I run Data & Analytics at Emicool, a district-cooling operator in the UAE. My team ships production AI every quarter: a Procure-to-Pay agent that cut cycle time by 50%, a RAG system over internal policy docs, an LSTM model that improved heat-exchanger efficiency by 10%, and a predictive model that flags customer complaints before they reach the call center. I coach from the operator's seat, not a textbook. Two communities I serve: - Human & AI Coaching (English) for career shifters and professionals stuck in "tutorial hell." I use a framework I call Systemic Realism — figuring out which parts of your work AI should amplify, and which parts only you can do. - Data Science بالعربي (Arabic) for the Arabic-speaking community learning data science, in our native language. MSc in Data Science, Heriot-Watt (Merit). CDMP in progress. Arabic native, English professional.