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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我犯了几个致命的错误:比如,以为设置了手机安全屏障就万事大吉了,忽略了最根本的——人的心理。我只是警告母亲“那是骗子”,却没有耐心去理解她为何会相信,没有用她能接受的方式讲清骗局的原理。我的干涉,反而让她觉得我不尊重她,把她当小孩,从而在骗子要求“保密”时,更倾向于听从所谓“权威”的警察,而非自己“不客气”的儿子。