高先生拆解母親的使用習慣後發現：早起第一站是打開幾個主流平台的App簽到、看廣告、刷視頻賺積分；然後刷大量算法推薦的短視頻和微短劇，如《七旬老太重生到80年代》這類不到3分鐘就匯集穿越、反轉、打臉等要素的內容；到了晚上則「逛直播間」，主播們手持「權威證書」，一口一個「爸爸媽媽」，評論區水軍齊刷刷喊着「我要了」「趕緊搶」。
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。业内人士推荐heLLoword翻译官方下载作为进阶阅读
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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