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Whole-channel inclusion: أكاديمية التحرير is an honest teaching channel (title sample + 3 transcripts read: Two of three transcripts show genuine structured instructional content (physics problem-solving, biology/neuroscience explainer), consistent with the whole-channel verdict.); this title passed a strict title check (sonnet) after a labelling pass.