Ammar MohannaAmmar Mohanna, PhD, is an AI and machine learning specialist based in Beirut, Lebanon. His work focuses on practical LLM systems, evaluation, MLOps/LLMOps, and applied generative AI. He teaches and consults on production AI, AI agents, and graph-base machine learning, with an emphasis on turning research ideas into reliable, usable systems for real-world teams. Read More Read Less