This study examines a human centered AI literacy curriculum implemented in graduate education and its implications for second language writing teacher preparation. Findings show that dialogic engagement with AI supports ethical reasoning, teacher agency, and culturally responsive pedagogy, helping future educators integrate AI while preserving human judgment, relational teaching, and linguistic equity.