Testing LLM Output
This year’s festival, which opens on 10 March, will be the second since Guy Lavender took over as Cheltenham’s chief executive at the start of 2025, but the first at which it should be possible to assess the effect of a range of initiatives to improve the customer experience that have been introduced over the last 15 months.，推荐阅读同城约会获取更多信息
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.。关于这个话题，im钱包官方下载提供了深入分析
But there are plenty of wild cards ahead, as Ullrich and others are quick to acknowledge.。关于这个话题，夫子提供了深入分析