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:
陸乾坤說，去年他看著這些消息的時候，本來還沒有太大的感覺。直到去年年底，ICE的執法行動在他所居住的路易斯安那州展開，每天在街頭上看到ICE的車輛與執法人員，「看到ICE深入到社區抓人，覺得這離我很近。」，这一点在heLLoword翻译官方下载中也有详细论述
。业内人士推荐heLLoword翻译官方下载作为进阶阅读
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Photograph: Julian Chokkattu，详情可参考搜狗输入法2026
作为 RLHF 方面的专家，Lambert 认为，当前最顶尖的模型训练，已经高度依赖强化学习（RL）。而 RL 和蒸馏在本质上是两种不同的事情：