党中央、国务院高度重视充分释放数据要素价值。习近平总书记指出，发挥数据的基础资源作用和创新引擎作用，加快形成以创新为主要引领和支撑的数字经济。当前，中华民族伟大复兴战略全局、世界百年未有之大变局与新一轮科技革命和产业变革发生历史性交汇，深刻认识数据要素的基础性、战略性价值，是抢抓科技革命与产业变革机遇、扎实推动高质量发展的关键支撑与必然要求。
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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Women calling for greater support with menopause
The topic of always-online live-service games shutting down and ultimately becoming unplayable has been a popular topic of internet discourse for many years. Through my work on Towerborne I've seen first-hand just how challenging and time-consuming it can be to make a game originally designed like this work offline. Every game has its own unique challenges in both design and technical architecture, making offlining a uniquely complex undertaking that is hard to understand for many of its players. However, the Native AOT approach we leveraged shows that it is possible and I hope other developers finding themselves in a similar position find it useful in showcasing one possible path.
测试场景：给出一个 200 行的混乱 Python 爬虫脚本，要求重构为面向对象结构，并输出 Mermaid 类图。