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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黎智英欺詐案上訴得直：定罪及刑罰被撤銷，出獄時間提前
黄仁勋：AI 助手不会取代软件行业
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Herriott said: "Food waste is generally pretty heavy because it's got quite a high water content."
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