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作者 | Sergio De Simone 译者 | 马可薇谷歌刚刚发布了 Magika 1.0 版本，这是其开源文件类型检测系统的一次重大重写。新版本引入了 AI 技术，以支持更广泛的文件类型，并使用 Rust 实现以获得更高的性能和安全性。Magika 1.0 支持的文件类型数量 已超过 200 种，相比此前基于 Python 的版本（约 100 ...

在数字化时代，文件类型的准确识别变得愈加重要。谷歌最近发布了Magika 1.0版本，这一基于Rust和人工智能技术的文件类型检测系统，标志着文件识别技术的一个重大飞跃。新版本不仅引入了AI技术以支持超过200种文件类型，而且通过Rust语言的应用，提升了系统的性能和安全性，展现了谷歌在技术创新方面的雄心。

以DeepSeek‑R1为例，仅靠强化学习训练，模型在AIME数学推理基准上的pass@1从15.6%提升至 77.9%，充分展示了RL在低数据量条件下即可实现大幅能力跃升，迅速成为后训练赛道的新范式。

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