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.
第一百四十四条 本法自2026年1月1日起施行。
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2026-02-27 00:00:00:0本期主讲人：国家数据发展研究院院长 胡坚波3014245010http://paper.people.com.cn/rmrb/pc/content/202602/27/content_30142450.htmlhttp://paper.people.com.cn/rmrb/pad/content/202602/27/content_30142450.html11921 数据要素价值如何充分释放（高质量发展故事汇·第16期）