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Nano Banana 2 will give more people access to capabilities that were previously exclusive to the Pro model. That includes Pro’s ability to pull real-time information and images from web searches to create, say, infographics and diagrams. It will also be able to generate texts on images for marketing materials and greeting cards.
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.。关于这个话题，旺商聊官方下载提供了深入分析