The Washington State ClimeTime Network has been designed to build capacity for climate science learning, as well as broader NGSS implementation. As a network, we acknowledge the diversity of scientific histories and practices and continue to explore these variations to deepen our teaching and learning of climate science. This paper provides visions of what we mean by climate science centered learning, principles for fostering climate science learning, and guidance for capacity-building to achieve systemic implementation of climate science learning.