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"If a vendor cannot provide evidence of impact on student learning, that is the answer." Evidence-first AI literacy means demanding proof, not promises. matthewrhoads.com/2026/07/07/beyond-the-hype-an-evidence-first-framework-for-ai-literacy-in-education/