that we can do it in user-space effectively gives us two stacks (one that we
I completely ignored Anthropic’s advice and wrote a more elaborate test prompt based on a use case I’m familiar with and therefore can audit the agent’s code quality. In 2021, I wrote a script to scrape YouTube video metadata from videos on a given channel using YouTube’s Data API, but the API is poorly and counterintuitively documented and my Python scripts aren’t great. I subscribe to the SiIvagunner YouTube account which, as a part of the channel’s gimmick (musical swaps with different melodies than the ones expected), posts hundreds of videos per month with nondescript thumbnails and titles, making it nonobvious which videos are the best other than the view counts. The video metadata could be used to surface good videos I missed, so I had a fun idea to test Opus 4.5:
。关于这个话题，下载安装 谷歌浏览器 开启极速安全的 上网之旅。提供了深入分析
第一百一十八条 公安机关办理治安案件的期限，自立案之日起不得超过三十日；案情重大、复杂的，经上一级公安机关批准，可以延长三十日。期限延长以二次为限。公安派出所办理的案件需要延长期限的，由所属公安机关批准。
are all built on top of BuildKit’s LLB. It’s a proven pattern.