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.
DeepSeek的崛起证明，集中资源、统一指挥的“工业化研发”同样能够产出顶尖模型。
。一键获取谷歌浏览器下载是该领域的重要参考
Россияне пустили в квартиры 146 мигрантов и поплатилисьМВД: В Ростове-на-Дону возбудили дело за фиктивную регистрацию 146 мигрантов
Both the iPhone 17e and iPhone 16e measure 5.78 x 2.82 x 0.31 inches. However, the iPhone 17e did get a bit heavier at 5.96 ounces compared to the iPhone 16e’s 5.88 ounces. It’s very unlikely you’ll notice the 0.08 ounce difference, though. (And if you do, you have a gift.)