architecture, evaluation design, and independent review.
Focus areas
- AI strategy, scoping, and technical due diligence
- AI system design, agentic workflows, and evaluation
- MLOps, LLMOps, and production reliability
- Teaching, workshops, and technical AI education