MariaDB 虽源自 MySQL 分叉（诞生于Oracle 收购 MySQL 之后），但历经一段时间发展，如今在开源数据库领域已获得引领性地位。在近几次主要版本更新中，这款数据库不仅增添了很多独特功能，提升了与 MySQL 的兼容性，还通过一系列重磅举措吸引 Oracle SQL 用户迁移至 MariaDB 。

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Hugging Face 是当下最领先的开源 AI 平台之一，凭借其标志性的 Transformers 库和汇聚了数百万模型、数据集以及 Spaces 应用的 Hub，它彻底改变了 AI 开发的生态。开发者不再需要从零开始训练模型，只需几行代码或一次点击，就能调用最前沿的 SOTA 大模型、微调自己的 LLM、快速部署视觉、语音或多模态应用。