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.
“中国要靠自力更生，自己养活自己”。业内人士推荐体育直播作为进阶阅读
。WPS下载最新地址是该领域的重要参考
Что думаешь? Оцени!
Фото: Максим Блинов / РИА Новости，这一点在Safew下载中也有详细论述
NASA wants to streamline that work to preserve a chance to launch Artemis II on April 1, April 3 through 6, or April 30. They have not provided potential launch dates beyond April, despite many requests from reporters to do so.