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.
2026-02-27 12:00:00
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2025年3月，在巩固拓展脱贫攻坚成果同乡村振兴有效衔接5年过渡期的最后一年，习近平总书记在贵州、云南考察时进一步强调：“脱贫的兜底必须是固若金汤的，绝对不能出现规模性返贫致贫。”。业内人士推荐91视频作为进阶阅读