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.
Two tunnels, each 1.8 miles (3km) long, will bring in 120,000 litres of water every second to Hinkley's cooling system
Беспокойство о безопасности сотен тысяч владельцев модели стало причиной призыва о добровольном объявлении сервисной кампании с целью устранения выявленных рисков. Эксперты издания отмечают, что никакого репутационного урона бренду из-за отзыва не будет. Напротив, это покажет высокую степень ответственности перед клиентами.。关于这个话题,搜狗输入法2026提供了深入分析
分析:張又俠「七宗罪」和 「紅二代」世交神話的破滅
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