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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以中国式现代化全面推进强国建设、民族复兴伟业，是新时代新征程党和国家的中心任务。在党的二十届二中全会上，习近平总书记谆谆叮嘱：“新班子起来了，一定要注意啊，不要有大干快上的冲动，也就是不能不按规律办事，急功近利、急于出成绩。要把这种浮躁心理、急躁心态都压下来，扎扎实实、踏踏实实地搞现代化建设。”