During development I encountered a caveat: Opus 4.5 can’t test or view a terminal output, especially one with unusual functional requirements. But despite being blind, it knew enough about the ratatui terminal framework to implement whatever UI changes I asked. There were a large number of UI bugs that likely were caused by Opus’s inability to create test cases, namely failures to account for scroll offsets resulting in incorrect click locations. As someone who spent 5 years as a black box Software QA Engineer who was unable to review the underlying code, this situation was my specialty. I put my QA skills to work by messing around with miditui, told Opus any errors with occasionally a screenshot, and it was able to fix them easily. I do not believe that these bugs are inherently due to LLM agents being better or worse than humans as humans are most definitely capable of making the same mistakes. Even though I myself am adept at finding the bugs and offering solutions, I don’t believe that I would inherently avoid causing similar bugs were I to code such an interactive app without AI assistance: QA brain is different from software engineering brain.
Глеб Макаревичсотрудник Центра Индоокеанского региона ИМЭМО РАН
。业内人士推荐WPS下载最新地址作为进阶阅读
“实”的另一个内在要求，是“功成不必在我、功成必定有我”。这不是口号，而是共产党人应有的境界和格局，是方法论在时间尺度上的延展。
Александра Синицына (Ночной линейный редактор)
。下载安装 谷歌浏览器 开启极速安全的 上网之旅。是该领域的重要参考
记者在柑浦堂分拣仓库看到，大量标注“新会陈皮”“新会特产”的纸箱正打包“工艺皮”，这些广西陈皮每日批量发往广东新会，造假供需链路已成熟稳定。。关于这个话题，51吃瓜提供了深入分析
Кроме того, советник венгерского премьера Балаш Орбан заявил, что Будапешт выдвинул требование Европейскому союзу (ЕС) отправить на Украину независимую комиссию, которая расследует обстоятельства повреждения «Дружбы» и возможность возобновления работы нефтепровода.