数据库内直接运行 LLM 和嵌入模型，解决了数据隐私和传输延迟痛点，做企业级 AI 应用的开发者可以直接在 Oracle 中实现智能搜索和生成，省去额外架构。
Oracle 在 AI 领域发力，其 26ai 版本实现了多项突破性功能。用户可以直接在数据库中运行大语言模型和嵌入模型，无需将数据发送到外部。数据库支持混合向量搜索（语义+关键词），并引入 JSON 关系二元性视图，兼顾关系模型的稳定性和 JSON 的灵活性。内置代码生成工具可辅助编写 SQL。这些特性让 Oracle 从传统企业级数据库转型为 AI 原生平台。
Oracle has always been a dinosaur, too uptight, an…
Oracle has always been a dinosaur, too uptight, and enterprise-focused.
But now they are killing it with AI, and their 26ai version is light-years ahead of anything else.
I spent a day with the @OracleDevs team looking into everything they are shipping. They flew me there (thanks!), but they aren't paying me to say this.
Some of the things that impressed me the most:
1. You can run an LLM and an Embedding model directly from your database. This is huge because you don't need to send your data anywhere else.
2. You can now run hybrid vector searches: semantic and keyword searches directly in the database.
3. There's a new concept called JSON Relational Duality views where you can see your data in both JSON or relational form. It's cool because you can stick to a relational model but take advantage of the flexibility of JSON.
4. They built-in code generation tools you can use to write SQL code on your database.
These are just the ones I remember from the top of my head.
All of these features are in the new version of Oracle.