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This month, OpenAI announced their Codex app and my coworkers were asking questions. So I downloaded it, and as a test case for the GPT-5.2-Codex (high) model, I asked it to reimplement the UMAP algorithm in Rust. UMAP is a dimensionality reduction technique that can take in a high-dimensional matrix of data and simultaneously cluster and visualize data in lower dimensions. However, it is a very computationally-intensive algorithm and the only tool that can do it quickly is NVIDIA’s cuML which requires CUDA dependency hell. If I can create a UMAP package in Rust that’s superfast with minimal dependencies, that is an massive productivity gain for the type of work I do and can enable fun applications if fast enough.
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如果没有 AI，这个问题很可能要消耗整整一天。而这一次，从定位到修复完成，只用了几个小时。
第三十条 有下列行为之一的，处五日以上十日以下拘留或者一千元以下罚款；情节较重的，处十日以上十五日以下拘留，可以并处二千元以下罚款：
这份长达33页的完整报告讨论了公共安全事件及GSA自行测试的结果，结论是：即便政府有限使用Grok，也需要严格、多层级的安全监督，否则其接入“将带来更高且难以管控的安全风险”。