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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Standard Digital。WPS下载最新地址对此有专业解读
Ok, this is all good when the tasks slice doesn’t escape. But what if
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這位75歲的解放軍最高現役將領、習近平的「紅二代」陝西老鄉突然倒台，讓最了解中國政治的人士也感到震驚。長期以來，張又俠被認為得到了習近平的信任，因此得以在72歲「超齡」留任政治局委員和軍委副主席，並在幾輪暴風驟雨般的軍方整肅運動中巋然不動，但這些判斷如今都成為了歷史。，推荐阅读爱思助手下载最新版本获取更多信息
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