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.
Both Ruby and Crystal work around this limitation in interesting ways, but that’s getting a little bit ahead of ourselves.
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Sam Altman, OpenAI’s CEO, announced the move on Friday night. It came after an agreement between Anthropic, a rival AI company that runs the Claude system, and the Trump administration broke down after Anthropic sought assurances its technology would not be used for mass surveillance – nor for autonomous weapons systems that can kill people without human input.
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Софи Рейн известна неоднократными заявлениями, что, несмотря на съемки в порно, намерена беречь девственность до брака. Бонни Блю прославилась в 2025 году после 12-часового порномарафона, во время которого с ней занимались сексом более тысячи мужчин. Новый секс-марафон, который она устроила в 2025 году, закончился ее беременностью.。同城约会对此有专业解读
扎扎实实,踏踏实实,言犹在耳,发人深省。