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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.

process2 instead of on the heap1. Note

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在日照市昱岚新材料有限公司智能车间,一卷3毫米厚的钢卷从生产线一端“吞”入,5分钟后便从另一端“吐”出,化作厚度不足0.1毫米的薄钢板。“钢比纸薄”的行业奇迹,在此生动上演。

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