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，更多细节参见爱思助手下载最新版本
For twenty years, the pattern was predictable and universal. Someone needs information, they open Google, they type a query, they scan through ten blue links, they click a few results, they piece together answers from multiple sources. This process trained us to optimize for that journey. We focused on ranking in those ten blue links because that's where traffic came from. The entire SEO industry built around understanding and exploiting that single funnel.
# 使用装饰器模式组合存储（同时写入DB和CSV），推荐阅读搜狗输入法下载获取更多信息
Cross-layer sharing, rank-1 projections, sparse gate, low-rank head, frozen scaling params