This session centers the enduring value of conceptual thinking and writing as foundations of scholarly identity and knowledge creation. As generative AI tools increasingly mediate the research process, scholars face new challenges in teaching and modeling deep, original scholarship. Attendees will learn the benefits and limitations of AI driven citation network mapping tools in both teaching and scholarly applications.