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.
这个过程中产生的价值，体现在推理轨迹，而推理轨迹是很难通过蒸馏习得的——至少现在是这样。，这一点在heLLoword翻译官方下载中也有详细论述
Since then, Kennedy has grown her Instagram audience to 3.4 million and now funnels those followers into her booming Good Inside empire, which includes digital memberships, a podcast, brand partnerships, and books. The business, with more than 60 employees, is profitable and generated $34 million in revenue last year, a nearly 50% increase year-over-year, Fortune is first to report.。safew官方版本下载对此有专业解读
3014272510http://paper.people.com.cn/rmrb/pc/content/202602/28/content_30142725.htmlhttp://paper.people.com.cn/rmrb/pad/content/202602/28/content_30142725.html11921 让乡亲声音听得见、有回应（实干显担当 同心启新程·代表委员履职故事）