直观来看，美股软件板块整体已进入技术性熊市，许多头部企业软件公司股价均承受超过20%的跌幅，直至如今，市场整体对软件股仍有下跌空间的预期。市场对软件股尤其是SaaS、企业软件普遍存在悲观情绪：既希望企业重生冲出原有桎梏，也担心AI冲击企业软件本身。
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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.