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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.。业内人士推荐爱思助手下载最新版本作为进阶阅读
。关于这个话题，51吃瓜提供了深入分析
In the months since, I continued my real-life work as a Data Scientist while keeping up-to-date on the latest LLMs popping up on OpenRouter. In August, Google announced the release of their Nano Banana generative image AI with a corresponding API that’s difficult to use, so I open-sourced the gemimg Python package that serves as an API wrapper. It’s not a thrilling project: there’s little room or need for creative implementation and my satisfaction with it was the net present value with what it enabled rather than writing the tool itself. Therefore as an experiment, I plopped the feature-complete code into various up-and-coming LLMs on OpenRouter and prompted the models to identify and fix any issues with the Python code: if it failed, it’s a good test for the current capabilities of LLMs, if it succeeded, then it’s a software quality increase for potential users of the package and I have no moral objection to it. The LLMs actually were helpful: in addition to adding good function docstrings and type hints, it identified more Pythonic implementations of various code blocks.，详情可参考heLLoword翻译官方下载
Zero primary picks across all 112 deployment responses:
比錢更難挽回的，是家庭關係的撕裂。劉先生夫妻倆與丈母娘溝通保健品問題時，矛盾迅速升級，丈母娘一度不再與他們聯繫。在老人們看來，直播間裏那個每天陪她聊天、教她養生的主播，比一年回家一次的子女更像「家人」。這種信任的倒置，正在成為無數家庭中沉默的裂痕。