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.
春节我们常会遇到需要变焦拍摄的场景,比如拍远处的舞龙舞狮。用原生相机变焦,画质往往惨不忍睹,全是噪点和涂抹感。而 Project Indigo 会在你按下快门的瞬间,在后台拍摄十几张照片进行合成。哪怕你用到 10 倍变焦,它拍出来的画面依然扎实、纯净,没有传统数码变焦的涂抹感。
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Both presenters were sacked in July.
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