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.
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children born between 1 January 2020 and 31 August 2022 will be offered a single dose later in 2026
OpenAI has vowed to strengthen its safety protocols and to notify law enforcement of credible threats sooner in a letter addressed to Canadian authorities, according to Politico and The Washington Post. If you’ll recall, Canadian politicians summoned the company’s leaders after reports came out that it didn’t notify authorities when it banned the account owned by the Tumbler Ridge, British Columbia mass shooting suspect back in 2025. Some of OpenAI’s leaders have already met with Candian officials, and British Columbia Premier David Eby said Sam Altman had also agreed to meet with him.