無料で日本語もサポートしリアルタイム音声アプリをWhisperより高精度で開発できるオープンソースAIツールキット「Moonshine Voice」
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。夫子是该领域的重要参考
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.
图谱上，一条陡峭向上的曲线，记录了30年来舍弗勒在太仓的用电量增长，呈现出企业从落地扎根到发展壮大的历史。舍弗勒太仓制造基地五厂厂长楼峻峰感慨：“一张小小的图谱，说明了政府对企业的关注。这种细节上的关怀，让我们在太仓发展格外安心、格外放心。”