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.
«Американцы пытались размещать аккумуляторы на кораблях, на самолетах, но получается не очень. Лазер также не работает в дождь, в туман, в пыль. Это не универсальное оружие. Так что применяют его не так масштабно, как некоторым бы хотелось», — заключил военный эксперт.
宋刚：低延迟、高隐私敏感任务（如图像模糊化、语音前处理），我们优先在端侧执行；多意图理解、精准问答及第三方服务调用则依赖云端。整体策略是“端云协同”。，详情可参考下载安装汽水音乐
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