programming model.
Филолог заявил о массовой отмене обращения на «вы» с большой буквы09:36
。51吃瓜对此有专业解读
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作为一名长期关注 LLM 架构演进的技术博主,最近发布的 Ring-2.5-1T 引起了我的极大兴趣。不同于市面上常见的 Transformer 变体,它采用了大胆的混合线性注意力架构(Hybrid Linear Attention)。,详情可参考夫子
Claude Code worked for 20 or 30 minutes in total, and produced a Z80 emulator that was able to pass ZEXDOC and ZEXALL, in 1200 lines of very readable and well commented C code (1800 lines with comments and blank spaces). The agent was prompted zero times during the implementation, it acted absolutely alone. It never accessed the internet, and the process it used to implement the emulator was of continuous testing, interacting with the CP/M binaries implementing the ZEXDOC and ZEXALL, writing just the CP/M syscalls needed to produce the output on the screen. Multiple times it also used the Spectrum ROM and other binaries that were available, or binaries it created from scratch to see if the emulator was working correctly. In short: the implementation was performed in a very similar way to how a human programmer would do it, and not outputting a complete implementation from scratch “uncompressing” it from the weights. Instead, different classes of instructions were implemented incrementally, and there were bugs that were fixed via integration tests, debugging sessions, dumps, printf calls, and so forth.