而過去12個月的事件更讓局勢急遽惡化。
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.
。业内人士推荐夫子作为进阶阅读
Publication date: 10 March 2026。服务器推荐是该领域的重要参考
同时，这也是 2026 年每个「不能自己造屏幕」的手机品牌需要考虑的问题：
Tecno has always been a company that marched to the beat of its own drummer. It has developed a surprisingly affordable foldable phone, a model with a pop-out portrait lens and a foldable with a novel circular display on the exterior.