College libraries are expanding roles as AI sandboxes and literacy hubs, offering hands‑on workshops, policy guidance, and tool testing to students and faculty. Institutions like Bryn Mawr are positioning library staff as frontline trainers on responsible AI use and governance, creating curated environments for experimentation and instruction. At OEWeek events, live demos such as Kwantlen Polytechnic University’s AI Declaration Statements are building practical frameworks for campus AI policies and community standards. Libraries and teaching centers are becoming focal points for operationalizing ethical AI guidance and educating campus stakeholders on documentation, attribution, and classroom use policies.