(Because the impact of papers is distributed exponentially,
Compile time reference counting / lifetime analysis / borrow checker.
，详情可参考新收录的资料
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.。PDF资料对此有专业解读
«Все, что сейчас делает Украина, происходит потому, что мы отправляем им деньги и оружие. Без этих денег и оружия, как только мы "выдернем кабель", Украина сможет сопротивляться не более, скажем, 12 недель», — сказал он.
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