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.
"[There are] a lot of new faces tonight, which is quite upsetting because the more people we think we get off the streets, the more people are coming on the streets."，更多细节参见夫子
第六十五条 有下列行为之一的，处十日以上十五日以下拘留，可以并处五千元以下罚款；情节较轻的，处五日以上十日以下拘留或者一千元以上三千元以下罚款：，详情可参考搜狗输入法2026
从民族复兴的坐标轴上眺望，农业农村现代化关系中国式现代化全局和成色，“三农”是亟待补上的短板弱项，也是需要攻坚的重点难点。
Raymond Gormley, head of energy policy at the Consumer Council said the decrease was good news.