A new round of reporting and guidance examines how colleges are trying to build “AI-ready” students while managing mistrust and pedagogy tradeoffs. One piece argues that effective preparation is not just policy about whether to use tools—it is curriculum design that supports critical thinking, ethical judgment, and reflection as students experiment. Separately, an essay on classroom design in the AI era warns that institutions may overcorrect toward technology access while underinvesting in classroom fundamentals that support focus, discourse, and collaboration. It argues that AI should not replace the classroom’s social and human functions. Together, the pieces reflect a growing campus-level shift from permissive “use AI” messaging toward structured, assessment-aligned approaches—aiming to ensure AI tools expand decision-making rather than automate it.