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如果要在腾讯AI的十年征程中寻找一条最隐秘也最核心的线索,那一定是“人”的变化。

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The fact that this worked, and more specifically, that only circuit-sized blocks work, tells us how Transformers organise themselves during training. I now believe they develop a genuine functional anatomy. Early layers encode. Late layers decode. And in the middle, they build circuits: coherent, multi-layer processing units that perform complete cognitive operations. These circuits are indivisible. You can’t speed up a recipe by photocopying one step. But you can run the whole recipe twice.

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