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.
十年後,我們兩房一廳的公寓塞滿了東西和兩個孩子,那天我決定必須把它清掉,真是令人傷感。它自從我離開大學後便積滿了塵埃,但同時也象徵著我曾經對語言學習的認真投入。
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我们要把以前 30 万、40 万级别才有的配置和体验,带给更广泛的消费者,打破虚高的品牌溢价,真正实现科技平权、豪华平权。
The workers, from Nepal and Bangladesh, sued the firm in 2022 and described being subject to what amounted to modern day slavery.
with accurately computed sums. Specialized posting machines were made for