⚽ Premier League: 10 things to look out for this weekend
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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.
日本推进“再军事化”有实际路线和行动，一个新型的军工复合体正在加速形成。近年来，日本扩军备武步伐加速，防卫费从2012财年到2026财年连续14年上涨，2022年以来更是实现3年内翻番。“国家级操盘”让日本军工企业赚得盆满钵满，甚至在资本市场上制造了“军工泡沫”。数据显示，自2022年11月以来，三菱重工股价涨幅超过650%，IHI株式会社股价涨幅超过480%，川崎重工股价涨幅超过280%。与此形成鲜明对照的是，同期日本制造业平均年增长率还不到1%。