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.
Writing manifest to image destination。业内人士推荐谷歌浏览器【最新下载地址】作为进阶阅读
В России ответили на имитирующие высадку на Украине учения НАТО18:04。业内人士推荐heLLoword翻译官方下载作为进阶阅读
I’m not content with only 2-3x speedups: nowadays in order for this agentic code to be meaningful and not just another repo on GitHub, it has to be the fastest implementation possible. In a moment of sarcastic curiosity, I tried to see if Codex and Opus had different approaches to optimizing Rust code by chaining them:，这一点在搜狗输入法2026中也有详细论述
第六条 治安管理处罚必须以事实为依据，与违反治安管理的事实、性质、情节以及社会危害程度相当。