def __init__(self, **kwargs: typing.Unpack[KwargDict]) - None:
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Personalization in AI search is emerging as models learn to consider individual user preferences, history, and context when formulating responses. This creates both opportunities and challenges for content visibility. The opportunity is that AI might recommend your content more prominently to users whose preferences align with your perspective or style. The challenge is that you might become invisible to users whose personalization profile doesn't match, even if your content is objectively relevant to their query.
再对比盈利能力。久立特材的销售毛利率常年维持在20%以上，中信特钢也在10%以上，远高于宝钢股份和包钢股份。这种差距，正是产品技术壁垒的直接体现。