This essay explores the integration of generative artificial intelligence (GenAI) into pre-service teacher education amidst contemporary debates on technology in education. It highlights the cautious stance taken by educational authorities, such as the Alberta Teachers' Association, which advises against involving students directly with AI tools. The discussion contrasts this cautionary position with global trends, noting advanced AI curricula in countries like China and Japan. Emphasizing the necessity for hands-on GenAI training for pre-service teachers, the essay advocates equipping future educators with the skills and knowledge to effectively incorporate AI into their practice. It calls for engaging students as partners in learning and rethinking traditional notions of plagiarism in a postplagiarism world where AI co-creation becomes common.