One critical determinant of success that is not part of standardized scientific training programs is the development of the right mindset for competitive team science. Mindset has been categorized as fixed and growth. People with fixed mindset who believe that virtues such as goodness and intelligence are naturally endowed and thus fixed are reportedly less likely to succeed than people with growth mindset who believe that such abilities are malleable and scalable. People with growth mindset handle conflicts more effectively. As it stands in academic culture, mostly dominated by the education mission, conflict is a taboo. Administrators generally view conflict as something that must be avoided or resolved. Yet the American Psychological Association, among many others, recognize that good science requires good conflict. Team science efforts must recognize the perils of artificial harmony. Artificial harmony is a state wherein members of the team act as if they are getting along in a setting where serious issues remain unattended. Artificial harmony stifles open communication. Open communication within the team is essential to uphold rigor in science. The threat of conflict triggers the flight or fight response in us. Flight, motivated by conflict avoidance, favors artificial harmony. Fight, in its optimal form, empowers teammates to express their opinion leading to healthy disagreement and debate. Teams must find their own optimal conflict point. Mastering that art of identifying and achieving the optimal conflict point for any given team will return lucrative dividends in the form of competitive edge.