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.
T-slot aluminum extrusions let Andrew customize his desk to his exact requirements
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第三十五条 居民委员会不及时公布应当公布的事项或者公布的事项不真实的，居民有权向不设区的市、市辖区的人民政府及其有关主管部门或者街道办事处反映，不设区的市、市辖区的人民政府及其有关主管部门或者街道办事处应当负责调查核实，责令依法公布；经查证确有违法行为的，有关人员应当依法承担责任。，详情可参考51吃瓜
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