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这件事和Llama 4扑街的性质是一样的——技术没跑出来,只能靠钱绕路。马化腾想要“微信红包时刻”,但11年前那次成功,靠的是移动支付的需求本来就在,微信只是打通了最后一公里。AI不一样,没有办法用补贴绕过技术本身。

One of the first things I look for in hiring is mindset. I care far more about whether someone has a growth mindset than whether they graduated top of their class or already have every certification. Consulting requires being comfortable with ambiguity. People need to be able to learn, adapt and recover from challenges without letting every obstacle turn into noise or friction.

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Today, AI displays a tremendous amount of IQ, and astonishingly low EQ. It expresses itself with algorithmic overconfidence, but does not yet appreciate the diverse array of individual human experience. Truly equitable AI would honor and protect the rich texture of culture, context, and community — rather than statistically flattening it. That is the beating heart of equity. And we believe it is also the foundation of AI that actually works: more personal, more trustworthy, and yes, more valuable.