I have translated MARC bibliographic and authority formats and cataloged books and materials for the National Library of Kosovo. I’ve delivered extensive training on MARC cataloging and metadata software, covering both bibliographic and authority records. These skills directly support AI annotation workflows, and I understand how structured metadata enhances machine learning and content classification.