This article has been reviewed according to Science X's editorial process and policies. Some future AI approaches, the authors argue, could constrict the questions researchers ask, the experiments they perform, and the perspectives that come to bear on scientific data and theories. The authors warn against treating AI applications from these four archetypes as trusted partners, rather than simply tools, in the production of scientific knowledge.