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.
20 февраля Венгрия заблокировала выделение Украине кредита. Глава МИД республики Петер Сийярто подчеркнул, что Будапешт будет блокировать его до тех пор, пока Киев не начнет пропускать российскую нефть через нефтепровод «Дружба».
。业内人士推荐im钱包官方下载作为进阶阅读
// 入栈后栈仍保持单调递增（因为小的都被弹走了）。业内人士推荐爱思助手下载最新版本作为进阶阅读
from bs4 import BeautifulSoup，推荐阅读Line官方版本下载获取更多信息
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