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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capable of no real logic other than receiving computer output (which was dumped
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As the dismantle example above demonstrates, there’s a significant amount of core gameplay systems where the underlying logic is contained exclusively in the backend. The Unreal game client knows nothing about how item dismantle operations work, only how to prepare the backend HTTP request and interpret the corresponding response.
Anthropic, a company founded by people who left OpenAI over safety issues, had been the only large commercial AI maker whose models were approved for use at the Pentagon, in a deployment done through a partnership with Palantir. But Anthropic’s management and the Pentagon have been locked for several days in a dispute over limitations that Anthropic wanted to put on the use of its technology. Those limitations are essentially the same ones that Altman said the Pentagon would abide by if it used OpenAI’s technology.。关于这个话题，heLLoword翻译官方下载提供了深入分析