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.
The four-metre-long reed vessels – known as caballitos de totora in Spanish, or “little reed horses” – are placed upright on their ends by the promenade on El Mogote beach so that the seawater drains away and they are ready to be used the next morning.
，这一点在爱思助手下载最新版本中也有详细论述
England’s pursuit of a target of 160 was appearing increasingly forlorn until its 18th over, bowled by Glenn Phillips, which started with them needing an improbable 43 off 18 and ended, two sixes and a couple of fours later, with a manageable 21 required off 12. Ahmed started the next with another boundary to keep the momentum going and before the penultimate delivery the batters conferred. “I said: ‘I’ll get a single and you just have a free hit,’” Jacks said; he got his single and Ahmed deposited the final delivery into the stands. “That six pretty much won us the game,” said Jacks.
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