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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.
太阳下山后，奶奶给灶神爷上了香，那香也有讲究，家里有几口人，灶台上就插几炷香。她走出院门，用一根筷子敲着碗口，喊家人的名字，寓意叫人魂回家吃饭喝汤和烤火。这次，她特意多叫了几遍老爸的名字。
Еще несколько лет назад летний отпуск невозможно было представить никак иначе, кроме как под солнцем, у моря и в отеле на первой линии. Однако в последние годы из-за экстремальной жары на курортах юга Европы и частых пожаров тренд начал смещаться на более северные направления. Здесь в лексикон путешественников ворвался coolcation (cooling vacation — «прохладный отпуск»). Многие туристы больше не хотят планировать экскурсии только на ранее прохладное утро, покрываться волдырями и проводить половину отдыха под кондиционером. О том, как coolcation стал популярен и где искать те самые прохладные направления, — разбиралась «Лента.ру».