例如最近爆火的Seedance 2.0，其每生成一条720p、24fps的15秒标准视频，大概要消耗30.888万Token。而如果是程序员利用AI Agent分析复杂开源项目代码并寻找Bug，就需要在后台反复的检索、推理和纠错，可能短短几分钟内就会燃烧掉数百万甚至上千万个Token。
Cython's ** operator with float exponents. Even with typed doubles and -ffast-math, x ** 0.5 is 40x slower than sqrt(x) in Cython -- the operator goes through a slow dispatch path instead of compiling to C's sqrt(). The n-body baseline uses ** (-1.5), which can't be replaced with a single sqrt() call -- it required decomposing the formula into sqrt() + arithmetic. 7x penalty on the overall benchmark.
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AI After Drug Development
图：绿叶制药海外营收一览，来源：锦缎研究院