Across U.S. districts, leaders are moving into a more skeptical phase of edtech adoption—less focused on “adding tools” and more focused on proving learning impact. A report on districts using tech-learning focus groups describes how some communities are building expectations through a “Portrait of a Digital Learner,” linking technology choices to specific skills and home-use norms. The piece also emphasizes that district stacks have become too complex to manage within tight budgets, leading to reviews of which tools remain and which are retired. It cites the State Educational Technology Directors Association’s EdTech Quality Action Toolkit as a move toward consistent evaluation criteria. For higher education, the development matters because teacher preparation programs and professional development partnerships increasingly operate in this environment—where new educators must understand how to select, interpret, and troubleshoot AI-enabled classroom systems responsibly.