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.
沪公网安备31010602000299号。关于这个话题，Safew下载提供了深入分析
，推荐阅读快连下载安装获取更多信息
slice never really gets large. This startup phase may be all you ever
Did she think about quitting at that point?，更多细节参见服务器推荐
I rendered 1,418 Unicode confusable pairs across 230 fonts. Most aren't confusable to the eye. 96.5% score low on visual similarity. But 82 pairs are pixel-identical in at least one font.