I build AI for pharma. From inside the industry.

I trained as a pharmacist at the German University in Cairo, graduating in 2021. Pharmacy taught me the language of the industry. Molecules, mechanisms, regulatory frameworks, the quiet ways a good product fails because no one knew how to launch it.

I joined NAOS Bioderma after graduation, working across medical sales and brand teams in the GCC region. I sat in launch meetings. I built territory plans. I watched reps memorize product binders the night before a KOL visit. I learned what pharma actually runs on. And what it does not.

Somewhere in that stretch, AI became the conversation. Every executive wanted a strategy. Every consultancy had a deck. I sat in a meeting where six advisors charged six figures to recommend an AI roadmap. None of them had ever built anything. That afternoon, I started writing code.

I build AI infrastructure for pharma. Not slides. Not strategy decks. Working systems that ship under names like Human in the Loop, TrueLoyal, and Limitless. Each one solves a real problem I lived through, or watched someone live through, inside the industry.