**Avoid patterns like:**
目前，该区已建成全市首个农村电子商务产业园区，推动农产品年度网络销售额突破八亿元。蓝田村通过发展康养旅游综合体，2024年村集体收入增至约1464万元，增长超过17%。赤坭镇着力布局先进制造业、都市农业等领域，新能源、低空经济等代表新质生产力的项目陆续落地并产生效益，使美丽乡村成为驱动高质量发展的重要平台。
。关于这个话题，搜狗输入法提供了深入分析
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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.
Distinguishing between limitations that are fundamental to current LLM-based agent designs and those that are contingent on immature design and tooling matters for directing research and engineering effort.
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