"A machine will do it the same but then people do it differently - little quirks in it and stuff like that."
a16z基础设施团队的合伙人Jennifer Li在Big Ideas报告里说了一句让很多人印象深刻的话：企业AI现在最大的瓶颈，不是模型不够聪明，而是自己的数据太乱。她用了一个词——"数据熵"。每家公司都淹没在PDF、截图、邮件、操作日志里，80%的企业知识以非结构化的形式散落在各个角落，从来没有被系统整理过。你买了最好的模型，搭了最贵的系统，但喂进去的是一团乱麻，出来的自然是错误和幻觉。
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Do I need a Prime membership to shop Amazon's Big Spring Sale?Prime Day, Amazon's flagship July sale, and Prime Big Deal Days, Amazon's holiday season kick-off sale, both require a Prime membership to shop all of the savings. Amazon's Big Spring Sale, on the other hand, doesn't require a membership to shop. That being said, in previous years, we've spotted Prime-exclusive savings, so being a Prime member is still your best bet to taking full advantage of the sale.
判断平台是否完成了可持续转型，可以通过一组剪刀差指标观察：一端是单位交易变现率的变化，另一端是供给侧的满意度指标，例如留存率或净推荐值。如果变现率持续上升，而供给侧满意度同步下滑，这种赚钱方式本质上仍是竭泽而渔。只有当两者同时改善，平台的转型才具备长期稳定性。
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For implementers, this promise-heavy design constrains optimization opportunities. The spec mandates specific promise resolution ordering, making it difficult to batch operations or skip unnecessary async boundaries without risking subtle compliance failures. There are many hidden internal optimizations that implementers do make but these can be complicated and difficult to get right.
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