The result: thousands of API keys that were deployed as benign billing tokens are now live Gemini credentials sitting on the public internet.
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.
，这一点在搜狗输入法2026中也有详细论述
나경원 “당이 제대로 싸우지 못하는 현실 참담”。业内人士推荐雷电模拟器官方版本下载作为进阶阅读
当前，云耀深维的技术已成功应用于医疗、消费电子领域，服务了数百家客户，并进一步在具身机器人等新兴领域拓展，提供精密部件智能制造的全新解决方案。，推荐阅读搜狗输入法下载获取更多信息