generates written or spoken text from structured data
人 民 网 版 权 所 有 ，未 经 书 面 授 权 禁 止 使 用
。关于这个话题，快连下载安装提供了深入分析
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.
圖像加註文字，餐廳允許寵物犬停留在戶外餐桌目前於香港屬「灰色地帶」。兩難選擇？
: a custom BuildKit frontend that reads a YAML spec and produces Alpine APK packages. No Dockerfile involved. The entire build pipeline — from source compilation to APK packaging — runs inside BuildKit using LLB operations. Think of this like a dummy version of Chainguard’s melange