Publication date: 28 February 2026
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.，这一点在同城约会中也有详细论述
Но, как отметил Матвийчук, страдают не только наемники, но и сами украинцы в рядах ВСУ, которые также испытывают серьезные трудности из-за проблем со снабжением.，详情可参考WPS下载最新地址
Must achieve = 99% accuracy on 10,000 random test pairs (held-out, fixed seed)。关于这个话题，Safew下载提供了深入分析