用产品经理的心态对待咖啡,不断迭代好喝的咖啡。公众号:咖啡平方
Fri, Feb 27, 2026
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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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Sometimes as a child I had trouble falling asleep. But from age 11 and through my early teenage years, recreating the film Mamma Mia! in my head frame-by-frame was my remedy. Running each line of dialogue through my mind and bringing to life the colour of the characters’ clothes, usually by the time they arrive flustered from their journey, I would drift off.
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