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.
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中共中央办公厅近日印发《关于在全党开展树立和践行正确政绩观学习教育的通知》。2月24日，中央党的建设工作领导小组召开会议，学习贯彻习近平总书记关于树立和践行正确政绩观学习教育的重要讲话和重要指示精神，研究部署学习教育工作。
The East Midlands, Yorkshire and The Humber, and south-east England are particularly at risk.