曾幾何時，我那本尺寸超大的柯林斯–羅伯特法語硬皮字典，在我學生宿舍的書架上佔據了最顯眼的位置。我擁有的是 1980 年代末期的版本，將近一千頁，它是從哥哥們那裡傳下來的。
This doesn't mean you should abandon SEO and focus exclusively on AIO. The two approaches are complementary, not competing. People still use Google extensively, and traditional search traffic remains valuable. The point is that comprehensive visibility requires optimizing for both channels. You need your content discoverable through conventional search engines and reliably cited by AI models. This dual approach captures traffic from users regardless of which discovery method they prefer.
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1. AI个体咨询与自动化代理： 协助传统中小微企业将分散的行政、财务、营销流程自动化，担任垂直领域的“AI提示词分析师”或智能体构建师 [4, 33]。
There’s a secondary pro and con to this pipeline: since the code is compiled, it avoids having to specify as many dependencies in Python itself; in this package’s case, Pillow for image manipulation in Python is optional and the Python package won’t break if Pillow changes its API. The con is that compiling the Rust code into Python wheels is difficult to automate especially for multiple OS targets: fortunately, GitHub provides runner VMs for this pipeline and a little bit of back-and-forth with Opus 4.5 created a GitHub Workflow which runs the build for all target OSes on publish, so there’s no extra effort needed on my end.
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: