阿里云 EMR Serverless Spark + DataWorks 技术实践:引领企业 Data+AI 一体化转型

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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:

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新时代以来,我们党不断深化对党的理论创新的规律性认识,提出“两个结合”“六个必须坚持”等一系列新思想新观点新论断。习近平外交思想坚持理论与实践相结合、认识论与方法论相统一,树立了坚持唯物论和辩证法推进理论创新的典范,闪耀着马克思主义真理光辉。