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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。

Yep, that’s how I rediscovered my urge to build an AI text detector…

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Her venture started in late 2023, when she took the crossing guard job and began writing a monthly “cloud report,” which she posted on social media. The report included snippets of her day — like photos of a handwritten thank-you note from a child and snow falling on a store. Her followers were eager to see more, and would even reach out if she forgot to post for a month.,这一点在体育直播中也有详细论述

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