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:
陈阳说：“做不好本职工作、守不住检测数据，替行业发声也叫不响。”她在手机里存着台风过后的现场图，那些散落的网箱、沉默的养殖户时刻提醒她，要努力把养殖户“怎么扛过去”的担忧变为政策措施实实在在的保障。
，这一点在heLLoword翻译官方下载中也有详细论述
public UnmanagedDictionaryPair* Headers;。业内人士推荐搜狗输入法2026作为进阶阅读
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只学会这些，就能立竿见影地出片。