智能体能力的构成为了在各行各业的应用中发挥出显著价值，理想中的智能体需要具备几个关键条件。
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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How this addresses the real-world failures from earlier
Жители Санкт-Петербурга устроили «крысогон»17:52
63-летняя Деми Мур вышла в свет с неожиданной стрижкой17:54