This year-long collaborative autoethnography explores how two EFL writing teachers develops adaptive expertise in GenAI-mediated writing. Data analysis shows that expertise emerges through harmonizing epistemological-ethical orientations with the adaptive, situated pedagogical innovation. Its development is shaped by teachers’ open-mindedness toward GenAI, teacher resilience, social interactions, and institutional support.