> For the complete documentation index, see [llms.txt](https://yeasy.gitbook.io/context_engineering_guide/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://yeasy.gitbook.io/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced.md).

# 第十章 进阶技术与架构

上下文工程是一个快速发展的领域，新技术不断涌现。本章将介绍几项重要的进阶技术：Agentic [RAG](/context_engineering_guide/di-er-bu-fen-he-xin-ji-shu-yu-ce-le/05_select/5.1_rag_principles.md)、Graph RAG、自适应上下文管理、长上下文模型应用以及多模态上下文管理。

这些技术代表着上下文工程的前沿方向，掌握它们将帮助构建更智能、更强大的 AI 系统。

## 本章内容

* [10.1 自主检索增强生成与自主检索](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.1_agentic_rag.md)
* [10.2 Graph RAG 与知识图谱](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.2_graph_rag.md)
* [10.3 自适应与智能上下文管理](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.3_adaptive_context.md)
* [10.4 长上下文模型应用](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.4_long_context.md)
* [10.5 多模态上下文管理](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.5_multimodal_context.md)
* [10.6 Graph RAG 失败案例分析](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.6_graph_rag_failures.md)
* [10.7 多模态上下文安全策略](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.7_multimodal_context_security.md)
* [10.8 长时间任务的上下文策略](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/10.8_long_horizon_tasks.md)
* [本章小结](/context_engineering_guide/di-san-bu-fen-jin-jie-ji-shu-yu-jia-gou/10_advanced/summary.md)