A U.S. Senate education hearing on Tuesday pressed state and district leaders to adopt guardrails for AI in schools while maintaining “human judgment” in classrooms, with witnesses calling for outcome-based evaluation rather than hype. The discussion highlighted the lack of federal guardrails and pointed to growing state action, including Delaware’s AI Assurance Lab. Separately, faculty and administrators are moving toward more operational approaches as AI misuse becomes easier to do and harder to detect. A newly published decision framework for educators emphasizes how to distinguish course-level academic expectations from violations of institutional policy when AI tools are suspected. Together, the developments signal a shift from general “AI readiness” messaging to governance mechanics—policies, training, and decision workflows that can be audited when incidents occur.