Cell fate commitment involves transcription factor activity and changes in chromatin architecture. Here the authors show that CAF-1 maintains lineage fidelity by controlling chromatin accessibility at specific sites; suppressing CAF-1 triggers differentiation of myeloid stem and progenitor cells into a mixed lineage state.