If you're using Galaxy Buds 4 or Buds 4 Pro with a Galaxy device, you'll be able to use Bixby, Google Gemini and Perplexity with hands-free voice controls (though the "hey, Plex" command for the latter might be a tad confusing for folks who use a certain media server app). The Buds 4 Pro support head gesture controls for managing calls and Bixby interactions as well.
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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.,更多细节参见旺商聊官方下载
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