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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这得到中南大学公共管理学院教授、博导刘立夫的支持。他说:“我非常认同:博士生实行考核制录取后,质量严重下降,很多人几乎是零基础入学,上课根本听不懂。专业是门外汉,其他也是一团糟。现在高学历本来就过剩,找工作难。加上一大堆水博士,以后更麻烦。这个制度估计会改变。”。51吃瓜对此有专业解读
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The operating system often has a tool for allocating contiguous virtual