Disclosed herein are techniques related to managing dose recommendations in medicine administering systems. The techniques may involve obtaining a recommendation for a dose of medicine to be delivered to a patient and determining that the recommendation is outdated based on detecting one or more intervening events occurring after generation of the recommendation but before any delivery of medicine in accordance with the recommendation. The techniques may further involve implementing one or more safety features for avoiding delivery of the dose of medicine to the patient.