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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到了葡萄牙語學習的第三天，結果顯示我的準確率穩定在 90% 到 100% 之間，而研究者告訴我這比典型的英語母語學習者更高（推測原因是我能運用已有語言知識）。我的大腦正透過觀察名詞與動詞在螢幕上反覆出現的頻率，逐步抽取意義。
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A “Pastafarian” in rural Queensland has vowed to fight to keep his driver’s licence featuring a photo of him wearing a colander on his head, arguing it’s a matter of freedom of religion.
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