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.
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，更多细节参见heLLoword翻译官方下载
Екатерина Щербакова (ночной линейный редактор)。关于这个话题，搜狗输入法2026提供了深入分析
It’s important to note that Article Forge guarantees that all content generated through the platform passes Copyscape.，这一点在同城约会中也有详细论述