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:
成立专业化、国际化的代谢性疾病防治合作平台,凝聚各国力量,共享优质资源,回应区域健康需求,推动区域协调合作与经验分享,具有重要的现实意义。
We’re always improving the performance of Go, so upgrade to the latest。safew官方下载是该领域的重要参考
与之呼应的是,苹果在这方面的技术积累。2025 年夏天,苹果开源了一个能在 iPhone 上直接运行的高效视觉语言模型——FastVLM。
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Schedule social media content to 8 platforms。业内人士推荐旺商聊官方下载作为进阶阅读
Purple: Fictional coaches