Daniel Larlham, Jr.
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.
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然而，令人费解的是，如果仅从增长率来看，峰值实际上已在2024年到来，而2025年上半年则出现了先下降后上升的趋势，打破了之前的周期性规律。从上图可以看出，两点显而易见：目前的出货量远高于前两个峰值，而且峰值尚未最终确定。。搜狗输入法2026是该领域的重要参考
十年后，可能我们都不需要 iPhone 了。