Opinion: Red lines and Red flags

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'Bridgerton' Season 4 soundtrack, song-by-song

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.

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"It just really puts into perspective our place among the solar system."

Publication date: 10 March 2026

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1997年4月,时任福建省委副书记的习近平同志赴宁夏西海固进行扶贫考察。“真正触动我对扶贫下那么大的决心,除了自己的经历,就是看了西海固。”