The Hidden Layer Workshop introduces key generative AI (genAI) concepts through a privacy lens. Participants probe the possibilities and limitations of genAI while considering implications for intellectual privacy, intellectual property, data sovereignty, and human agency. An original PROMPT Design Framework and worksheet guide participants through the iterative process of prompting generative AI to optimize output by specifying Persona, Requirements, Organization, Medium, Purpose, and Tone. In the centerpiece activity, participants engage in a hidden layer simulation to develop a conceptual understanding of the algorithms in the neural networks underlying LLMs and their implications for machine bias and AI hallucination. Drawing on Richards’s theory of intellectual privacy (2015) and the movement for data sovereignty, and introducing an original framework for the ethical evaluation of AI, Hidden Layer prepares participants to be critical users of genAI and synthetic media.The workshop is designed for a 60-minute session, but can be extended to fill the time available.Includes workshop guide, presentation slides, learning activities, and assessment instrument.

This workshop engages academic librarians and higher education professionals in considering the implications of Dx (digital transformation) for privacy, especially intellectual privacy, in higher education. The session is designed to reveal how student, faculty, and staff data and metadata are collected, along with the potential implications of such data collection. Participants assess how this data is used in order to make informed, intentional choices to safeguard student and employee privacy. The session includes a guided close-reading activity to critically examine educational technology and productivity software privacy policies and terms of service. This workshop session scaffolds from the Intellectual Privacy Workshop [Peer/Professional] and Privacy Workshop [Peer/Professional].

This workshop introduces intellectual privacy and related concepts for academic librarians and higher education professionals. The session is designed to explore the interrelationship between intellectual privacy, surveillance, the chilling effect, open inquiry, and free expression. In lieu of a prescriptive approach, participants analyze readings, case studies, and the Social Cooling infographic to consider how surveillance within the academy and society at-large can impact inquiry and expression. Privacy, the chilling effect, FERPA, and the implications of data capture and surveillance in academic libraries and higher education are considered. Participants collaborate to develop considerations and principles for data use in academic libraries and higher education based on these concepts and case studies. This workshop session scaffolds from the Privacy Workshop [Peer/Professional] and is designed for synchronous or asynchronous delivery.