This longitudinal study traces how a research writing course for doctoral students at a Hong Kong university responded to AI over three semesters. Drawing on teaching materials and student reflections, it explores the instructor’s evolving pedagogical practices grounded in academic literacies and genre-based approaches, and students’ experiences of AI-influenced research writing.