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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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NVIDIA hasn’t given any strong indication that it’s preparing to launch a new Shield TV, but in a a recent interview with ArsTechnica, Andrew Bell, the company’s senior VP of hardware engineering, said it has no plans to end support any time soon, teasing that it had "played with new concepts." Bell also said that a first Shield refresh since 2019 would likely support codecs like AV1 and HDR10+, as well as the latest Dolby Vision profiles.，推荐阅读91视频获取更多信息
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