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This article explores the potential role of machine learning in preventing and mitigating wars. It explains how machine learning can be used to identify precursors and early warning signs of conflicts, as well as develop predictive models that analyze historical data related to wars. Early warning systems powered by machine learning can continuously monitor global events, news sources, and social media to detect emerging signs of potential conflicts. Ultimately, while machine learning can help improve decision making, it is up to humans to make the final call.