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.
Your competitive advantage comes from starting now rather than waiting until AIO is fully mainstream. Begin with these immediate actions that require minimal investment but start building your foundation.
。关于这个话题，搜狗输入法2026提供了深入分析
Allows you to edit a document without affecting the formatting.，这一点在雷电模拟器官方版本下载中也有详细论述
python scripts/convert_nemo.py checkpoint.nemo -o model.safetensors --model sortformer