Artificial intelligence is rapidly transforming higher education, yet many educators lack consistent, actionable guidance on responsible use aligned with pedagogical goals and ethical standards. This workshop introduces the ongoing development of an IEEE standard for responsible AI use in higher education, organised across key domains including teaching and learning, assessment and academic integrity, student support, educator development, and institutional governance. The session provides a brief overview of the emerging framework and engages participants in shaping its development through structured discussion and interactive breakout activities. Participants reflect on how the guidance supports practice in their own contexts and explore ways to meaningfully engage with the standard. By bridging principles and practice, the session supports educators and institutions in adopting AI in ways that are consistent, scalable, and ethically grounded.