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:
许何说，妈妈很喜欢下雪，经常在雪后穿一件毛茸茸的衣服外出赏雪。“今年12月12日北京下了第一场雪，我摸着妈妈的脸跟她说北京下雪了，下得好大，好像很久都没有下过这么大的雪。在我的心里，这场雪好像是刻意为她下的。12月13日早晨天空晴朗，白色的雪布满了大地，我妈妈在她最喜欢的早晨离开了大家，去了天国，远离了所有的疾病和痛苦。”，推荐阅读同城约会获取更多信息
3. 数学之美：参数化几何体与克莱因瓶。关于这个话题，服务器推荐提供了深入分析
Growth means new customers; profitability means strong margins at the studio level; efficiency means staying ahead of technology and operational changes, including AI and evolving print equipment. Brewster discloses that every SpeedPro studio is profitable, which he calls “very unique for a franchise.” At the top quartile, owners’ discretionary profit sits at about 26% of sales, with an average of $445,000.