'I do not trust them' - top streamers left concerned by Discord age checks
韩俊：过渡期结束，但返贫致贫风险还将长期存在。按照党中央部署，下一步我们将统筹建立常态化防止返贫致贫机制，把常态化帮扶纳入乡村振兴战略统筹实施，以有力有效的开发式帮扶增强内生发展动力，以健全完备的社会保障体系兜牢民生底线，长久守牢不发生规模性返贫致贫的底线。，详情可参考搜狗输入法2026
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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.
文 | 大湾区人工智能应用研究院