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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.

第十三条 精神病人、智力残疾人在不能辨认或者不能控制自己行为的时候违反治安管理的,不予处罚,但是应当责令其监护人加强看护管理和治疗。间歇性的精神病人在精神正常的时候违反治安管理的,应当给予处罚。尚未完全丧失辨认或者控制自己行为能力的精神病人、智力残疾人违反治安管理的,应当给予处罚,但是可以从轻或者减轻处罚。。heLLoword翻译官方下载对此有专业解读

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