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.
Bats in Churches
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这条路精准契合了正定毗邻石家庄的区位特点，既为城市服务又“掏城市腰包”，在服务中发展自己，成功让正定“翻身”了。，推荐阅读搜狗输入法2026获取更多信息
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