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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.
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“党看干部主要就是看肩膀能不能负重,能不能超负荷”“我们做人一世,为官一任,要有肝胆,要有担当精神”“要拎着乌纱帽干事,不要捂着乌纱帽做官”“‘为官避事平生耻。’担当大小,体现着干部的胸怀、勇气、格调”……关键时刻站得出来,危急关头顶得上去,折射的是政绩观,彰显的是党性和作风。
Hendry said he was disappointed prosecutors didn’t charge Coulibaly with assaulting an officer — the felony offense police originally proposed.