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.
В России ответили на имитирующие высадку на Украине учения НАТО18:04。关于这个话题，旺商聊官方下载提供了深入分析
，详情可参考Line官方版本下载
Ранее Европа обеспокоилась из-за того, что Трамп потеряет интерес к урегулированию конфликта на Украине из-за военной операции в Иране. Отмечалось, что Киев может лишиться американского оружия, необходимого для отражения российских ракетных ударов, поскольку войска США используют его в больших количествах против Ирана.，这一点在咪咕体育直播在线免费看中也有详细论述
“Any employee can message me with feedback, ideas, questions, or concerns,” Rascoff wrote in a recent LinkedIn post. “No hierarchy. No filters. Just real input.”
이란 공습 여파에 3억원 전세기 떴다…중동 부자들의 탈출 방식