In our work with youth, we recognize the potential of young people as catalysts for change. We propose using AI to analyze social media and community data to identify potential youth leaders who exhibit a passion for social causes. The AI would then help in designing personalized engagement strategies and educational content to empower these young leaders to initiate and sustain community generosity movements. This approach could have far-reaching implications for youth engagement in social causes globally, showcasing how AI can be a powerful tool in nurturing the next generation of community leaders.