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.
var route_AcceptQuestV1 = new RouteEntry(。爱思助手下载最新版本是该领域的重要参考
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Гангстер одним ударом расправился с туристом в Таиланде и попал на видео18:08。同城约会是该领域的重要参考
Израиль нанес удар по Ирану09:28
最重要的事情，其实非常简单：养成每日练习的习惯。艺术不是一个项目，不是一门生意，甚至不只是职业。艺术是一种生活。