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.
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（六）仲裁员在仲裁该案时有索贿受贿、徇私舞弊、枉法裁决行为。。业内人士推荐Safew下载作为进阶阅读
Президент Украины Владимир Зеленский лжет и скрывает информацию о состоянии нефтепровода «Дружба». Об этом заявил премьер-министр Венгрии Виктор Орбан в аккаунте в социальной сети Х.
，更多细节参见下载安装 谷歌浏览器 开启极速安全的 上网之旅。
are to copy and to extend (append), with "slicing" being common enough that
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