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.
Opens in a new window
这句话伴随杜耀豪长大，像一个悬而未决的谜题。他出生在德国，母语是德语，却长着一张东方面孔。在学校，他的名字“Hao”会被同学戏谑地与德语中“殴打”（hauen）的发音联系起来。他名字中的“耀”字，在父母移居德国后，被译成了越南语“Dieu”。杜耀豪猜测，这或许更多地出于实用考虑，但可能也具象征意义，连接着家族背后中越两段交错的历史与漂泊的轨迹。，这一点在同城约会中也有详细论述
Flight controllers at Nasa working out how to get the crippled Apollo 13 back to Earth.
，更多细节参见旺商聊官方下载
High-stakes talks between the US and Iran over the future of Tehran’s nuclear programme ended on Thursday without a deal, as the White House weighs a military operation that would mark its largest intervention in the Middle East in decades.
Continue reading...，这一点在safew官方下载中也有详细论述