As artificial intelligence (AI) increasingly enters K-12 classrooms, education leaders are reassessing their approach. A consensus is building that neither waiting nor hastily adopting AI tools is effective. Instead, districts are embracing “adaptive governance,” as highlighted in the white paper, Adaptive Governance for AI in K-12. This model emphasizes building organizational competency to manage rapidly evolving technology. Leaders like Dr. Aleesia Johnson stress that AI impacts every facet of education, necessitating superintendent involvement in decision-making to align AI initiatives with broader goals. Instead of merely adopting tools, districts such as Charlotte-Mecklenburg Schools focus on stakeholder engagement and phased implementation, collecting feedback first before introducing AI. Moreover, training is shifting from product-specific to foundational AI skills. As Delaware Secretary Cindy Marten notes, innovation must directly enhance learning outcomes, with a foundational recommendation: “Start with the problem, not with the tool,” to foster effective and equitable AI integration in education.