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.
黎智英欺詐案上訴得直：定罪及刑罰被撤銷，出獄時間提前
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宠物无法理解春节的意义，却能感知到生活节奏的突然改变。熟悉的人离开、周围变得安静、作息被打乱……这些变化在主人眼中转化为一种难以言说的情绪——愧疚。正是这种情绪，构成了春节期间稳定、强劲的宠物消费驱动力。
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圖像加註文字，截至目前，谷愛凌已在2026年冬季奧運會上摘得兩面銀牌。Article InformationAuthor, 凱蒂·法金漢（Katie Falkingham），详情可参考heLLoword翻译官方下载