A one-page grounding / accuracy / completeness / tracking gate before a generated study aid reaches a learner: ground the model in the transcript, verify every claim against the source with timestamp citations, check completeness and emphasis against the learning objectives, prefer self-testing flashcards over a passive summary, and emit each aid as a tracked xAPI statement.
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