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.
full_url = urljoin(self.base_url, href)
The benefit extends beyond AI optimization. Structured content is easier for human readers to scan and comprehend too. People increasingly skim content rather than reading every word, and clear structure helps them extract key information quickly. When you optimize for both AI processing and human scanning through better structure, you improve the experience for all visitors while increasing AI citation rates.。关于这个话题，WPS官方版本下载提供了深入分析
an API and a user-friendly interface
，这一点在夫子中也有详细论述
以下是特朗普最新宣布之後，企業與消費者仍面臨的一些問題。。关于这个话题，Line官方版本下载提供了深入分析
"Often, it's difficult to know if that's related to the injection, or whether they had them originally but weren't assessed properly beforehand."