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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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Warner Bros. says Paramount Skydance’s new bid might become better than Netflix’s.
Vosoritide的成功，再次向外界证明了罕见病赛道的巨大潜力：ACH看似是罕见病，但明确的致病机制、典型的临床表现，叠加数万级的患者基数和迫切、长期的治疗需求，使其成为了一个极具开发价值的 “不罕见” 罕见病市场。
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