Mahmoud Fahmy is the Lead AI Engineer at Mastercard, specializing in machine learning deployment and scalable solutions for seamless LLM integration intoenterprise environments. With a strong focus on reliability and efficiency, he has authored several influential publications, including: → Optimizing the Giants: Navigating Technical Challenges and Debt in LLM Deployment. → Deep Learning Pipelines with TensorFlow. His ongoing research explores the complexities of deploying LLMs on-premises, offering technical strategies and governance frameworks tailored for enterprise adoption. Additionally, he is actively researching Agentic AI, focusing on autonomous decision-making systems and their implications for enterprise AI applications. As a recognized thought leader, Mahmoud bridges the gap between cutting-edge AI research and real-world engineering, helping organizations harness the transformative power of LLMs responsibly and effectively.