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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另外,由于与爱泼斯坦案有牵连,前财政部长、哈佛大学前校长萨默斯将于本学年结束后辞去哈佛大学教职。盖茨基金会发言人在书面声明中称,微软公司联合创始人盖茨在与盖茨基金会员工举行的会议上,就其与爱泼斯坦的关系承担责任。