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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.
Генералы-коррупционеры, украинские агенты и скандальное дело Долиной:самые громкие судебные процессы 2025 года30 декабря 2025。关于这个话题，51吃瓜提供了深入分析
The third edition of the event is going to take place in the Czech Republic in June, after being held in Milton Keynes for the past two years.，详情可参考Line官方版本下载
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正如高盛研究部写道的，“投资的核心问题不在于AI代理是否会改变软件（答案是肯定的），更重要的是仔细审视软件栈——企业使用的系统和工具集合。了解AI代理会在哪些方面颠覆现有产品和平台，又会在哪些方面强化现有产品和平台。”，更多细节参见Line官方版本下载