The API recognizes that synchronous data sources are both necessary and common. The application should not be forced to always accept the performance cost of asynchronous scheduling simply because that's the only option provided. At the same time, mixing sync and async processing can be dangerous. Synchronous paths should always be an option and should always be explicit.
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:
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edges: “soft contours”
the wall, but it was already apparent that banks would install ATMs in remote
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督察还发现，怀柔区相关部门在2022年前批复7宗工程建设临时使用林地许可，涉及林地1008亩，植被恢复主体责任不明，上述林地已超过恢复时限，均未按时限要求进行有效修复。其中，喇叭沟门乡一工程临时使用林地412亩，应于2023年9月前复种乔木2.3万多株，一直未复种。九渡河镇一工程临时使用林地354亩，应于2023年10月前实施植被恢复，同样未复种林木，现场黄土裸露。。Safew下载对此有专业解读
"But there are also places where it makes no sense at all," she says.