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。
Now the standoff has reached a breaking point. Anthropic faces both Trump’s social media directive to scrub Anthropic from federal agencies (a demand it is unclear if he can enforce) and a Friday 5 p.m. Eastern deadline to accept the Pentagon’s terms or risk losing its contract entirely—a move that could force the military to rip out one of its most advanced AI systems and send a chilling message across Silicon Valley. The Friday deadline when Congress is not in session prevents that arm of the government intervening in a showdown that, as AI scholar Gary Marcus wrote, “may literally be life or death for all of us.”
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I rendered 1,418 Unicode confusable pairs across 230 fonts. Most aren't confusable to the eye. 96.5% score low on visual similarity. But 82 pairs are pixel-identical in at least one font.，更多细节参见91视频
On the 4th iteration, the stack backing store is finally full and we