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This paper examines the systemic deployment of AI in managing the four core dimensions of financial risk: credit risk, market risk, operational risk, and liquidity risk, and explores advanced architectures including Deep Neural Networks, Natural Language Processing, and Reinforcement Learning for dynamic portfolio hedging.