This longitudinal study seeks to extend writing teacher feedback literacy (WTFL) and provide developmental patterns for EFL teachers in AI-mediated classrooms. Adopting a human-centered approach, the researcher attempts to challenge current skepticism about EFL writing teachers’ roles and redefine our positionality in the age of GenAI.