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.
"We don't have any alternatives. If grandparents were an option, we'd already be doing it."
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我的一位老师曾经建议：如果你能想象自己去做任何别的事，那你或许应该去做那件事。。关于这个话题，雷电模拟器官方版本下载提供了深入分析
▲ 乔布斯与辛普森，中间的是乔布斯的女儿丽萨 · 布伦南-乔布斯