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.
Continue reading...
，这一点在Safew下载中也有详细论述
// Pipe a fast source through the transform to a slow sink
Ecovacs Deebot X9 Pro Omni，更多细节参见下载安装 谷歌浏览器 开启极速安全的 上网之旅。
The narrow, 104-mile strait is the main choke point separating the Persian Gulf—and the daily flow of nearly 20 million barrels of oil—from the Indian Ocean and global energy markets. Nearly 20% of global oil and natural gas exports flow through the strait each day—until now. Saudi Arabia, Iraq, Iran, Kuwait, Qatar, and the United Arab Emirates all depend on the waterway for their exports.
Lenovo IdeaPad Slim 3i — A budget-friendly 17-inch laptop with Intel Core processors; arriving October for $599.，更多细节参见heLLoword翻译官方下载