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.
早晨7时35分，住得最近的九爷接到老爸的求助电话，袜子都没顾上穿，赶忙叫上他两个儿子，开着装载机过来了。另一位在家喂羊的表叔也吭哧吭哧跑过来，探头问牛在哪。
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The primary use cases I’ve seen implemented or promoted so far include:。关于这个话题，WPS下载最新地址提供了深入分析
Мерц резко сменил риторику во время встречи в Китае09:25