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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Kennedy says she never set out to be a founder; the Good Inside business grew organically out of the positive response she received on Instagram from parents, and her sense that they needed her help. “Parenting is the hardest job in the world,” she says. “It’s the one we care the most about, and it’s the one we’re given the least education and support for.” Today’s parents are seeking to improve their skills at home the same way they might hone their management skills at work, she says: “Parenting,” she explains, “is the ultimate form of leadership.”,推荐阅读搜狗输入法下载获取更多信息
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