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· · 来源:tutorial资讯

I feel compelled to point out that Ramy Bensebaini played left-sided centre-back of a back three against Atalanta rather than left-back (yesterday’s Football Daily). I noticed this because of the body language of his teammate Daniel Svensson each time Bensebaini recklessly served a goal up on Wednesday. Svensson was the recovering left wing-back at the Algerian’s side, head bowed and shoulders increasingly drooping” – Matthew Parham.

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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顺利部署之后,我们在自己的飞书里,就能看到一个对应名字的机器人,然后直接开启对话,所有的对话也会同步在 MiniMax Agent 网页里的 MaxClaw 显示。