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Entanglement,one of the central mysteries of quantum mechanics,plays an essential role in numerous tasks of quantum information science.A natural question of both theoretical and experimental importance is whether universal entanglement detection can be accomplished without full state tomography.In this work,we prove a no-go theorem that rules out this possibility for non-adaptive schemes that employ single-copy measurements only.