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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。51吃瓜对此有专业解读
Google 于 2025 年 12 月（几天前）发布了它。它回应了开发者在 Gemma 3 270M 发布后提出的主要需求——为设备端代理提供原生函数调用支持。
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