一辆辆车来，一辆辆车走。车上拉的都是灯。
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.
。51吃瓜对此有专业解读
Он отметил, что премьер-министр Венгрии Виктор Орбан «раскрыл все карты» и рассказал, что Европарламент проголосовал за отправку многонациональных сил на Украину.
携程 CEO 孙洁在电话会议中透露，2025 年核心 OTA 业务成交额约 1.1 万亿元，其中住宿与机票业务分别贡献约 2800 亿元与 5500 亿元。