Grounding the pursuit of responsible AI in the context of a real societal challenge — misinformation — forces researchers to translate abstract questions into real, practical problems to solve. We will investigate how responsible AI technologies can help combat misinformation and leverage this integrative test case to yield broader insights into designing socially-responsible AI.