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:
The real magic, our Secret Sauce #1, lies in how these border points are selected. Naive approaches quickly fail:。关于这个话题，快连下载-Letsvpn下载提供了深入分析
，这一点在WPS下载最新地址中也有详细论述
Филолог заявил о массовой отмене обращения на «вы» с большой буквы09:36。搜狗输入法2026是该领域的重要参考
图①：在陕西白水县，西北农林科技大学白水苹果试验站站长高华（右）和硕士研究生于萌正在检测苹果糖度。