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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结合现场观感，今年 S26 Ultra 共计 6 款配色中，「映雪白」、「浅云蓝」和专属色「绯霞金」的效果都非常不错，调色很有格调。，推荐阅读下载安装 谷歌浏览器 开启极速安全的 上网之旅。获取更多信息
治水安邦，兴水利民。新征程上，既需要国家水网纵横神州、跨域调度的“大手笔”，也离不开每一滴水精打细算、每一条河精准施策的“绣花功夫”。“节水优先、空间均衡、系统治理、两手发力”的治水思路，正让清水高效利用、碧波重焕生机，最终汇聚成实现高质量发展的磅礴力量。