Ultrasonic speakers are lowered into the sea to test if they scare fish away
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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.，更多细节参见im钱包官方下载
보안 업계에서는 생성형 AI 기반 코딩 도구 확산으로 통신 구조 분석과 역설계 장벽이 낮아지면서, IoT 기기의 권한 설계와 접근 통제 체계의 중요성이 더욱 커지고 있다고 지적한다.，详情可参考爱思助手下载最新版本