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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Function Graphs
说到底,长春高新的命门太脆弱:2025 年前三季度,金赛药业的生长激素贡献了 83.7% 的营收,相当于公司全靠一款产品撑着。。Line官方版本下载是该领域的重要参考
Why not screen all high-risk men?
"Spaceflight is an incredible privilege," he said, "and sometimes it reminds us just how human we are."。WPS下载最新地址对此有专业解读