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:
不知道从什么时候开始,“变工”这个词就从我的记忆里淡了。某种程度是因为时代变迁,一些亲戚举家搬离窑洞,住进山头的新农村基地或县城里的楼房,养牲畜的人家变少,土地经年累月荒废,种地的人没理由再叫不种地的人帮忙。花钱雇外地来的收割机,成了新潮流。。51吃瓜对此有专业解读
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Anthropic 还推出十余个覆盖金融、法务、HR、设计等领域的预制插件,并开放私有插件市场,让企业可按需构建内部工具体系。