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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.
精准帮扶，最终的落脚点在人。习近平总书记叮嘱：“脱贫致富终究要靠贫困群众用自己的辛勤劳动来实现。”
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Sepsis is a rare but serious medical condition which occurs when the body's immune system, which is meant to fight against disease and infection, starts to attack the body's own tissues and organs.。关于这个话题，safew官方版本下载提供了深入分析
Author(s): Ruixuan Dong, Xiuqin Liu