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Deep learning algorithms inject cognitive capabilities into the movement logic of the hentai sex doll. A Silicon Valley company trained an AI model to recognize 200,000 hours of intimate interaction data, allowing the alien sex doll to predict user preferences and actively adjust their positions. The system uses millimeter-wave radar to scan the environment in real time and combines reinforcement learning to optimize the movement path. Tests show that the third-generation model's environmental adaptation speed has increased by 4 times, but there is a risk of over-learning - a beta product was complained by users for frequently imitating specific movie actions. This double-edged sword effect of technological evolution has triggered a wave of industry safety protocol formulation.