Python 3.14已进入测试阶段，根据PEP 745发布计划，该版本已停止引入新功能，也就是说新特征就应该已经固定下来了。所以本文基于当前最新的beta 2版本，深入分析了Python 3.14中的七项核心新特性。 无论从事Web应用开发、数据处理管道构建，还是复杂系统调试工作 ...

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R 语言长期专注于统计计算和数据分析，是 Python 在数据科学领域最直接的竞争者，虽然近几年 Python 凭借工程化与 AI 生态明显占优，但 R 近期明显回暖，已连续多月重返 TIOBE 前十。

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Python -O won’t magically make every script faster, but in the right workloads it’s a free win—here’s how to test it safely.