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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Netflix has unveiled a trailer for its upcoming documentary Louis Theroux: Inside the Manosphere set to arrive on March 11th. It will be the first full-length Netflix documentary for Theroux, and see him interview "manosphere" influencers like Sneako, Justin Waller and HS Tikky Tokky, aka Harrison Sullivan. "I’ve made documentaries for over 30 years now, and in a way, this subject feels like the final boss," the filmmaker told GQ.
D4vd has not been charged or officially named as a suspect in the case