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But it’s hard to avoid the feeling that incremental improvements won’t fully address what makes day-to-day work messy: not the lack of static context (the browser is excellent at that), but the lack of composition between tools and dynamic context.

Along with swapping in a more powerful chip, Apple has upgraded the starting storage by doubling it from 256GB to 512GB. The company says the SSD has “2x faster read/write performance compared to the previous generation.” You can kit out the MacBook Air with 4TB of internal storage if you have the will and the means.

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过去,只要文章标题命中了“热门赛道”,传统SEO机制就能将链接推送给用户。但在生成式搜索时代,大模型(如Kimi、豆包、元宝、DeepSeek)并非链接的搬运工,而是逻辑的“总结者”。当投资者向AI询问“当前震荡市下某位基金经理的防御策略是否有效”时,如果基金公司沉淀在PDF或长视频中的海量投研报告无法被AI引擎准确解析,大模型极易抓取互联网上的第三方主观评论,从而生成偏离官方投研底色的结论。

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