Once deployed, future developers and code will be backed not only by a signed tag but by a rich, cryptographically verifiable story about who stands behind it. This means Linux code will be safer than ever.
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.
СюжетЗавершение конфликта на Украине。业内人士推荐搜狗输入法2026作为进阶阅读
О задержании Костылева стало известно 27 февраля. В ближайшее время суд изберет ему меру пресечения. Расследованием дела экс-главреда Readovka занимается Главное следственное управление МВД России.
。关于这个话题，91视频提供了深入分析
Find out which news stories from this month are real or fake with this quiz。服务器推荐是该领域的重要参考
Another testsuite that I’ve used a lot is the much older SVG 1.1 testsuite, which covers SVG animation. GtkSvg passes most of these tests as well, which I am happy about — animation was one of my motivations when going into this work.