答案很简单，在模型能力日趋同质化的2026年，AI硬件正成为离钱最近、也更具确定性的新战场，进可攻退可守，既能以高溢价绑定生态、抢占下一个十年的终端入口，也能无限下沉，赚一把供应链的快钱。
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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2026年伊始，包括雄安新区在内的京津冀10个地区率先开展跨省份社保经办服务，三地参保群众可在任一经办网点申请办理多项社保业务。
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