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When Evaluators Cry Wolf: Lessons from Production LLM-as-Judge Evaluation in Educational AI
MagicSchool's K-12 AI product suite is used by millions of teachers and serves millions of teacher and student messages each month. Our team monitors output along four priority dimensions--student safety, tone and instructional role, pedagogical value, and structural output quality--and tracks how o
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