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春节长假已经结束,对于家住四线城市农村的阿武(化名)来说,这个春节除了比以往的春节假期长之外,另一大不同就是,村子里停着的电车更多了。
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There’s a nice gradual curve where you use progressively more complicated features as the scope of your project increases.
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.