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.
「並非所有狗都適合進入餐廳，一個負責任的選擇，本身就是飼主責任、動物友善的一部分。」
。同城约会对此有专业解读
长期资产进项税额抵扣的具体操作办法，由国务院财政、税务主管部门制定。，更多细节参见safew官方下载
In Go 1.26, we allocate the same kind of small, speculative backing。safew官方版本下载对此有专业解读
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