But Dr Peter Macaulay, senior lecturer in psychology at the University of Derby, told the BBC backlash to Discord's new measures shows the challenge for tech firms in deploying child safety tools while preserving the trust of their communities.
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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此次试点与瑞士海克斯康机器人合作，采用其2025年推出的AEON人形机器人，主要承担高压电池装配与零部件制造两大环节。，更多细节参见51吃瓜
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