“Excellence is a habit.” That reminder shapes my day. I like to start early with a quiet review and a short walk—simple routines that keep complex work grounded. My background blends hands-on engineering with leadership across AI/ML initiatives in regulated sectors. I enjoy turning ambiguous ideas into usable systems, and guiding cross-functional teams from concept to production. At Askari Bank, I focus on responsible adoption of AI—productionizing LLMs, building the right guardrails, and aligning solutions with real business needs. Previously, I led applied analytics and research in academia, and I take selective, employer-permitted consulting when it helps solve practical problems. Proud parent, lifelong learner, and open to thoughtful conversations.