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.
为了理解母亲支离破碎的家族历史，杜耀豪踏上了旅程。（受访者供图），详情可参考搜狗输入法2026
Kosmos 482 is now being closely tracked by international space agencies.。关于这个话题，雷电模拟器官方版本下载提供了深入分析
香港爆發移民潮幾年後，一些人漸漸融入當地生活，也有不少人碰上不同難關。BBC中文採訪三位分別回流香港、留英爭取永居權利、一家分隔異地的移民。，这一点在同城约会中也有详细论述