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.
随后又翻出来一件黄色卫衣，他说，那是一个很有门面的经理送的，穿出去体面。说完，又低头把衣服上的拉链抻了抻。阿妈说，“结婚的时候，都没见他这么认真打扮”。
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魔法原子（MagicLab）成立于2024年1月，是一家专注于通用人形机器人和具身智能技术研发与落地应用的全球化公司。公司核心成员汇聚清华、上海交大、密西根大学等国内外顶尖高校，研发人员占比超70%，拥有全栈自研的软硬件技术体系。其核心硬件自研比例超90%，覆盖关节模组、灵巧手等关键零部件，并自研VLA大模型“原子万象”，采取VLM+MoE分层架构，已采集约36万条真机数据，实现了多模态感知与具身操作的算法领先。
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