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.
多名业内人士透露，美国航天及半导体企业的供应商正面临日益加剧的稀土短缺压力，其中至少两家企业已开始谢绝部分客户订单，此时距离美国总统特朗普计划赴北京与中国国家主席习近平举行峰会仅剩数周。
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历史告诉我们，台湾的史前先民与华南闽浙粤沿海一带先民一脉相承，华南先民是史前台湾最早的先民。历史文献可见，中国人最早关注台湾，最早记录台湾的居民和地理，最早开发台湾，最早命名台湾的地名。中国政府最早在澎湖设治，兼管台湾。据明万历年间绘制的《福建海防图》，明朝人已经认识并清楚记录了台湾周边20多个居民点。显然，这些居民点都是大陆去的中国人命名的。“台独”历史学家说明朝人对台湾还没有什么认识，显然是一种历史虚无。“台独”理论家说台湾自古以来就是一个国家，结果找不出任何一条文献史料来证明，完全是没有任何历史根据的臆想。
推荐先做 Chatflow，节点保持最小闭环：