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.
Жители Санкт-Петербурга устроили «крысогон»17:52
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Израиль нанес удар по Ирану09:28
吴炜伦认为，他怀念的不是夜总会，而是“冇落闸嘅步骤”——以前尖沙咀几乎没有铺头落闸，一间倒下很快有人顶上。而现在，“十间铺有八间落闸”。拍戏时，他想重现当年的街景，却发现根本做不到，因为现实的街道已经空了。