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.
Polly Toynbee is a Guardian columnist。业内人士推荐搜狗输入法下载作为进阶阅读
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陸乾坤說，去年他看著這些消息的時候，本來還沒有太大的感覺。直到去年年底，ICE的執法行動在他所居住的路易斯安那州展開，每天在街頭上看到ICE的車輛與執法人員，「看到ICE深入到社區抓人，覺得這離我很近。」。heLLoword翻译官方下载是该领域的重要参考
Labour backbenchers turn on Rachel Reeves as MP claims former students are stuck in a loans ‘Hotel California’