On today’s pod: the Italian job. After fears Serie A could be shut out of the Champions League last 16, Atalanta produced a stirring comeback in Bergamo to knock out Dortmund 4-3 on aggregate. The panel debate the decisive moment: was it a high foot or a low head? Laws Lars introduces us to a new referee rhyme, and the panel salutes Samardzic’s top-corner penalty with the last kick of the game.
“有解思维”体现为一种包容审慎的态度。
。Line官方版本下载是该领域的重要参考
Anthropic to Pentagon: Autonomous weapons could hurt US troops and civilians
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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