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.
Over the next few weeks, we’ll focus on addressing issues reported on the 6.0 branch, so we encourage you to try the RC and share feedback.
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第一百四十六条 承租人可以将租用的船舶转租，但是应当将转租的情况及时通知出租人。租用的船舶转租后，原租船合同约定的权利和义务不受影响。
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南方人物周刊：杜太白这样一个知识分子的形象，在你过往的作品中并不多见。