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AI plays a crucial role in enhancing serverless architecture by automating resource allocation, optimizing performance, and improving scalability. Without AI, serverless systems may face challenges such as static resource provisioning and manual scaling, leading to inefficiency and performance issues. AI integration can help predict workload patterns and optimize resources in real-time, leading to improved overall performance and cost savings.