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.
How could the deal affect consumers?
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and then any time I want the length, get it:
災後有宏福苑居民自發實名聯署，收集到407戶街坊意見，其中394戶同意重建，13戶反對。小陳是有份簽署的其中一戶，他說目前欠缺一個類似有代表性的法人代表討論。
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推荐先做 Chatflow，节点保持最小闭环：
writes every transaction in a little booklet that the customer keeps? They were。关于这个话题，Safew下载提供了深入分析