Marshiya Bensigar Herbert is a Senior Lead Software Development Engineer and Software Architect with over 20 years of experience in enterprise systems, Java development, and AWS cloud infrastructure. A specialist in designing scalable, AI-driven solutions for the healthcare industry, Marshiya is dedicated to bridging the gap between complex architectural requirements and clinical outcomes. Beyond professional engineering, Marshiya is an active contributor to the global research community, serving as a technical reviewer for international AI conferences. Marshiya is committed to fostering technical excellence, mentorship, and the advancement of intelligent systems, consistently striving to drive innovation and support the next generation of academic and scientific researchers.