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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圖像加註文字，2025年德國汽車對華出口暴跌66%。中國電動車品牌如比亞迪、蔚來在歐洲市場份額從2020年的不足1%躍升至2025年的12%。此外，北京又如何看待德中關係？榮鼎集團的中歐關係專家、華府智庫「德國馬歇爾基金會」（GMF）訪問研究員巴爾金（Noah Barkin）向BBC中文分析，「中國認為歐洲軟弱且分裂。」
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Now that she has recovered, they plan to restart their two-year challenge from the start in Studland near Bournemouth on 4 February.