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.
accepted an envelope (with cash or checks) and printed a transaction identifier
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在少子化與高齡化的趨勢下，台灣各類勞力密集的工作多由外籍移工承擔。目前台灣有超過50萬名「產業移工」，是外籍勞動人口的最大宗，其次為家庭看護工。
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12月21日，“JK FUN”商城，开业当天，“动批记忆展”同步开幕。新京报记者 薛珺 摄。关于这个话题，safew官方下载提供了深入分析
achievement was paving the way for the IBM 3614 Consumer Transaction Facility.