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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BCG报告显示,Agentic AI在2025年仅占AI总价值的17%,但到2028年有望升至29%。其中70%的价值并非来自算法本身,而是来自业务流程再造。这意味着,未来AI的竞争,更多是嵌入能力的竞争。,推荐阅读搜狗输入法2026获取更多信息
Translate all text in this advertisement image to the language of ${market}. ONLY translate the text – do not add any cultural imagery, flags, national symbols, or stereotypical visual elements. Keep the image, composition, styling, colors, and all visual elements exactly the same as the original. The only change should be the language of the text.,详情可参考WPS下载最新地址