# 2024 年 12 月 27 日

### 新功能

* **向量存储中的代理搜索**：在向量存储中引入了高级搜索功能，以实现更精确和高效的数据检索。

### 改进

* **增强的数据管理**：在文档被删除时自动移除向量数据，确保数据一致性。

### 错误修复

* **向量存储加载和创建修复**：解决了阻止向量存储创建和嵌入二进制文件加载的问题，提高了系统可靠性。


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If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

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Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.