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.
Open VSX 上的 Swift
，详情可参考钉钉
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There appears to be an excessive adjustment in the total score that doesn’t align with the facts. Duke has competed against numerous top-15 defenses, and the projected totals in those games were significantly higher. Versus Kansas, the line was 148.5; against Florida, 156.5; versus Michigan State, 141.5; and against Michigan, 150.5. In two meetings with Virginia—once in the regular season and once in the ACC Tournament—the totals were 143.5 and 140.5. Against St. John’s, it was 140.5. Now, we’re looking at a total at least seven points lower than all those, despite UConn’s defense resembling the others. The numbers just don’t add up.