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Starts 27 June 2025 14:26

Ends 27 June 2025

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Securing the Future of AI: Authorization Strategies for RAG Systems with LangChain4J and OpenFGA

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2765 Courses


43 minutes

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Overview

Syllabus

  • Introduction to RAG Systems
  • Overview of Retrieval-Augmented Generation (RAG) systems
    Importance of security in AI applications
    Key challenges in authorizing RAG systems
  • Fundamentals of Authorization Frameworks
  • Understanding Access Control models
    Comparison between RBAC (Role-Based Access Control) and ReBAC (Relationship-Based Access Control)
  • LangChain4J Overview
  • Introduction to LangChain4J
    Key features and integration with RAG systems
    Security capabilities of LangChain4J
  • OpenFGA Overview
  • Introduction to OpenFGA
    Architecture and components
    Authorization policies and enforcement
  • Implementing RBAC in RAG Systems
  • Defining roles and permissions
    Integrating RBAC with LangChain4J
    Case study: Applying RBAC using OpenFGA
  • Implementing ReBAC in RAG Systems
  • Understanding relationships in access control
    Integrating ReBAC with LangChain4J
    Case study: Applying ReBAC using OpenFGA
  • Best Practices for Authorization in RAG Systems
  • Balancing security and efficiency
    Role hierarchy and relationship management
    Regular audits and monitoring
  • Advanced Topics
  • Scalability of authorization frameworks
    Real-time authorization in high-throughput environments
    Future trends in AI security
  • Workshop and Hands-on Session
  • Setting up a LangChain4J environment
    Defining and testing RBAC/RBAC rules with OpenFGA
    Troubleshooting common authorization issues
  • Course Summary and Next Steps
  • Recap of key learnings
    Resources for continued learning
    Opportunities in AI security and authorization

Subjects

Computer Science