[#]g~{arg} Switch character case for arg region # times
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.，详情可参考新收录的资料
。新收录的资料对此有专业解读
FT Edit: Access on iOS and web
据过往报道，2018年前后“四云奶盖贡茶”在中国大陆仍拥有约600家门店。但随着消费者口味变化以及新品牌崛起，这一品牌逐渐在市场上边缘化。。关于这个话题，新收录的资料提供了深入分析