What's real in AI for your classrooms this week, and what's just loud.
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How this is made
The Margin is compiled by AI against a bar a human set. A pipeline scans a curated list of research, journalism, lab, and policy sources, scores each against a rigorous rubric for whether it should change a leader's mind, and publishes only what clears the bar. A teacher sets that bar, audits what goes out, and cuts what doesn't hold up. See exactly how it works, with the data →