As academic institutions shift from experimentation to systemic adoption, library professionals are uniquely positioned to move beyond basic chatbot interactions and rethink how generative artificial intelligence (GenAI) can transform existing workflows. This session details the rationale and development process behind a curriculum designed to upskill practitioners for this transition. The presentation covers why specific course modules were selected and shares examples of applying library expertise to enable AI-assisted professional work across various library functions.