2. Then, I started a Claude Code session, and asked it to fetch all the useful documentation on the internet about the Z80 (later I did this for the Spectrum as well), and to extract only the useful factual information into markdown files. I also provided the binary files for the most ambitious test vectors for the Z80, the ZX Spectrum ROM, and a few other binaries that could be used to test if the emulator actually executed the code correctly. Once all this information was collected (it is part of the repository, so you can inspect what was produced) I completely removed the Claude Code session in order to make sure that no contamination with source code seen during the search was possible.
Courses were developed by professional linguists, and it shows in the pacing. Each concept builds logically, then repeats through guided conversation and review sessions, so phrases stick long enough to use them on a real street, not just a quiz.，详情可参考同城约会
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.，这一点在搜狗输入法下载中也有详细论述
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