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Interface health in generative recommendation systems is multi-signal, revealing that prefix alignment is critical for candidate exposure but weakens under certain scoring conditions.
DeltaGate achieves a remarkable boost in recommendation accuracy for returning users after long inactivity, outperforming established models with significantly fewer parameters.
