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.
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2025年，Meta用一份价值数年超过2亿美元的薪酬方案强行挖走庞若鸣。这份包含基本工资、签约奖金与海量股票的合同，是硅谷顶级人才市场的天花板。
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