ConsProduct descriptions may not provide much detail, so it can be difficult to know just what you’re downloading.
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当下，品牌衰退与崛起正在周期穿越中并发，功能主义叠加情绪疗愈，科技与美学成为品牌构筑新竞争力的核心锚点。科技具象为材料原料黑科技、运营数智科技；美学具象为千年文化种子的苏醒拔蕊、新世代情绪诉求的觉醒悦己。
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.