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:
Москвичи пожаловались на зловонную квартиру-свалку с телами животных и тараканами18:04，更多细节参见heLLoword翻译官方下载
，更多细节参见搜狗输入法2026
I haven’t profiled how much better bubbletea v2 would be for this game. My intuition is that bubbletea v2 should be almost as bandwidth efficient as my implementation but non-trivially slower.
Google publicly documented its roadmap. This is what it says:。safew官方版本下载是该领域的重要参考