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.
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Otherwise, there can be power struggles, misalignment in vision, and confusion amongst the wider company.
“坚决破除阻碍全国统一大市场建设卡点堵点”“综合整治‘内卷式’竞争”是党的二十届四中全会作出的重要部署。代表委员围绕强化监管执法、压实平台主体责任等方面提出意见建议。邓志勇介绍，市场监管总局围绕依法查处违法行为、支持产业优化升级、完善制度规则等方面，推出多项工作举措破解“内卷式”竞争难题，助力全国统一大市场建设。