An agarose gel. Credit: Kadina Almhjell
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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双方还讨论了乌克兰问题,支持在联合国宪章和原则基础上停火止战、实现持久和平的努力。
BBC波斯語部對官方數據的分析顯示,過去20年,以實質購買力計的家庭年均支出在城市下降1/4,在鄉村幾乎減半。換言之,伊朗人平均比20年前更為貧困。