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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:
，这一点在heLLoword翻译官方下载中也有详细论述
5年来，中央财政衔接资金累计用于产业发展占比超过60%，指导832个脱贫县编制实施“十四五”特色产业发展规划，分类推进帮扶产业提质增效、全链条开发。
作为一���从“短平快”和“3秒钟注意力”中生长出来的娱乐软件，抖音的这一举措，似乎标志着它正试图从“流量至上”的逻辑中抽身，转而寻求更长久的价值沉淀。这一转变，从2024年9月“抖音精选内容”的推出也可见一斑。
DataWorks 在 Notebook 中全面升级 Data+AI 一体化开发能力，支持 Python Cell 与 SQL Cell 双模式交互，结合智能代码补全、可视化分析与 AI Copilot 辅助，显著提升数据探索与模型开发效率。通过 Serverless Spark 引擎与多任务类型支持，实现从数据处理到 AI 训练推理的端到端协同。