# Why Your Agents Can’t Read Enterprise Documents — and How to Fix It

Canonical URL: https://www.traeai.com/articles/64c6cbbd-a3d2-412a-94c0-2371ec60a7c7
Original source: https://www.databricks.com/blog/why-frontier-agents-cant-read-documents-and-how-were-fixing-it
Source name: Databricks
Content type: article
Language: 英文
Score: 7.8
Reading time: 13 分钟
Published: 2026-04-16T15:00:50+00:00
Tags: AI智能体, 文档理解, 企业AI, Databricks, 多模态

## Summary

企业文档结构复杂导致AI智能体难以准确解析，Databricks提出结合布局感知与语义理解的文档处理新方法。

## Key Takeaways

- 传统OCR和纯文本模型无法有效处理含表格、图表的企业PDF文档
- 需融合文档视觉布局与语言语义以提升智能体理解能力
- Databricks正开发支持结构化文档理解的AI代理基础设施

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