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.
“我们将持续深化区域协同，充分发挥先行示范作用，推动京津冀协同发展不断取得新成效。”冯国祥说。
。搜狗输入法下载对此有专业解读
91.4%64/70 picks
领克回应「高速语音关大灯」：已完成优化方案
copaceticthoughts