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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.
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At the same time, Ultrahuman is pulling the covers off Jade, its new “real time biointelligence AI.” The company promises Jade will be able to “pull real-time actionable insights, and even start breathwork or trigger Afib detection.” Jade is expected to get new features over time, with some examples being ordering good, changing your room temperature or flagging potential health issues. The idea is that Jade will keep a constant eye on your health, pulling in data from the ring, M1 continuous glucose monitor and environmental stats from your Ultrahuman Home.
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