无论是WPP、电通或是宏盟，都不会要求广告主“学会使用 AI”，也没有将技术门槛前置给客户。对品牌而言，合作方式依然是熟悉的那一套——提 Brief、看方案、评估效果。变化只发生在代理体系内部：因为 AI 的加入，创意生成更快、方案验证更稳、投放决策更可控，最终体现在结果端的是ROI的稳定性与确定性提升，而不是操作复杂度的增加。
When AI researchers try to model uncertainty, they often use hacks like the Reparameterization Trick (from VAEs) or Monte Carlo Dropout [6] just to make the math run on a GPU. But this forces the network into a “Gaussian straitjacket,” limiting its ability to hold complex, discrete, multi-peaked hypotheses (like knowing a blurry shape could be a dog or a cat, but definitely not a smooth mathematical average of both).
。同城约会对此有专业解读
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