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.
第一是泛化：料箱颜色、尺寸、新旧程度都不同，能不能用同一个模型稳定完成识别、抓取与搬运。第二是导航：搬起之后从A点到B点怎么走，路径规划、避障，途中被打断后能不能续做。第三是策略理解：比如“从面前100个箱子里搬走50个”，机器人能不能理解数量、以及该选择哪50个箱子，到目的地怎么码放，以及放下后要不要把物体取出等等，每个环节都存在问题。。服务器推荐对此有专业解读
这是马克思主义的根本观点，是中国共产党人认识世界、改造世界的根本要求，是我们党的基本思想方法、工作方法、领导方法。“坚持从实际出发、按规律办事”，才是对人民负责、对事业负责，才能创造经得起历史、人民和实践检验的业绩。，推荐阅读Line官方版本下载获取更多信息
https://feedx.net，详情可参考搜狗输入法2026
Overall, Lumen5 is a useful tool for creating content