In Testing Side Effects Without the Side Effects, we explored a JavaScript Effect System where business logic doesn’t execute actions directly. Instead, it returns a description of what it intends to do in the form of a simple Command object. For example:
Мерц резко сменил риторику во время встречи в Китае09:25
。夫子是该领域的重要参考
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The resulting script is available here, and it worked first try to scrape up to 20,000 videos (the max limit). The resulting Python script has very Pythonic code quality following the copious rules provided by the AGENTS.md, and it’s more robust than my old script from 2021. It is most definitely not the type of output I encountered with Sonnet 4.5. There was a minor issue however: the logging is implemented naively such that the API key is leaked in the console. I added a rule to AGENTS.md but really this is the YouTube API’s fault for encouraging API keys as parameters in a GET request.
In the video that has racked up over 245,000 likes and thousands of comments, Witherspoon explained that the young woman she spoke with is unhappy in her job and looking to career pivot, but when she asked, “What are your talents?” There was a long pause. And that, Witherspoon said, is a huge red flag.