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:
// Shell原始步长序列: n/2, n/4, ..., 1
，更多细节参见夫子
GLU/SwiGLU 在实际中是门控形式（two linear branches），是向量上的逐元素操作；为了在一维上可视化，我用简化的标量形式来画图 —— 把两条分支都用相同的输入值（即把 a=x, b=x），因此 GLU(x)=x∗sigmoid(x) SwiGLU(x)=x∗SiLU(x) 。这能直观展示门控机制的形状差异。。业内人士推荐一键获取谷歌浏览器下载作为进阶阅读
Басманный районный суд Москвы избрал меру пресечения заместителю председателя правления «Газпром нефть» Антону Джалябову, обвиняемому в получении особо крупных взяток. Видео с ним предоставили «Ленте.ру» в пресс-службе судов общей юрисдикции столицы.
据《The Information》报道，Meta 已与 Google 签署了一项价值数十亿美元的多年期协议，租赁后者的人工智能芯片用于开发未来的新款 AI 模型。