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The ever-growing scale of internet applications demands highly efficient algorithms to ensure optimal performance and user experience. Modern algorithm design techniques, such as dynamic programming approaches, play a crucial role in tackling the challenges posed by massive data sets and concurrent user requests. By leveraging cloud infrastructure,