Payton et al. develop small-molecule inhibitors of kinesin KIF18A able to selectively kill cancer cells with high chromosomal instability and demonstrate that the inhibitors are therapeutically beneficial in cancer patient-derived in vivo models. The gene discussed is KIF18A; the disease is cancer.