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:
在2025年12月召开的中央经济工作会议上，习近平总书记指出：“脱贫攻坚取得胜利后，有一个过渡期，今年完成了，但完成不代表任务取消了。仍然要把‘三农’工作作为重中之重，抓好巩固拓展脱贫攻坚成果同乡村振兴的衔接；仍然以乡村振兴、‘三农’工作的发展作为中国式现代化的底座。”
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7 AI coding techniques that quietly make you elite。服务器推荐对此有专业解读
（一）通过虚构交易、编造用户评价等方式进行虚假或者引人误解的商业宣传，或者损害他人商业信誉、商品声誉，干扰网络交易正常进行的；