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After OpenAI released GPT-5.3-Codex (high) which performed substantially better and faster at these types of tasks than GPT-5.2-Codex, I asked Codex to write a UMAP implementation from scratch in Rust, which at a glance seemed to work and gave reasonable results. I also instructed it to create benchmarks that test a wide variety of representative input matrix sizes. Rust has a popular benchmarking crate in criterion, which outputs the benchmark results in an easy-to-read format, which, most importantly, agents can easily parse.。业内人士推荐heLLoword翻译官方下载作为进阶阅读

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合伙人David说了一句话,概括了这个转变的底层逻辑:"这些公司不是在给旧工厂贴AI,它们从第一天起就是AI原生的。"从仿真开始,用自动化设计替代人工绘图,用AI驱动运营替代经验驱动的管理。它们不是在现代化过去,它们在建造未来。另一位合伙人引用了马斯克的话:"工厂即产品。"她认为核电站、住房、数据中心,将来都会像流水线产品一样被批量制造,而不是每一个都是一次性的定制工程。

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