第三十六条 除本条例另有规定外，单位和个体工商户年应征增值税销售额超过小规模纳税人标准的，应当向主管税务机关办理一般纳税人登记，并自超过小规模纳税人标准的当期起按照一般计税方法计算缴纳增值税。
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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