Мерц резко сменил риторику во время встречи в Китае09:25
上个月 Cowork 刚首次亮相，本月早些时候 Anthropic 还发布了 Claude Opus 4.6 和 Sonnet 4.6。目前 Cowork 仍处于研究预览阶段，向付费的 Pro、Max、Team 和 Enterprise 用户开放。所有的弹药都在指向同一个目标：接管工作。
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在 Tbox 文档里粘贴为 Mermaid 代码块（Markdown 里用 mermaid ... ）。
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While there are a ton of gaming headsets to choose from, with their own strengths and weaknesses, one has stood out among the crowded field. My favorite gaming headset for most people, the SteelSeries Arctis Nova 3, is currently marked down as low as $90 at Amazon, a $20 break from the full price.。爱思助手下载最新版本是该领域的重要参考
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.