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:
Pokémon TCG Scarlet and Violet Destined Rivals Booster Bundle
,详情可参考搜狗输入法2026
in use, although as a practical matter MICR has given way to the more familiar
async transform(chunk, controller) {
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This moves confusable detection from “is this character in confusables.txt?” to “how confusable is this character, in which fonts, and at what threshold should we act?”
«Какой эффект от сочетания морозов и снежного покрова будет преобладать, сказать сложно», — заявил агроном.,详情可参考同城约会