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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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Nearly two hours after President Donald Trump announced on Truth Social that he was banning Anthropic products from the federal government, Secretary of Defense Pete Hegseth took it one step further and announced that he was now designating the AI company as a "supply-chain risk," which Anthropic says it is willing to challenge in court.