Mahmut is a computer engineer from Ankara, Turkey, specializing in software engineering, cybersecurity, ML systems, and DevSecOps. A Bahcesehir University graduate (2015-2020), he has played key roles at HAVELSAN, developing secure DevSecOps pipelines and cybersecurity architectures for Turkish Armed Forces, contributing to national security systems advancement. He has extensive experience with machine learning and LLMs, applying theoretical concepts to practical solutions. As a student research assistant at Istanbul Big Data Education and Research Center, he implemented learning-based algorithms for drone routing and conducted text processing and sentiment analysis. His technical expertise encompasses Python, Go, C/C++, Java, JavaScript, Docker, Kubernetes, Terraform, and blockchain technologies. Fluent in English and Turkish, he has received notable recognition, including first place in the Presidency of Defence Industries Cyber Capstone Projects and a full scholarship from Bahcesehir University. Additionally, he has served on the NATO Locked Shields exercise green team, implementing ML and LLM-based systems, and currently serves as a red team capability leader in the NATO CWIX exercise.