# 2026 年 1 月 23 日

### 改进

* **重构向量存储文档处理**：此更新简化了向量存储文档的处理，以提高系统性能和用户体验。

### 错误修复

* **改进了向量存储文档处理端点的事务处理**：系统现在在向量存储文档处理端点实现了原子事务，提供了更高的稳定性和数据完整性。
* **更新了针对 None 集成的文档序列化器**：文档序列化器现在正确处理 'None' 集成，减少潜在错误并确保应用程序性能更流畅。


---

# Agent Instructions: Querying This Documentation

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:

```
GET https://docs.rememberizer.ai/zh-cn/e-wai-zi-yuan/releases/2025-releases/jan-23rd-2026.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

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.