Abstract: Managing virtual break sessions, including: identifying user preferences associated with virtual break sessions; generating a weight for the user preferences; generating, based on the weights for the user preferences, a score for each virtual break session of potential virtual break sessions; comparing the score of each virtual break session of the potential virtual break sessions to a threshold score; determining, based on the comparing, that the score for a particular virtual break session of the potential virtual break sessions is greater than the threshold score, and in response, providing a notification to a display device indicating the particular virtual break session proximate to a time associated with the particular virtual break session; obtaining, during the particular virtual break session, user engagement signals associated with the particular virtual break session; and updating, based on the user engagement signals, the weight for each of the user preferences.