河北围场满族蒙古族自治县下三合义村村民白海军，曾因一场大病陷入困境。大数据捕捉到他家的大额医药费支出。落实医保帮扶政策、安排公益岗位、发放产业奖励补贴，一系列政策为生活托稳了底。
cat start-frpc.sh <<EOF
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closer to automation by shipping the cards around for processing at each office.
Одна страна согласилась отказаться от обогащенного урана по требованию СШАМИД Омана: Иран готов отказаться по требованию США от запасов обогащенного урана
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.