docs: add a blog for agentic graphrag#424
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Pull Request Overview
This PR adds a comprehensive technical blog post titled "Agentic GraphRAG" documenting the redesign of the HugeGraph-AI workflow scheduler. The post is provided in both English and Chinese versions with supporting diagram images.
Key changes:
- Introduction of a new scheduler architecture based on CGraph to replace the existing chain-based workflow system
- Evaluation of multiple workflow orchestration frameworks (LlamaIndex, Agno, Pydantic-Ai, LangGraph, CGraph)
- Implementation of workflow pooling mechanisms and state management patterns
Reviewed Changes
Copilot reviewed 2 out of 8 changed files in this pull request and generated 3 comments.
Show a summary per file
| File | Description |
|---|---|
| content/en/blog/hugegraph-ai/agentic_graphrag.md | English version of the technical blog post |
| content/cn/blog/hugegraph-ai/agentic_graphrag.md | Chinese version of the technical blog post |
| content/en/blog/images/images-server/agentic-pydantic.png | Screenshot showing Pydantic-AI framework limitations |
| content/en/blog/images/images-server/agentic-background.png | Diagram illustrating knowledge graph relationships |
| content/cn/blog/images/images-server/agentic-pydantic.png | Chinese version of Pydantic-AI screenshot |
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代码评审总结
感谢贡献这篇高质量的技术博客!文章详细记录了 HugeGraph-AI 工作流调度器的重构历程,对社区很有价值。
我发现了一些需要修复的小问题,已经在具体代码行添加了修改建议。主要包括:
⚠️ 日期错误:front matter 中的日期是未来时间 (2025-10-29)⚠️ 拼写错误:英文版中有拼写错误需要修正- 💡 代码块优化:部分代码块缺少语言标识符
请查看下面的具体建议并应用修改。修复后即可合并!
imbajin
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Oct 31, 2025
imbajin
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Oct 31, 2025
imbajin
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Oct 31, 2025
imbajin
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imbajin
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imbajin
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imbajin
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Oct 31, 2025
imbajin
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Oct 31, 2025
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可能的优化点:
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imbajin
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Nov 10, 2025
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* docs: add a blog for agentic graphrag * add some diagram * fixed mermaid render problem 230a263
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Add a new blog on agentic graphrag
Fixed the mermaid render problem issue