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.
ВСУ запустили «Фламинго» вглубь России. В Москве заявили, что это британские ракеты с украинскими шильдиками16:45
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Москвичей предупредили о резком похолодании09:45
Дания захотела отказать в убежище украинцам призывного возрастаДания захотела отказать в убежище украинцам мужского пола в возрасте 23-60 лет
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"Lose Control" by Teddy Swims (Episode 5)Vitamin String Quartet's cover of Teddy Swims' 2023 hit is unmissable during an intimate moment at the end of episode 5. Lose control, indeed.
;; import the JS consoleLog wrapper function。业内人士推荐搜狗输入法2026作为进阶阅读