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The risk AI team at Binance uses machine learning to protect users from fraud and other potential threats. This article explains how they use a streaming pipeline to ensure real-time responses and prevent model staleness. Batch pipelines are used to process large volumes of data, while streaming pipelines are used for near-instant responses. Both pipelines are equally important for fraud prevention.