RAG systems have changed how AI accesses external knowledge, but agentic RAG transforms retrieval into a reasoning-driven process. This course unpacks the fundamentals of agentic intelligence and combines reasoning with retrieval to achieve higher factual accuracy and autonomy. You’ll explore the anatomy of an agent, from its memory and tools to the orchestration logic that drives self-directed behavior.
Through hands-on lessons, you’ll build an AI research assistant using LlamaIndex by assembling its tools, defining retrieval strategies, and designing reasoning loops that enable self-correction. You’ll learn how to debug, evaluate, and refine your agentic workflows using metrics like faithfulness, context recall, and answer quality, bridging theory and practice.
Finally, you’ll architect scalable, dependable systems with dependency graphs and deployment guardrails, equipping you to take your agentic RAG project from prototype to production-ready reliability.
RAG systems have changed how AI accesses external knowledge, but agentic RAG transforms retrieval into a reasoning-driven proces...Show More
WHAT YOU'LL LEARN
The ability to design reasoning-driven RAG systems that plan, reflect, and refine autonomously
An understanding of how to build and orchestrate multi-tool agents using LlamaIndex
The ability to debug, evaluate, and optimize retrieval workflows with structured metrics
The ability to design reasoning-driven RAG systems that plan, reflect, and refine autonomously
Show more
Content
1.
Foundations of Agentic RAG
3 Lessons
Explore the evolution of RAG into agentic systems for enhanced problem-solving.
2.
Implementation with LlamaIndex
4 Lessons
Explore the development of a dynamic agentic RAG system for AI research assistance.
3.
Refining and Evaluating Agents
2 Lessons
Enhance AI agents’ reliability and evaluate performance through advanced metrics and techniques.
4.
Advanced Concepts and Deployment
3 Lessons
Explore scalable architectures, deployment challenges, and future trends in agentic AI.
Certificate of Completion
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