•We previously selected for large and small brain size in guppies.•Large-brained females outperformed small-brained females in a learning task.•Healy and Rowe challenged our interpretations of larger brains = better learning.•Here we argue why we think they are mistaken.
Keywords: Poecilia reticulata; artificial selection; brain size; cognition; guppy; learning.