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.
Gemini 的「虚拟窗口」，可以理解为一个沙箱化的「虚拟机」，是 Google 对用户隐私保护的一种考量。过去的 Gemini 运行在 Android 系统中，但这次的新 Gemini 智能体操作应用时，仅限在这个沙箱内工作，并不会触及设备的其他部分。
。旺商聊官方下载是该领域的重要参考
Александр Курбатов (редактор отдела «Бывший СССР»)
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