Introduction to Key
Concepts
•Large Language Models (LLMs): AI models trained on vast
datasets capable of generating human-like text responses,
understanding context, and reasoning about complex
topics.
•Retrieval-Augmented Generation (RAG): Combines
retrieval of relevant external documents with generation
capabilities of LLMs to provide accurate and context-
specific responses.
•Agentic RAG: Enhanced RAG solutions incorporating
autonomous agents capable of performing specific tasks
or reasoning steps, improving the accuracy, specificity,
and functionality of AI solutions.
•Note: The industry has evolved significantly, making it
feasible to deploy LLM, RAG, and Agentic RAG solutions
locally without reliance on external cloud services,
ensuring data privacy and operational independence.