The resulting script is available here, and it worked first try to scrape up to 20,000 videos (the max limit). The resulting Python script has very Pythonic code quality following the copious rules provided by the AGENTS.md, and it’s more robust than my old script from 2021. It is most definitely not the type of output I encountered with Sonnet 4.5. There was a minor issue however: the logging is implemented naively such that the API key is leaked in the console. I added a rule to AGENTS.md but really this is the YouTube API’s fault for encouraging API keys as parameters in a GET request.
然而事实真的如此吗？如果每个人都非常重视屏幕显示效果，那么电商平台上那些动辄十几万销量的防窥膜只能说明另一件事：
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В России ответили на имитирующие высадку на Украине учения НАТО18:04
「發生過一件如此不幸的事情再做住宅，你看外國有些地方也不會這樣做」，他又指程序繁複，清拆、處理業權等問題耗時很久，原址重建「不太實際」。
这些动作无疑给企业软件市场蒙上了一层阴影。但投资者要看企业是否在产品里真正嵌入了有价值的AI能力，而不是只讲故事，要看客户是否因为AI用它更多，而不是更少。在当前整体软件行业悲观情绪的环境下，企业的盈利、现金流、客户黏性还要足够平稳，才可以撑过市场情绪波动带来的承压期。