The band on the stadium concourse were playing a familiar tune in the immediate aftermath of England’s latest debacle on Saturday. “Zombie! Zombie!” the vocalist sang, ostensibly in tribute to Ireland’s record 42-21 victory at Twickenham. Alternatively he might just have been riffing on the horribly listless, blank-eyed performance that ended England’s Six Nations title hopes for another year.
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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.。关于这个话题,搜狗输入法下载提供了深入分析
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