Returning back to the Anthropic compiler attempt: one of the steps that the agent failed was the one that was more strongly related to the idea of memorization of what is in the pretraining set: the assembler. With extensive documentation, I can’t see any way Claude Code (and, even more, GPT5.3-codex, which is in my experience, for complex stuff, more capable) could fail at producing a working assembler, since it is quite a mechanical process. This is, I think, in contradiction with the idea that LLMs are memorizing the whole training set and uncompress what they have seen. LLMs can memorize certain over-represented documents and code, but while they can extract such verbatim parts of the code if prompted to do so, they don’t have a copy of everything they saw during the training set, nor they spontaneously emit copies of already seen code, in their normal operation. We mostly ask LLMs to create work that requires assembling different knowledge they possess, and the result is normally something that uses known techniques and patterns, but that is new code, not constituting a copy of some pre-existing code.
第五十七条 承运人对货物灭失或者损坏的赔偿限额，按照货物件数或者其他货运单位数计算，每件或者每个其他货运单位为666.67计算单位，或者按照货物毛重计算，每千克为2计算单位，以其中赔偿限额较高的为准。但是，托运人在货物装运前已经申报其性质和价值并在提单中载明，或者承运人与托运人已经另行约定高于本条规定的赔偿限额的除外。
，这一点在体育直播中也有详细论述
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