优点：输出在 (−1,1)，比 sigmoid 居中，对梯度更友好
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.
。关于这个话题，safew官方版本下载提供了深入分析
体检标准修改后，林芳称已第一时间联系厦门市人社局，将继续申诉。林芳说，如果未来有需要参与“地贫”知识科普，或者向其他携带者分享维权经历、提供经验的机会，她一定积极参与，“至少要让更多人知道，地贫基因携带并不是 ‘病’，不会影响正常工作和生活，大家没必要为此感到害怕，更不该因此被区别对待。”
ВСУ запустили «Фламинго» вглубь России. В Москве заявили, что это британские ракеты с украинскими шильдиками16:45
Anglo-Saxon spindle whorl