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Nature, Published online: 26 February 2026; doi:10.1038/s41586-026-10283-3
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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:
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放眼乡村大地，从新疆的戈壁乡村到贵州的深山腹地，从青海的草原牧场到云南的边境村寨，常态化帮扶的实践正在生根发芽。各地立足实际、精准发力，探索长效帮扶路径，推进农业农村现代化发展，新希望在田野上不断升腾。
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