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.
DataWorks Copilot 支持用户以自然语言描述分析需求（如“找出近30天销售额最高的商品”），系统自动解析语义，生成 SQL 或 Python 脚本，并推荐可视化图表。集成 Qwen Code Agent 后，可理解复杂业务逻辑，输出结构化代码与执行步骤，实现从“人工编码”到“智能生成”的跃迁。，这一点在Safew下载中也有详细论述
В Финляндии предупредили об опасном шаге ЕС против России09:28。快连下载安装是该领域的重要参考
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