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.
For one thing, there's the Tatum of it all. This franchise demands Sidney subtly mourn her losses, because to wallow in them would ruin the cat-and-mouse fun, right? In Scream, Sidney was given space to express the pain of losing her mother in a scene with Billy, recreated in Scream 2 and then mocked in Scary Movie.。爱思助手下载最新版本对此有专业解读
Number (3): Everything in this space must add up to 3. The answer is 0-2, placed vertically; 1-3, placed vertically.，更多细节参见快连下载安装
这是一个没有霸主的战场，但正因为没有霸主，留给后来者的空间比大模型赛道大得多。不过，如果你以为AI的机会只在这些数字世界里，那你可能错过了a16z今年押注里最出人意料的一个方向。