Requirement Scenarios
When enterprises collaborate across departments, it is difficult to balance convenience and security with the need to share knowledge and prevent sensitive information from leaking.
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- Neo4j Attribute Filtering: add department tags to the graph node to automatically filter when queried
- Milvus Zoning Design: create collection partitions by department, e.g. hr_docs/sales_docs
- Dynamic privilege control: Integrate RBAC module in FastAPI backend, bind AD domain accounts
Configuration steps
- Create constraints in the Neo4j console (port 7474):
CREATE CONSTRAINT ON (n:HR) ASSERT n.id IS UNIQUE - Modify src/auth.py to add JWT authentication logic to parse user department attributes
- Specify metadata when uploading files: {"accessible_to":["finance", "audit"]}
li>Add department selector to front-end Vue component
After implementation by financial clients, the number of compliance audit incidents was reduced by 851 TP3T, and the efficiency of cross-departmental collaboration was increased by 401 TP3T
This answer comes from the articleYuxi-Know: A Knowledge Graph-based Intelligent Q&A PlatformThe
May not be reproduced without permission:AI productivity tools " How to achieve fine-grained management of knowledge base permissions when collaborating with multiple departments?
