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Agentic RAG
1.
Foundations of Agentic RAG
From RAG to Agentic RAG
The Anatomy of an Agent: Components and Core Logic
Agentic Reasoning Strategies: From ReAct to Multi-Agent Systems
Breakout Session
The Context Distiller
2.
Implementation with LlamaIndex
Basic RAG vs. Agentic RAG Implementation with LlamaIndex
Designing Our Agentic RAG System: The AI Research Assistant
The AI Research Assistant: Implementing the Agent’s Core Tools
The AI Research Assistant: Agent Assembly and Orchestration
Breakout Session
The Tool Whisperer
3.
Refining and Evaluating Agents
Debugging, Refining, and Fortifying Our Agent
Evaluation Metrics and Libraries for Agentic RAG Workflow
4.
Advanced Concepts and Deployment
The Dependency Graph of Tools: A Scalable Architecture for Agents
From Prototype to Production: The Challenges of Deploying Agents
Future Trends and Conclusion
5.
Assessment
Test Your Skills