same kernel image on all of our builders (the current ones use a mix of kernel
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.
。业内人士推荐新收录的资料作为进阶阅读
Nature, Published online: 25 February 2026; doi:10.1038/s41586-026-10169-4。新收录的资料对此有专业解读
Live Caption: Pixels can automatically transcribe any video playing on the screen. You can quickly toggle this on by tapping one of the volume buttons and tapping on the square button below the volume slider (or head to Settings Sound and Vibration Live Caption). If the video is in a different language, you can even see it translated (only on Tensor-powered Pixels), though you'll need to download one of the supported languages. It can even caption phone calls.
«Если Трамп добивается эскалации конфликта, то он делает именно то, к чему наши вооруженные силы давно готовились, и он получит то, чего добивается», — написал он.