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:
“十五五”时期，是过渡期结束后转向常态化帮扶的新阶段。今年中央一号文件，首次系统性部署实施常态化精准帮扶。
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Blue: Person in common
本条第一款规定的预缴税款的具体操作办法，由国务院财政、税务主管部门制定。
The family resemblance with his father is clear in a promotional photo from his record label