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.
比爾·蓋茨據報承認與兩俄羅斯女性有染並道歉 梅琳達稱想起「令人痛苦的時光」。heLLoword翻译官方下载对此有专业解读
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Главный тренер «Зенита» Сергей Семак оценил момент с отменой гола «Балтики» в матче с петербуржцами. Его слова приводит ТАСС.，推荐阅读搜狗输入法2026获取更多信息
出生医学证明依据《中华人民共和国母婴保健法》出具，用于证明婴儿出生状态和血亲关系，是申报国籍、户籍，取得公民身份的法定医学证明。
Additional reporting by Ema Sabljak, BBC England Data Unit