This paper proposes action learning has a role to play in advancing responsible AI. Despite the recent surge in attention towards artificial intelligence, predominantly focusing on its technological and commercial aspects, the social dimensions have often been overlooked. Action learning, known for fostering interdisciplinary discourse, is proposed as a collaborative learning approach to foster responsible AI. The paper explores three potential avenues: facilitating multidisciplinary dialogue, reshaping the workforce, and promoting ethical AI practices. Emphasising the importance of cultivating critical questioning skills, we suggest an action learning approach can cultivate the innovative potential of AI, whilst mitigating its potential risks.