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Shao Ice, a chatbot with 10 million users in China, faced initial challenges within Microsoft due to its differences from other products. Despite this, Shao Ice became a global leader in conversation AI before large language models. Its success was partially fueled by a strategic publicity move during a dispute with WeChat. However, Shao Ice failed to adopt large language models, focusing on data cleaning over core technology upgrades, leading to limitations like an inability to answer specific questions.